Source: https://ailoot.ai/models/id/gemini-3-5-flash-lite/
Canonical: https://ailoot.ai/models/id/gemini-3-5-flash-lite/
Language: id

# Google: Gemini 3.5 Flash Lite

[Markdown](https://ailoot.ai/models/id/gemini-3-5-flash-lite/index.md) · [JSON](https://ailoot.ai/models/id/gemini-3-5-flash-lite/facts.json)

## [Google: Gemini 3.5 Flash Lite](https://ailoot.ai/models/id/gemini-3-5-flash-lite/)

Gemini 3.5 Flash-Lite adalah model multimodal Google untuk tugas subagen terfokus, parsing dokumen, dan ekstraksi data berulang. Penalaran minimal bawaannya sesuai untuk rekaman dengan cakupan terbatas; medium atau high didokumentasikan untuk pekerjaan alat bertahap. Model ini menghasilkan teks atau hasil terstruktur dari teks, gambar, audio, video, dan PDF.

- [**Ailoot · Anthropic Messages** `POST /v1/messages` `gemini-3.5-flash-lite`](https://ailoot.ai/models/id/gemini-3-5-flash-lite/#method-0)
- [**Ailoot · Gemini generateContent** `POST /v1beta/models/{model}:generateContent` `gemini-3.5-flash-lite`](https://ailoot.ai/models/id/gemini-3-5-flash-lite/#method-1)
- [**Ailoot Ultra · OpenAI Chat** `POST /v1/chat/completions` `gemini-3.5-flash-lite`](https://ailoot.ai/models/id/gemini-3-5-flash-lite/#method-2)
- [**Ailoot Ultra · Anthropic Messages** `POST /v1/messages` `gemini-3.5-flash-lite`](https://ailoot.ai/models/id/gemini-3-5-flash-lite/#method-3)
- [**Ailoot · Anthropic Messages** `POST /v1/messages` `gemini-flash-lite`](https://ailoot.ai/models/id/gemini-3-5-flash-lite/#method-4)
- [**Ailoot · Gemini generateContent** `POST /v1beta/models/{model}:generateContent` `gemini-flash-lite`](https://ailoot.ai/models/id/gemini-3-5-flash-lite/#method-5)
- [**Ailoot · Anthropic Messages** `POST /v1/messages` `gemini-flash-lite-latest`](https://ailoot.ai/models/id/gemini-3-5-flash-lite/#method-6)
- [**Ailoot · Gemini generateContent** `POST /v1beta/models/{model}:generateContent` `gemini-flash-lite-latest`](https://ailoot.ai/models/id/gemini-3-5-flash-lite/#method-7)
- [**Ailoot Ultra · OpenAI Chat** `POST /v1/chat/completions` `google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/gemini-3-5-flash-lite/#method-8)
- [**Ailoot Ultra · Anthropic Messages** `POST /v1/messages` `google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/gemini-3-5-flash-lite/#method-9)

Tentang model

Deskripsi ini mencakup kemampuan model. Masukan, keluaran, dan opsi yang tersedia di Ailoot tercantum di bawah untuk metode yang dipilih.

Gemini 3.5 Flash-Lite adalah profil teks multimodal Google yang berfokus pada eksekusi untuk pekerjaan data berulang dan tugas subagen terfokus. Model ini dikembangkan dari Gemini 3.1 Flash-Lite, dengan peningkatan pemahaman dokumen, keandalan alat, dan kepatuhan pada instruksi multigiliran. Model ini menerima teks, gambar, audio, video, dan PDF serta menghasilkan teks. Hasil yang berguna dapat berupa satu rekaman hasil ekstraksi, klasifikasi, terjemahan singkat, atau analisis berbantuan alat dengan cakupan terbatas dalam tugas yang lebih besar.

Untuk parsing dokumen, definisikan bidang yang penting dan bukti yang harus dipertahankan setiap bidang. Berikan halaman yang relevan dan tentukan cara merepresentasikan informasi yang tidak ada atau ambigu. Untuk ekstraksi pesan dukungan, ekstrak kode produk, masalah yang disebutkan, dan kalimat pendukung dari pesan dukungan, sambil mempertahankan pengenal pesan dalam jawaban. Dokumen dengan beberapa kandidat untuk suatu bidang tidak boleh diam-diam meringkasnya menjadi satu nilai tebakan. JSON terstruktur dapat membuat hasil berguna untuk pemrosesan berikutnya jika skemanya sesuai dengan tugas sebenarnya.

Tingkat thinking yang didokumentasikan adalah minimal, low, medium, dan high, dengan minimal sebagai bawaan. Pembuat menyarankannya untuk ekstraksi, perutean, dan klasifikasi bervolume tinggi, sedangkan medium atau high sesuai untuk pekerjaan subagen otonom yang melibatkan pemanggilan alat, eksekusi kode, atau beberapa langkah penalaran. Panduan secara khusus menyarankan peningkatan upaya untuk tugas yang lebih panjang tersebut agar penggunaan alat tidak dihentikan terlalu dini. Karena itu, ekstraksi satu bidang dan perbandingan dokumen dengan pengecualian memperoleh manfaat dari pilihan upaya yang berbeda. Minimal adalah pengaturan yang didukung edisi ini, bukan pengaturan umum untuk diterapkan pada setiap model Flash.

Arahan subagen terfokus harus memuat satu pekerjaan, materi sumbernya, alat yang diizinkan, dan bentuk akhir yang diwajibkan. Misalnya, subagen dapat memeriksa tabel berdasarkan aturan tertentu dan mengembalikan baris yang terpengaruh beserta nilai relevan. Pembuat juga menyoroti pemrosesan data tabular dan pekerjaan JavaScript frontend yang dibantu eksekusi kode ringan. Aplikasi yang menaungi model tetap bertanggung jawab menjalankan fungsi yang diminta dan mengembalikan hasil nyata. Bedakan hasil selesai dari saran yang belum dijalankan atau pertanyaan masukan yang belum terselesaikan.

Halaman khusus 3.5 Flash-Lite mencantumkan function calling, eksekusi kode, pencarian berkas, grounding pencarian, grounding Maps, dan konteks URL, dengan Computer Use ditandai sebagai pratinjau. Keluaran terstruktur dan thinking didukung. Untuk persona atau tugas multigiliran, pertahankan instruksi sebenarnya dan pengamatan alat agar balasan berikutnya mengikuti penugasan yang sama. Panduan pengembang menyoroti persistensi persona yang lebih kuat daripada 3.1 Flash-Lite. Gunakan peran dan kontrak keluaran yang ringkas, alih-alih mendefinisikan ulang tujuan pada setiap tindak lanjut.

Panduan juga menandai pengaturan sampling lama dan giliran akhir model yang telah diisi sebelumnya sebagai usang untuk edisi ini. Kendalikan jawaban dengan cakupan terbatas melalui instruksi eksplisit atau skema, alih-alih mencoba memulai jawaban di dalam giliran sintetik berperan model. Pertahankan konteks thought signatures Gemini 3 ketika antarmuka mewajibkannya, dan cocokkan hasil fungsi dengan panggilannya. Aturan persiapan ini mendukung kelanjutan yang tetap memiliki bukti yang diperlukan untuk menyelesaikan pekerjaan yang sama.

Kartu model asli mencantumkan konteks hingga 1M dan keluaran teks 64K; halaman API khususnya menetapkan 1,048,576 token masukan dan 65,536 token keluaran. Instruksi, rekaman, riwayat, dan media semuanya berkontribusi pada persiapan masukan. Opsi caching, batch, Flex, dan Priority dicantumkan untuk profil produsen ini. Untuk permintaan berulang, gunakan pengenal yang stabil dan format jawaban ringkas yang konsisten agar setiap ekstraksi dapat dibandingkan dengan sumbernya. Masukan audio, gambar, atau video menghasilkan interpretasi teks atau transkrip dalam profil ini, bukan ucapan atau karya visual yang dihasilkan.

Keterbatasan yang mungkin terjadi mencakup halusinasi serta penundaan atau timeout sesekali. Batas pengetahuannya adalah Maret 2026, dengan sebagian bidang terbatas hingga Januari 2025. Ekstraksi yang bergantung pada sumber harus mengembalikan apa yang didukung materi yang diberikan; pertanyaan tentang fakta terkini memerlukan bukti terkini. Dibandingkan 3.1 Flash-Lite, profil ini menambahkan kemampuan eksekusi dan penggunaan komputer yang didokumentasikan, sedangkan 3.6 Flash menekankan pemrograman dan pekerjaan spasial yang lebih kompleks. Tinjau bidang hasil ekstraksi, hasil alat, dan instruksi yang dipertahankan sebelum memasukkan jawaban ke alur kerja yang lebih besar.

Tugas praktis

### Tugas praktis

Contoh teknis dalam bahasa Inggris

```
Extract a support message record

Extract fields from message S-91: "The pump P-28 stopped after ten minutes. I bought two, but only one has this issue. Please arrange a replacement." Return message ID, product code, issue, purchased quantity and affected quantity in a small table. Include the exact supporting phrase for each extracted value.
```

#### Hasil yang diharapkan

```
A field/value/evidence table retaining S-91 and separating purchased from affected quantity.
```

#### Periksa hasil

```
Check that two purchased pumps do not become two defective pumps.
```

**Ailoot · Anthropic Messages** `POST /v1/messages` `gemini-3.5-flash-lite`

[`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=messages)

Google /`gemini-3.5-flash-lite`

ID model

- `gemini-3.5-flash-lite`
- `gemini-flash-lite`
- `gemini-flash-lite-latest`

### Mulai

Gemini 3.5 Flash-Lite adalah model multimodal Google untuk tugas subagen terfokus, parsing dokumen, dan ekstraksi data berulang. Penalaran minimal bawaannya sesuai untuk rekaman dengan cakupan terbatas; medium atau high didokumentasikan untuk pekerjaan alat bertahap. Model ini menghasilkan teks atau hasil terstruktur dari teks, gambar, audio, video, dan PDF.

Masukan yang diterima

Teks · Gambar

Hasil

Teks

### Tersedia di Ailoot · masukan & metode

**Ailoot · Anthropic Messages** `POST /v1/messages`

Masukan

`text`, `image`

Keluaran

`text`

Konteks

1.048.576 tokens

Keluaran maksimum

65.536 tokens

Format keluaran

json atau SSE

| Kolom | Jenis | Persyaratan | Nilai & batasan | Bawaan |
| --- | --- | --- | --- | --- |
| Kolom`model` | Jenis`string` | PersyaratanWajib | Nilai & batasan gemini-3.5-flash-lite | Bawaan— |
| Kolom`messages` | Jenis`message[]` | PersyaratanWajib | Nilai & batasan Item minimum: 1 | Bawaan— |
| Kolom`messages[].role` | Jenis`string` | PersyaratanWajib | Nilai & batasan user, assistant | Bawaan— |
| Kolom`messages[].content` | Jenis`string\|content_block[]` | PersyaratanWajib | Nilai & batasan | Bawaan— |
| Kolom`system` | Jenis`string\|content_block[]` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`max_tokens` | Jenis`integer` | PersyaratanWajib | Nilai & batasan Minimum: 1 Batas berlaku untuk: batas maksimum yang tepat untuk model/kartu yang dipilih | Bawaan— |
| Kolom`stream` | Jenis`boolean` | PersyaratanOpsional | Nilai & batasan | Bawaanfalse |
| Kolom`temperature` | Jenis`number` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`top_p` | Jenis`number` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`stop_sequences` | Jenis`string[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`tools` | Jenis`tool[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`tools[].name` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Berlaku jika: alat disediakan | Bawaan— |
| Kolom`tools[].description` | Jenis`string` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`tools[].input_schema` | Jenis`JSON_schema` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`tool_choice` | Jenis`object` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`thinking.type` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`thinking.budget_tokens` | Jenis`integer` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`output_config.effort` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`metadata` | Jenis`object` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`cache_control` | Jenis`object` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |

Kombinasi bahan masukan

**Teks** · Teks UTF8

`messages[].content atau blok type=text`

**Teks + gambar**

`{type:image,source:{type:base64,media_type,data}} atau sumber dengan type=url`

Parameter metode dan siklus hidup

| Parameter | Kontrak |
| --- | --- |
| Parameter`material_types` | Kontraktext, image |
| Parameter`required` | Kontrakmodel, messages, max\_tokens |
| Parameter`optional_controls` | Kontraknull |
| Parameter`content_type` | Kontrakapplication/json |
| Parameter`text_file_material` | Kontrakkonten UTF-8 aktual dimasukkan sebagai teks; ID file atau alamat URL (URLs) memerlukan dukungan yang tepat dan terpisah |

Siklus hidup: `exact retained published method`

Struktur metode dan ID bersifat eksak; kemampuan pemasok terpisah dari penerimaan permintaan.

### Paket

#### Tarif metode Ailoot

Masukan

US$0,0003 */ 1K*

Keluaran

US$0,0025 */ 1K*

Pembacaan cache

≈US$0,00003 */ 1K*

Ailoot mencadangkan perkiraan dana sebelum permintaan. Setelah hasil diterima, tagihan akhir diselesaikan berdasarkan penggunaan yang terukur. Penyelesaian tagihan streaming menggunakan catatan penggunaan akhir. [Cara kerja cadangan dan penyelesaian tagihan →](https://ailoot.ai/docs/id/billing/reserve/)

#### Detail tarif referensi

Jadwal referensi tingkat model tidak mengubah pemilihan metode, estimasi harga, atau biaya. Biaya aktif menggunakan tarif metode Ailoot yang dipilih.

Jadwal referensi model

#### Harga menurut konfigurasi

Cocokkan setiap biaya dengan kondisi yang ditampilkan. Gunakan satu tarif untuk setiap kelompok konfigurasi alternatif.

| Konfigurasi | Jadwal tarif | Token konteks, lebih dari | Token konteks, hingga dan termasuk | Biaya |
| --- | --- | --- | --- | --- |
| KonfigurasiOpenAI Chat · Tarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiOpenAI Chat · Tingkat 1 berdasarkan panjang permintaan | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiAnthropic Messages · Tarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiAnthropic Messages · Tingkat 1 berdasarkan panjang permintaan | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |

### Contoh permintaan

#### Ailoot · Anthropic Messages

Contoh teksMasukan, gambarPython SDKNode.js SDKAliran Python

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
: "${AILOOT_TEXT_FILE:?Set your actual UTF-8 source-material file}"
export AILOOT_TEXT_FILE
python3 - <<'PY_REQUEST'
import json,os
from pathlib import Path
p=json.loads('{"model": "gemini-3.5-flash-lite", "max_tokens": 1024, "messages": []}')
f=Path(os.environ["AILOOT_TEXT_FILE"])
if not f.is_file():raise SystemExit("Choose your actual UTF-8 source material")
text=f.read_text(encoding="utf-8")
if not text.strip():raise SystemExit("Source material must contain text")
p["messages"]=[{"role":"user","content":"Summarize this material and quote supporting source passages.\n\n"+text}]
Path("request.json").write_text(json.dumps(p,ensure_ascii=False))
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \
  -H "x-api-key: $AILOOT_API_KEY" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import json
from pathlib import Path
print(json.dumps(json.loads(Path("result.json").read_text()),ensure_ascii=False,indent=2))
PY_RESULT
```

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
: "${AILOOT_IMAGE_FILE:?Set your actual PNG JPEG or WebP image}"
export AILOOT_IMAGE_FILE
python3 - <<'PY_REQUEST'
import json,os
from pathlib import Path
p=json.loads('{"model": "gemini-3.5-flash-lite", "max_tokens": 1024, "messages": [{"role": "user", "content": [{"type": "text", "text": "Read labels and numbers in this image; flag unreadable text."}]}]}')
import base64
f=Path(os.environ["AILOOT_IMAGE_FILE"])
if not f.is_file():raise SystemExit("Choose an actual PNG JPEG or WebP image")
raw=f.read_bytes()
mime="image/png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "image/jpeg" if raw.startswith(b"\xff\xd8") else "image/webp" if raw[:4]==b"RIFF" and raw[8:12]==b"WEBP" else None
if not mime:raise SystemExit("Use PNG JPEG or WebP")
b64=base64.b64encode(raw).decode()
p["messages"][0]["content"].append({"type":"image","source":{"type":"base64","media_type":mime,"data":b64}})
Path("request.json").write_text(json.dumps(p,ensure_ascii=False))
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \
  -H "x-api-key: $AILOOT_API_KEY" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import json
from pathlib import Path
print(json.dumps(json.loads(Path("result.json").read_text()),ensure_ascii=False,indent=2))
PY_RESULT
```

```python
import anthropic
import os

if not os.environ.get("AILOOT_API_KEY", "").strip(): raise SystemExit("Set AILOOT_API_KEY before making a request")
client = anthropic.Anthropic(base_url="https://api.ailoot.ai", api_key=os.environ["AILOOT_API_KEY"], max_retries=0)
msg = client.messages.create(
    model="gemini-3.5-flash-lite",
    max_tokens=1024,
    messages=[{"role": "user", "content": "Explain the difference between an observation and a hypothesis in three sentences."}],
)
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

save_result(msg.to_dict(mode="json"))
```

```js
import Anthropic from "@anthropic-ai/sdk";

if (!process.env.AILOOT_API_KEY?.trim()) throw new Error("Set AILOOT_API_KEY before making a request");
const client = new Anthropic({ baseURL: "https://api.ailoot.ai", apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });
const msg = await client.messages.create({
  model: "gemini-3.5-flash-lite",
  max_tokens: 1024,
  messages: [{ role: "user", content: "Explain the difference between an observation and a hypothesis in three sentences." }],
});
import { writeFileSync } from "node:fs";

function saveResult(data, stem = "result") {
  writeFileSync(stem + ".json", JSON.stringify(data, null, 2));
  console.log(JSON.stringify(data, null, 2));
  const saveBlob = (encoded, suffix, label) => {
    const raw = Buffer.from(encoded, "base64");
    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? "png" : raw[0]===255 && raw[1]===216 ? "jpg" : raw.subarray(0,4).toString()==="RIFF" && raw.subarray(8,12).toString()==="WEBP" ? "webp" : suffix;
    const file = `${stem}-${label}.${ext}`;
    writeFileSync(file, raw); console.log("Saved", file);
  };
  for (const [i, block] of (data.content || []).entries()) console.log("Content", i, JSON.stringify(block));
  for (const choice of data.choices || []) console.log("Choice", choice.index, JSON.stringify(choice.message || choice.delta || {}));
  for (const [i, item] of (data.output || []).entries()) {
    console.log("Output", i, JSON.stringify(item));
    if (item.type === "image_generation_call" && item.result) saveBlob(item.result, item.output_format || "bin", `output-${i}`);
  }
  for (const [ci, candidate] of (data.candidates || []).entries()) {
    for (const [pi, part] of (candidate.content?.parts || []).entries()) {
      console.log("Candidate/part", ci, pi, JSON.stringify(part));
      const blob = part.inlineData || part.inline_data;
      if (blob?.data) {
        const mime = blob.mimeType || blob.mime_type;
        const suffix = ({"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"})[mime] || "bin";
        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);
      }
    }
  }
}

saveResult(msg);
```

```python
import anthropic,os
from pathlib import Path

if not os.environ.get("AILOOT_API_KEY", "").strip(): raise SystemExit("Set AILOOT_API_KEY before making a request")
client=anthropic.Anthropic(base_url="https://api.ailoot.ai",api_key=os.environ["AILOOT_API_KEY"],max_retries=0)
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

with client.messages.stream(model='gemini-3.5-flash-lite',max_tokens=1024,messages=[{"role":"user","content":"Explain observations and hypotheses in three sentences."}]) as stream:
    with Path("stream-events.jsonl").open("w",encoding="utf-8") as log:
        for event in stream:
            payload=event.to_dict(mode="json")
            log.write(json.dumps(payload,ensure_ascii=False)+"\n"); log.flush()
            print(json.dumps(payload,ensure_ascii=False))
    final=stream.get_final_message()
    save_result(final.to_dict(mode="json"),"stream-result")
```

### Terima dan simpan hasil

#### Ailoot · Anthropic Messages

json atau SSE

##### Simpan semua hasil yang selesai

Simpan setiap respons lengkap, berkas, dan bagian konten yang dikembalikan.

Simpan semua blok konten, tanda tangan penalaran, dan ID penggunaan alat yang sebenarnya. Gabungkan semua delta blok SSE; blok teks pertama bukan keseluruhan keluaran.

##### Jika respons asli perlu diperiksa

Simpan ID permintaan/respons dan header. URL umum untuk pengambilan tugas teks tidak disediakan.

Kolom respons

| Kolom | Jenis |
| --- | --- |
| Kolom`id` | Jenisstring |
| Kolom`model` | Jenisstring |
| Kolom`content[]` | Jenistext\|thinking\|tool\_use\|other content block |
| Kolom`stop_reason` | Jenisstring\|null |
| Kolom`usage` | Jenisobject |

Kesalahan dan langkah berikutnya

| Respons | Kondisi | Langkah berikutnya |
| --- | --- | --- |
| Respons400 · `invalid_request_error` | KondisiBidang wajib, representasi materi, atau nilai parameter tidak valid | Langkah berikutnyaPerbaiki bidang yang ditunjukkan sebelum permintaan pembuatan baru. |

### Alias

#### Alias model

<strong>Ailoot</strong> [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=messages), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=messages), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=messages)
**Ailoot Ultra** [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=messages), [`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=messages)

#### Alias jalur metode

`/chat/completions`

#### ID pemanggil terkait

[`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=messages), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=messages), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=messages), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=messages), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=messages)

**Ailoot · Gemini generateContent** `POST /v1beta/models/{model}:generateContent` `gemini-3.5-flash-lite`

[`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=gemini)

Google /`gemini-3.5-flash-lite`

ID model

- `gemini-3.5-flash-lite`
- `gemini-flash-lite`
- `gemini-flash-lite-latest`

### Mulai

Gemini 3.5 Flash-Lite adalah model multimodal Google untuk tugas subagen terfokus, parsing dokumen, dan ekstraksi data berulang. Penalaran minimal bawaannya sesuai untuk rekaman dengan cakupan terbatas; medium atau high didokumentasikan untuk pekerjaan alat bertahap. Model ini menghasilkan teks atau hasil terstruktur dari teks, gambar, audio, video, dan PDF.

Masukan yang diterima

Teks · Gambar

Hasil

Teks

### Tersedia di Ailoot · masukan & metode

**Ailoot · Gemini generateContent** `POST /v1beta/models/{model}:generateContent`

Masukan

`text`, `image`

Keluaran

`text`

Format keluaran

json atau streaming yang didukung

| Kolom | Jenis | Persyaratan | Nilai & batasan | Bawaan |
| --- | --- | --- | --- | --- |
| Kolom`path.model` | Jenis`string` | PersyaratanWajib | Nilai & batasan gemini-3.5-flash-lite | Bawaan— |
| Kolom`contents` | Jenis`content[]` | PersyaratanWajib | Nilai & batasan Item minimum: 1 | Bawaan— |
| Kolom`contents[].role` | Jenis`string` | PersyaratanOpsional | Nilai & batasan user, model | Bawaan— |
| Kolom`contents[].parts` | Jenis`part[]` | PersyaratanWajib | Nilai & batasan | Bawaan— |
| Kolom`systemInstruction` | Jenis`content` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`generationConfig.maxOutputTokens` | Jenis`integer` | PersyaratanOpsional | Nilai & batasan Minimum: 1 Bergantung pada model | Bawaan— |
| Kolom`generationConfig.temperature` | Jenis`number` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`generationConfig.topP` | Jenis`number` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`generationConfig.topK` | Jenis`integer` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`generationConfig.stopSequences` | Jenis`string[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`generationConfig.thinkingConfig.includeThoughts` | Jenis`boolean` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`generationConfig.thinkingConfig.thinkingBudget` | Jenis`integer` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`tools[].functionDeclarations` | Jenis`function_declaration[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`toolConfig.functionCallingConfig.mode` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`safetySettings` | Jenis`object[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`sessionId` | Jenis`string` | PersyaratanOpsional | Nilai & batasan | Bawaan— |

Kombinasi bahan masukan

**Teks** · Teks UTF8

`contents[].parts[].text`

**Teks + gambar**

`parts[].inlineData={mimeType,data}`

Parameter metode dan siklus hidup

| Parameter | Kontrak |
| --- | --- |
| Parameter`material_types` | Kontraktext, image |
| Parameter`required` | Kontrakcontents |
| Parameter`optional_controls` | Kontraknull |
| Parameter`content_type` | Kontrakapplication/json |
| Parameter`text_file_material` | Kontrakkonten UTF-8 aktual dimasukkan sebagai teks; ID file atau alamat URL (URLs) memerlukan dukungan yang tepat dan terpisah |

Siklus hidup: `exact retained published method`

Struktur metode dan ID bersifat eksak; kemampuan pemasok terpisah dari penerimaan permintaan.

### Paket

#### Tarif metode Ailoot

Masukan

US$0,0003 */ 1K*

Keluaran

US$0,0025 */ 1K*

Pembacaan cache

≈US$0,00003 */ 1K*

Ailoot mencadangkan perkiraan dana sebelum permintaan. Setelah hasil diterima, tagihan akhir diselesaikan berdasarkan penggunaan yang terukur. Penyelesaian tagihan streaming menggunakan catatan penggunaan akhir. [Cara kerja cadangan dan penyelesaian tagihan →](https://ailoot.ai/docs/id/billing/reserve/)

#### Detail tarif referensi

Jadwal referensi tingkat model tidak mengubah pemilihan metode, estimasi harga, atau biaya. Biaya aktif menggunakan tarif metode Ailoot yang dipilih.

Jadwal referensi model

#### Harga menurut konfigurasi

Cocokkan setiap biaya dengan kondisi yang ditampilkan. Gunakan satu tarif untuk setiap kelompok konfigurasi alternatif.

| Konfigurasi | Jadwal tarif | Token konteks, lebih dari | Token konteks, hingga dan termasuk | Biaya |
| --- | --- | --- | --- | --- |
| KonfigurasiOpenAI Chat · Tarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiOpenAI Chat · Tingkat 1 berdasarkan panjang permintaan | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiAnthropic Messages · Tarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiAnthropic Messages · Tingkat 1 berdasarkan panjang permintaan | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |

### Contoh permintaan

#### Ailoot · Gemini generateContent

Contoh teksMasukan, gambarPython SDKNode.js SDKAliran Python

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
: "${AILOOT_TEXT_FILE:?Set your actual UTF-8 source-material file}"
export AILOOT_TEXT_FILE
python3 - <<'PY_REQUEST'
import json,os
from pathlib import Path
p=json.loads('{"contents": []}')
f=Path(os.environ["AILOOT_TEXT_FILE"])
if not f.is_file():raise SystemExit("Choose your actual UTF-8 source material")
text=f.read_text(encoding="utf-8")
if not text.strip():raise SystemExit("Source material must contain text")
p["contents"]=[{"role":"user","parts":[{"text":"Summarize this material and quote supporting source passages.\n\n"+text}]}]
Path("request.json").write_text(json.dumps(p,ensure_ascii=False))
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1beta/models/gemini-3.5-flash-lite:generateContent \
  -H "x-goog-api-key: $AILOOT_API_KEY" -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

save_result(json.loads(Path("result.json").read_text(encoding="utf-8")))
PY_RESULT
```

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
: "${AILOOT_IMAGE_FILE:?Set your actual PNG JPEG or WebP image}"
export AILOOT_IMAGE_FILE
python3 - <<'PY_REQUEST'
import json,os
from pathlib import Path
p=json.loads('{"contents": [{"role": "user", "parts": [{"text": "Read labels and numbers in this image; flag unreadable text."}]}]}')
import base64
f=Path(os.environ["AILOOT_IMAGE_FILE"])
if not f.is_file():raise SystemExit("Choose an actual PNG JPEG or WebP image")
raw=f.read_bytes()
mime="image/png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "image/jpeg" if raw.startswith(b"\xff\xd8") else "image/webp" if raw[:4]==b"RIFF" and raw[8:12]==b"WEBP" else None
if not mime:raise SystemExit("Use PNG JPEG or WebP")
b64=base64.b64encode(raw).decode()
p["contents"][0]["parts"].append({"inlineData":{"mimeType":mime,"data":b64}})
Path("request.json").write_text(json.dumps(p,ensure_ascii=False))
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1beta/models/gemini-3.5-flash-lite:generateContent \
  -H "x-goog-api-key: $AILOOT_API_KEY" -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

save_result(json.loads(Path("result.json").read_text(encoding="utf-8")))
PY_RESULT
```

```python
from google import genai
from google.genai import types
import os

if not os.environ.get("AILOOT_API_KEY", "").strip(): raise SystemExit("Set AILOOT_API_KEY before making a request")
client = genai.Client(
    api_key=os.environ["AILOOT_API_KEY"],
    http_options=types.HttpOptions(base_url="https://api.ailoot.ai"),
)
resp = client.models.generate_content(model="gemini-3.5-flash-lite", contents="Explain the difference between an observation and a hypothesis in three sentences.")
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

save_result(resp.to_json_dict())
```

```js
import { GoogleGenAI } from "@google/genai";

if (!process.env.AILOOT_API_KEY?.trim()) throw new Error("Set AILOOT_API_KEY before making a request");
const ai = new GoogleGenAI({ apiKey: process.env.AILOOT_API_KEY, httpOptions: { baseUrl: "https://api.ailoot.ai" } });
const resp = await ai.models.generateContent({ model: "gemini-3.5-flash-lite", contents: "Explain the difference between an observation and a hypothesis in three sentences." });
import { writeFileSync } from "node:fs";

function saveResult(data, stem = "result") {
  writeFileSync(stem + ".json", JSON.stringify(data, null, 2));
  console.log(JSON.stringify(data, null, 2));
  const saveBlob = (encoded, suffix, label) => {
    const raw = Buffer.from(encoded, "base64");
    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? "png" : raw[0]===255 && raw[1]===216 ? "jpg" : raw.subarray(0,4).toString()==="RIFF" && raw.subarray(8,12).toString()==="WEBP" ? "webp" : suffix;
    const file = `${stem}-${label}.${ext}`;
    writeFileSync(file, raw); console.log("Saved", file);
  };
  for (const [i, block] of (data.content || []).entries()) console.log("Content", i, JSON.stringify(block));
  for (const choice of data.choices || []) console.log("Choice", choice.index, JSON.stringify(choice.message || choice.delta || {}));
  for (const [i, item] of (data.output || []).entries()) {
    console.log("Output", i, JSON.stringify(item));
    if (item.type === "image_generation_call" && item.result) saveBlob(item.result, item.output_format || "bin", `output-${i}`);
  }
  for (const [ci, candidate] of (data.candidates || []).entries()) {
    for (const [pi, part] of (candidate.content?.parts || []).entries()) {
      console.log("Candidate/part", ci, pi, JSON.stringify(part));
      const blob = part.inlineData || part.inline_data;
      if (blob?.data) {
        const mime = blob.mimeType || blob.mime_type;
        const suffix = ({"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"})[mime] || "bin";
        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);
      }
    }
  }
}

saveResult(resp);
```

```python
from google import genai
from google.genai import types
import os
from pathlib import Path

if not os.environ.get("AILOOT_API_KEY", "").strip(): raise SystemExit("Set AILOOT_API_KEY before making a request")
client=genai.Client(api_key=os.environ["AILOOT_API_KEY"],http_options=types.HttpOptions(base_url="https://api.ailoot.ai"))
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

count=0
with Path("stream-events.jsonl").open("w",encoding="utf-8") as log:
    for chunk in client.models.generate_content_stream(model='gemini-3.5-flash-lite',contents="Explain observations and hypotheses in three sentences."):
        payload=chunk.to_json_dict()
        log.write(json.dumps(payload,ensure_ascii=False)+"\n"); log.flush()
        save_result(payload,"stream-chunk-"+str(count))
        count+=1
```

### Terima dan simpan hasil

#### Ailoot · Gemini generateContent

json atau streaming yang didukung

##### Simpan semua hasil yang selesai

Simpan setiap respons lengkap, berkas, dan bagian konten yang dikembalikan.

Simpan semua kandidat dan bagian, termasuk panggilan fungsi, tanda tangan pemikiran, dan data penggunaan; gabungkan potongan stream secara berurutan.

##### Jika respons asli perlu diperiksa

Simpan ID permintaan/respons dan header. URL umum untuk pengambilan tugas teks tidak disediakan.

Kolom respons

| Kolom | Jenis |
| --- | --- |
| Kolom`responseId` | Jenisstring |
| Kolom`modelVersion` | Jenisstring |
| Kolom`candidates[].content.parts[]` | Jenistext\|inlineData\|functionCall\|other part |
| Kolom`candidates[].finishReason` | Jenisstring |
| Kolom`usageMetadata` | Jenisobject |

Kesalahan dan langkah berikutnya

| Respons | Kondisi | Langkah berikutnya |
| --- | --- | --- |
| Respons400 · `invalid_request_error` | KondisiBidang wajib, representasi materi, atau nilai parameter tidak valid | Langkah berikutnyaPerbaiki bidang yang ditunjukkan sebelum permintaan pembuatan baru. |

### Alias

#### Alias model

<strong>Ailoot</strong> [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=gemini), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=gemini), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=gemini)
**Ailoot Ultra** [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite), [`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite)

#### Alias jalur metode

`/chat/completions`

#### ID pemanggil terkait

[`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=gemini), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=gemini), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=gemini), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite)

**Ailoot Ultra · OpenAI Chat** `POST /v1/chat/completions` `gemini-3.5-flash-lite`

[`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=chat)

Google /`gemini-3.5-flash-lite`

ID model

- `gemini-3.5-flash-lite`
- `google/gemini-3.5-flash-lite`

### Mulai

Gemini 3.5 Flash-Lite adalah model multimodal Google untuk tugas subagen terfokus, parsing dokumen, dan ekstraksi data berulang. Penalaran minimal bawaannya sesuai untuk rekaman dengan cakupan terbatas; medium atau high didokumentasikan untuk pekerjaan alat bertahap. Model ini menghasilkan teks atau hasil terstruktur dari teks, gambar, audio, video, dan PDF.

Masukan yang diterima

Teks

Hasil

Teks

### Tersedia di Ailoot · masukan & metode

**Ailoot Ultra · OpenAI Chat** `POST /v1/chat/completions`

Masukan

`text`

Keluaran

`text`

Format keluaran

json atau SSE

| Kolom | Jenis | Persyaratan | Nilai & batasan | Bawaan |
| --- | --- | --- | --- | --- |
| Kolom`model` | Jenis`string` | PersyaratanWajib | Nilai & batasan gemini-3.5-flash-lite | Bawaan— |
| Kolom`messages` | Jenis`message[]` | PersyaratanWajib | Nilai & batasan Item minimum: 1 | Bawaan— |
| Kolom`messages[].role` | Jenis`string` | PersyaratanWajib | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`messages[].content` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Berlaku jika: Percakapan teks | Bawaan— |
| Kolom`stream` | Jenis`boolean` | PersyaratanOpsional | Nilai & batasan | Bawaanfalse |

Kombinasi bahan masukan

**Teks** · Teks UTF8

`messages[].content`

Parameter metode dan siklus hidup

| Parameter | Kontrak |
| --- | --- |
| Parameter`content_type` | Kontrakapplication/json |
| Parameter`required` | Kontrakmodel, messages |
| Parameter`material_types` | Kontraktext |
| Parameter`messages` | Kontrakarray pesan dengan struktur role/content |
| Parameter`file_material` | Kontrakdokumen UTF-8 yang sebenarnya dimasukkan sebagai teks apa adanya; ID file tidak disimpulkan |
| Parameter`optional_controls` | Kontrakstream |
| Parameter`control_scope` | KontrakPercakapan teks; stream adalah nilai boolean dengan false sebagai bawaan. |
| Parameter`output_modalities` | Kontraktext |
| Parameter`hosted_operations` | Kontrakfalse |
| Parameter`multimodal_input_binding` | Kontraknull |

Alias metode: `/chat/completions`

Siklus hidup: `synchronous_or_streamed`

Kirim ID model yang tepat bersama messages.

Panjang konteks bukan batas keluaran.

File teks dapat menyediakan teks apa adanya; masukan gambar/audio/objek file memerlukan pengikatan yang tepat.

### Paket

Referensi tarif tidak menambah opsi permintaan. Parameter yang didukung tercantum pada metode yang dipilih.

Mode Fast

Tarif standar Saat mode fast dipilih

Mode Flex

Tarif standar Saat mode flex dipilih

Upaya penalaran maksimum

Tarif standar Saat upaya penalaran maksimum menggunakan penyesuaian default

Upaya penalaran · high

Tarif standar Saat upaya penalaran bernilai high

Upaya penalaran · low

Tarif standar Saat upaya penalaran bernilai low

Upaya penalaran · medium

Tarif standar Saat upaya penalaran bernilai medium

Upaya penalaran · minimal

Tarif standar Saat upaya penalaran bernilai minimal

Harga cache eksplisit

Tidak diaktifkan Saat cache eksplisit diminta

#### Tarif Ailoot

#### Harga menurut konfigurasi

Cocokkan setiap biaya dengan kondisi yang ditampilkan. Gunakan satu tarif untuk setiap kelompok konfigurasi alternatif.

| Konfigurasi | Jadwal tarif | Token konteks, lebih dari | Token konteks, hingga dan termasuk | Biaya |
| --- | --- | --- | --- | --- |
| KonfigurasiTarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiPanjang permintaan · tingkat 1 | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |

Ailoot mencadangkan perkiraan dana sebelum permintaan. Setelah hasil diterima, tagihan akhir diselesaikan berdasarkan penggunaan yang terukur. Penyelesaian tagihan streaming menggunakan catatan penggunaan akhir. [Cara kerja cadangan dan penyelesaian tagihan →](https://ailoot.ai/docs/id/billing/reserve/)

### Contoh permintaan

#### Ailoot Ultra · OpenAI Chat

curlPython SDK

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
python3 - <<'PY_REQUEST'
import json,os
from pathlib import Path
p=json.loads('{"model":"gemini-3.5-flash-lite","messages":[{"role":"user","content":"hello"}],"stream":false}')

Path("request.json").write_text(json.dumps(p,ensure_ascii=False))
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \
  -H "Authorization: Bearer $AILOOT_API_KEY" -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import json
from pathlib import Path
r=json.loads(Path("result.json").read_text())
for x in r.get("choices",[]):
    if x.get("message",{}).get("content"): print(x["message"]["content"])
PY_RESULT
```

```python
from openai import OpenAI
import os

if not os.environ.get("AILOOT_API_KEY", "").strip(): raise SystemExit("Set AILOOT_API_KEY before making a request")
client=OpenAI(base_url="https://api.ailoot.ai/v1",api_key=os.environ["AILOOT_API_KEY"],max_retries=0)
result=client.chat.completions.create(model="gemini-3.5-flash-lite", messages=[{"role":"user","content":"hello"}], stream=False)
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

save_result(result.to_dict(mode="json"))
```

### Terima dan simpan hasil

#### Ailoot Ultra · OpenAI Chat

json atau SSE

##### Simpan semua hasil yang selesai

Simpan setiap respons lengkap, berkas, dan bagian konten yang dikembalikan.

Simpan setiap alternatif jawaban beserta konten, panggilan alat, dan penalarannya. Dalam SSE, gabungkan delta menurut indeks alternatif jawaban/alat, lalu pertahankan alasan penghentian akhir dan data penggunaan.

##### Jika respons asli perlu diperiksa

Simpan ID permintaan/respons dan header. URL umum untuk pengambilan tugas teks tidak disediakan.

Kolom respons

| Kolom | Jenis |
| --- | --- |
| Kolom`choices[].index` | Jenisinteger |
| Kolom`choices[].message.content` | Jenisstring\|null |
| Kolom`choices[].message.tool_calls` | Jenistool\_call\[\] |
| Kolom`choices[].message.reasoning_content` | Jenisstring |
| Kolom`choices[].message.reasoning_details` | Jenisobject\|array |
| Kolom`choices[].finish_reason` | Jenisstring\|null |
| Kolom`usage` | Jenisobject |

Kesalahan dan langkah berikutnya

| Respons | Kondisi | Langkah berikutnya |
| --- | --- | --- |
| Respons400 · `invalid_request_error` | KondisiBidang wajib, representasi materi, atau nilai parameter tidak valid | Langkah berikutnyaPerbaiki bidang yang ditunjukkan sebelum permintaan pembuatan baru. |

### Alias

#### Alias model

<strong>Ailoot</strong> [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest)
**Ailoot Ultra** [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=chat), [`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=chat)

#### Alias jalur metode

`/chat/completions`

#### ID pemanggil terkait

[`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=chat), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=chat)

**Ailoot Ultra · Anthropic Messages** `POST /v1/messages` `gemini-3.5-flash-lite`

[`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=messages)

Google /`gemini-3.5-flash-lite`

ID model

- `gemini-3.5-flash-lite`
- `google/gemini-3.5-flash-lite`

### Mulai

Gemini 3.5 Flash-Lite adalah model multimodal Google untuk tugas subagen terfokus, parsing dokumen, dan ekstraksi data berulang. Penalaran minimal bawaannya sesuai untuk rekaman dengan cakupan terbatas; medium atau high didokumentasikan untuk pekerjaan alat bertahap. Model ini menghasilkan teks atau hasil terstruktur dari teks, gambar, audio, video, dan PDF.

Masukan yang diterima

Teks

Hasil

json · sse

### Tersedia di Ailoot · masukan & metode

**Ailoot Ultra · Anthropic Messages** `POST /v1/messages`

Masukan

`text`

Keluaran

`json`, `sse`

Format keluaran

JSON atau SSE

| Kolom | Jenis | Persyaratan | Nilai & batasan | Bawaan |
| --- | --- | --- | --- | --- |
| Kolom`model` | Jenis`string` | PersyaratanWajib | Nilai & batasan gemini-3.5-flash-lite | Bawaan— |
| Kolom`messages` | Jenis`message[]` | PersyaratanWajib | Nilai & batasan | Bawaan— |
| Kolom`messages[].role` | Jenis`string` | PersyaratanWajib | Nilai & batasan user, assistant | Bawaan— |
| Kolom`messages[].content` | Jenis`string` | PersyaratanWajib | Nilai & batasan | Bawaan— |
| Kolom`max_tokens` | Jenis`integer` | PersyaratanWajib | Nilai & batasan | Bawaan— |
| Kolom`stream` | Jenis`boolean` | PersyaratanOpsional | Nilai & batasan | Bawaanfalse |

Kombinasi bahan masukan

**Teks** · Teks UTF-8

`string messages[].content`

Parameter metode dan siklus hidup

| Parameter | Kontrak |
| --- | --- |
| Parameter`content_type` | Kontrakapplication/json |
| Parameter`required` | Kontrakmodel, messages, max\_tokens |
| Parameter`optional_controls` | Kontrakstream |
| Parameter`material_types` | Kontraktext |
| Parameter`text_file_material` | KontrakBaca dokumen UTF-8 yang sebenarnya dan masukkan teksnya ke string masukan atau konten pesan yang ditunjukkan. |

Siklus hidup: `synchronous_or_streamed`

### Paket

Referensi tarif tidak menambah opsi permintaan. Parameter yang didukung tercantum pada metode yang dipilih.

Mode Fast

Tarif standar Saat mode fast dipilih

Mode Flex

Tarif standar Saat mode flex dipilih

Upaya penalaran maksimum

Tarif standar Saat upaya penalaran maksimum menggunakan penyesuaian default

Upaya penalaran · high

Tarif standar Saat upaya penalaran bernilai high

Upaya penalaran · low

Tarif standar Saat upaya penalaran bernilai low

Upaya penalaran · medium

Tarif standar Saat upaya penalaran bernilai medium

Upaya penalaran · minimal

Tarif standar Saat upaya penalaran bernilai minimal

Harga cache eksplisit

Tidak diaktifkan Saat cache eksplisit diminta

#### Tarif Ailoot

#### Harga menurut konfigurasi

Cocokkan setiap biaya dengan kondisi yang ditampilkan. Gunakan satu tarif untuk setiap kelompok konfigurasi alternatif.

| Konfigurasi | Jadwal tarif | Token konteks, lebih dari | Token konteks, hingga dan termasuk | Biaya |
| --- | --- | --- | --- | --- |
| KonfigurasiTarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiPanjang permintaan · tingkat 1 | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |

Ailoot mencadangkan perkiraan dana sebelum permintaan. Setelah hasil diterima, tagihan akhir diselesaikan berdasarkan penggunaan yang terukur. Penyelesaian tagihan streaming menggunakan catatan penggunaan akhir. [Cara kerja cadangan dan penyelesaian tagihan →](https://ailoot.ai/docs/id/billing/reserve/)

### Contoh permintaan

#### Ailoot Ultra · Anthropic Messages

Isi permintaan JSON minimal yang lengkapcurl · gunakan dokumen UTF-8 AndaPython · simpan hasil secara lengkap

```json
{
  "model": "gemini-3.5-flash-lite",
  "max_tokens": 128,
  "messages": [
    {
      "role": "user",
      "content": "Summarize the incident report."
    }
  ],
  "stream": false
}
```

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
: "${AILOOT_TEXT_FILE:?Set your actual UTF-8 document}"
export AILOOT_TEXT_FILE
python3 - <<'PY_REQUEST'
import json, os
from pathlib import Path

source_file = Path(os.environ['AILOOT_TEXT_FILE'])
if not source_file.is_file():
    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')
text = source_file.read_text(encoding='utf-8')
if not text.strip():
    raise SystemExit('Choose a document containing text')
payload = {'model': 'gemini-3.5-flash-lite', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}
payload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\n\n' + text
Path('request.json').write_text(json.dumps(payload, ensure_ascii=False), encoding='utf-8')
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \
  -H "x-api-key: $AILOOT_API_KEY" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import json
from pathlib import Path

result = json.loads(Path('result.json').read_text(encoding='utf-8'))
print(json.dumps(result, ensure_ascii=False, indent=2))
PY_RESULT
```

```python
import json, os
from pathlib import Path

source_file = Path(os.environ['AILOOT_TEXT_FILE'])
if not source_file.is_file():
    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')
text = source_file.read_text(encoding='utf-8')
if not text.strip():
    raise SystemExit('Choose a document containing text')
payload = {'model': 'gemini-3.5-flash-lite', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}
payload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\n\n' + text
from urllib.request import Request, urlopen
from urllib.error import HTTPError

api_key = os.environ['AILOOT_API_KEY']
if not api_key.strip():
    raise SystemExit('Set AILOOT_API_KEY before making a request')
headers = {'x-api-key': 'PLACEHOLDER_KEY', 'anthropic-version': '2023-06-01', 'Content-Type': 'application/json'}
headers['x-api-key'] = api_key
request = Request('https://api.ailoot.ai/v1/messages', data=json.dumps(payload, ensure_ascii=False).encode('utf-8'), headers=headers, method='POST')
try:
    with urlopen(request, timeout=120) as response:
        raw = response.read()
        Path('response-headers.txt').write_text(str(response.headers), encoding='utf-8')
except HTTPError as error:
    Path('result.json').write_bytes(error.read())
    Path('response-headers.txt').write_text(str(error.headers), encoding='utf-8')
    raise
Path('result.json').write_bytes(raw)
import json
from pathlib import Path

result = json.loads(Path('result.json').read_text(encoding='utf-8'))
print(json.dumps(result, ensure_ascii=False, indent=2))
```

### Terima dan simpan hasil

#### Ailoot Ultra · Anthropic Messages

JSON atau SSE

##### Simpan semua hasil yang selesai

Simpan setiap respons lengkap, berkas, dan bagian konten yang dikembalikan.

Simpan semua blok konten, tanda tangan penalaran, dan ID penggunaan alat yang sebenarnya. Gabungkan semua delta blok SSE; blok teks pertama bukan keseluruhan keluaran.

##### Jika respons asli perlu diperiksa

Simpan ID permintaan/respons dan header. URL umum untuk pengambilan tugas teks tidak disediakan.

Kolom respons

| Kolom | Jenis |
| --- | --- |
| Kolom`id` | Jenisstring |
| Kolom`model` | Jenisstring |
| Kolom`content[]` | Jenistext\|thinking\|tool\_use\|other content block |
| Kolom`stop_reason` | Jenisstring\|null |
| Kolom`usage` | Jenisobject |

Kesalahan dan langkah berikutnya

| Respons | Kondisi | Langkah berikutnya |
| --- | --- | --- |
| Respons400 · `invalid_request_error` | KondisiBidang wajib, representasi materi, atau nilai parameter tidak valid | Langkah berikutnyaPerbaiki bidang yang ditunjukkan sebelum permintaan pembuatan baru. |

### Alias

#### Alias model

<strong>Ailoot</strong> [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=messages), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=messages), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=messages)
**Ailoot Ultra** [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=messages), [`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=messages)

#### Alias jalur metode

`/chat/completions`

#### ID pemanggil terkait

[`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=messages), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=messages), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=messages), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=messages), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=messages)

**Ailoot · Anthropic Messages** `POST /v1/messages` `gemini-flash-lite`

[`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=messages)

Google /`gemini-flash-lite`

ID model

- `gemini-3.5-flash-lite`
- `gemini-flash-lite`
- `gemini-flash-lite-latest`

### Mulai

Gemini 3.5 Flash-Lite adalah model multimodal Google untuk tugas subagen terfokus, parsing dokumen, dan ekstraksi data berulang. Penalaran minimal bawaannya sesuai untuk rekaman dengan cakupan terbatas; medium atau high didokumentasikan untuk pekerjaan alat bertahap. Model ini menghasilkan teks atau hasil terstruktur dari teks, gambar, audio, video, dan PDF.

Masukan yang diterima

Teks · Gambar

Hasil

Teks

### Tersedia di Ailoot · masukan & metode

**Ailoot · Anthropic Messages** `POST /v1/messages`

Masukan

`text`, `image`

Keluaran

`text`

Konteks

1.048.576 tokens

Keluaran maksimum

65.536 tokens

Format keluaran

json atau SSE

| Kolom | Jenis | Persyaratan | Nilai & batasan | Bawaan |
| --- | --- | --- | --- | --- |
| Kolom`model` | Jenis`string` | PersyaratanWajib | Nilai & batasan gemini-flash-lite | Bawaan— |
| Kolom`messages` | Jenis`message[]` | PersyaratanWajib | Nilai & batasan Item minimum: 1 | Bawaan— |
| Kolom`messages[].role` | Jenis`string` | PersyaratanWajib | Nilai & batasan user, assistant | Bawaan— |
| Kolom`messages[].content` | Jenis`string\|content_block[]` | PersyaratanWajib | Nilai & batasan | Bawaan— |
| Kolom`system` | Jenis`string\|content_block[]` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`max_tokens` | Jenis`integer` | PersyaratanWajib | Nilai & batasan Minimum: 1 Batas berlaku untuk: batas maksimum yang tepat untuk model/kartu yang dipilih | Bawaan— |
| Kolom`stream` | Jenis`boolean` | PersyaratanOpsional | Nilai & batasan | Bawaanfalse |
| Kolom`temperature` | Jenis`number` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`top_p` | Jenis`number` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`stop_sequences` | Jenis`string[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`tools` | Jenis`tool[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`tools[].name` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Berlaku jika: alat disediakan | Bawaan— |
| Kolom`tools[].description` | Jenis`string` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`tools[].input_schema` | Jenis`JSON_schema` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`tool_choice` | Jenis`object` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`thinking.type` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`thinking.budget_tokens` | Jenis`integer` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`output_config.effort` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`metadata` | Jenis`object` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`cache_control` | Jenis`object` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |

Kombinasi bahan masukan

**Teks** · Teks UTF8

`messages[].content atau blok type=text`

**Teks + gambar**

`{type:image,source:{type:base64,media_type,data}} atau sumber dengan type=url`

Parameter metode dan siklus hidup

| Parameter | Kontrak |
| --- | --- |
| Parameter`material_types` | Kontraktext, image |
| Parameter`required` | Kontrakmodel, messages, max\_tokens |
| Parameter`optional_controls` | Kontraknull |
| Parameter`content_type` | Kontrakapplication/json |
| Parameter`text_file_material` | Kontrakkonten UTF-8 aktual dimasukkan sebagai teks; ID file atau alamat URL (URLs) memerlukan dukungan yang tepat dan terpisah |

Siklus hidup: `exact retained published method`

Struktur metode dan ID bersifat eksak; kemampuan pemasok terpisah dari penerimaan permintaan.

### Paket

#### Tarif metode Ailoot

Masukan

US$0,0003 */ 1K*

Keluaran

US$0,0025 */ 1K*

Pembacaan cache

≈US$0,00003 */ 1K*

Ailoot mencadangkan perkiraan dana sebelum permintaan. Setelah hasil diterima, tagihan akhir diselesaikan berdasarkan penggunaan yang terukur. Penyelesaian tagihan streaming menggunakan catatan penggunaan akhir. [Cara kerja cadangan dan penyelesaian tagihan →](https://ailoot.ai/docs/id/billing/reserve/)

#### Detail tarif referensi

Jadwal referensi tingkat model tidak mengubah pemilihan metode, estimasi harga, atau biaya. Biaya aktif menggunakan tarif metode Ailoot yang dipilih.

Jadwal referensi model

#### Harga menurut konfigurasi

Cocokkan setiap biaya dengan kondisi yang ditampilkan. Gunakan satu tarif untuk setiap kelompok konfigurasi alternatif.

| Konfigurasi | Jadwal tarif | Token konteks, lebih dari | Token konteks, hingga dan termasuk | Biaya |
| --- | --- | --- | --- | --- |
| KonfigurasiOpenAI Chat · Tarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiOpenAI Chat · Tingkat 1 berdasarkan panjang permintaan | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiAnthropic Messages · Tarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiAnthropic Messages · Tingkat 1 berdasarkan panjang permintaan | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |

### Contoh permintaan

#### Ailoot · Anthropic Messages

Contoh teksMasukan, gambarPython SDKNode.js SDKAliran Python

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
: "${AILOOT_TEXT_FILE:?Set your actual UTF-8 source-material file}"
export AILOOT_TEXT_FILE
python3 - <<'PY_REQUEST'
import json,os
from pathlib import Path
p=json.loads('{"model": "gemini-flash-lite", "max_tokens": 1024, "messages": []}')
f=Path(os.environ["AILOOT_TEXT_FILE"])
if not f.is_file():raise SystemExit("Choose your actual UTF-8 source material")
text=f.read_text(encoding="utf-8")
if not text.strip():raise SystemExit("Source material must contain text")
p["messages"]=[{"role":"user","content":"Summarize this material and quote supporting source passages.\n\n"+text}]
Path("request.json").write_text(json.dumps(p,ensure_ascii=False))
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \
  -H "x-api-key: $AILOOT_API_KEY" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import json
from pathlib import Path
print(json.dumps(json.loads(Path("result.json").read_text()),ensure_ascii=False,indent=2))
PY_RESULT
```

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
: "${AILOOT_IMAGE_FILE:?Set your actual PNG JPEG or WebP image}"
export AILOOT_IMAGE_FILE
python3 - <<'PY_REQUEST'
import json,os
from pathlib import Path
p=json.loads('{"model": "gemini-flash-lite", "max_tokens": 1024, "messages": [{"role": "user", "content": [{"type": "text", "text": "Read labels and numbers in this image; flag unreadable text."}]}]}')
import base64
f=Path(os.environ["AILOOT_IMAGE_FILE"])
if not f.is_file():raise SystemExit("Choose an actual PNG JPEG or WebP image")
raw=f.read_bytes()
mime="image/png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "image/jpeg" if raw.startswith(b"\xff\xd8") else "image/webp" if raw[:4]==b"RIFF" and raw[8:12]==b"WEBP" else None
if not mime:raise SystemExit("Use PNG JPEG or WebP")
b64=base64.b64encode(raw).decode()
p["messages"][0]["content"].append({"type":"image","source":{"type":"base64","media_type":mime,"data":b64}})
Path("request.json").write_text(json.dumps(p,ensure_ascii=False))
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \
  -H "x-api-key: $AILOOT_API_KEY" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import json
from pathlib import Path
print(json.dumps(json.loads(Path("result.json").read_text()),ensure_ascii=False,indent=2))
PY_RESULT
```

```python
import anthropic
import os

if not os.environ.get("AILOOT_API_KEY", "").strip(): raise SystemExit("Set AILOOT_API_KEY before making a request")
client = anthropic.Anthropic(base_url="https://api.ailoot.ai", api_key=os.environ["AILOOT_API_KEY"], max_retries=0)
msg = client.messages.create(
    model="gemini-flash-lite",
    max_tokens=1024,
    messages=[{"role": "user", "content": "Explain the difference between an observation and a hypothesis in three sentences."}],
)
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

save_result(msg.to_dict(mode="json"))
```

```js
import Anthropic from "@anthropic-ai/sdk";

if (!process.env.AILOOT_API_KEY?.trim()) throw new Error("Set AILOOT_API_KEY before making a request");
const client = new Anthropic({ baseURL: "https://api.ailoot.ai", apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });
const msg = await client.messages.create({
  model: "gemini-flash-lite",
  max_tokens: 1024,
  messages: [{ role: "user", content: "Explain the difference between an observation and a hypothesis in three sentences." }],
});
import { writeFileSync } from "node:fs";

function saveResult(data, stem = "result") {
  writeFileSync(stem + ".json", JSON.stringify(data, null, 2));
  console.log(JSON.stringify(data, null, 2));
  const saveBlob = (encoded, suffix, label) => {
    const raw = Buffer.from(encoded, "base64");
    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? "png" : raw[0]===255 && raw[1]===216 ? "jpg" : raw.subarray(0,4).toString()==="RIFF" && raw.subarray(8,12).toString()==="WEBP" ? "webp" : suffix;
    const file = `${stem}-${label}.${ext}`;
    writeFileSync(file, raw); console.log("Saved", file);
  };
  for (const [i, block] of (data.content || []).entries()) console.log("Content", i, JSON.stringify(block));
  for (const choice of data.choices || []) console.log("Choice", choice.index, JSON.stringify(choice.message || choice.delta || {}));
  for (const [i, item] of (data.output || []).entries()) {
    console.log("Output", i, JSON.stringify(item));
    if (item.type === "image_generation_call" && item.result) saveBlob(item.result, item.output_format || "bin", `output-${i}`);
  }
  for (const [ci, candidate] of (data.candidates || []).entries()) {
    for (const [pi, part] of (candidate.content?.parts || []).entries()) {
      console.log("Candidate/part", ci, pi, JSON.stringify(part));
      const blob = part.inlineData || part.inline_data;
      if (blob?.data) {
        const mime = blob.mimeType || blob.mime_type;
        const suffix = ({"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"})[mime] || "bin";
        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);
      }
    }
  }
}

saveResult(msg);
```

```python
import anthropic,os
from pathlib import Path

if not os.environ.get("AILOOT_API_KEY", "").strip(): raise SystemExit("Set AILOOT_API_KEY before making a request")
client=anthropic.Anthropic(base_url="https://api.ailoot.ai",api_key=os.environ["AILOOT_API_KEY"],max_retries=0)
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

with client.messages.stream(model='gemini-flash-lite',max_tokens=1024,messages=[{"role":"user","content":"Explain observations and hypotheses in three sentences."}]) as stream:
    with Path("stream-events.jsonl").open("w",encoding="utf-8") as log:
        for event in stream:
            payload=event.to_dict(mode="json")
            log.write(json.dumps(payload,ensure_ascii=False)+"\n"); log.flush()
            print(json.dumps(payload,ensure_ascii=False))
    final=stream.get_final_message()
    save_result(final.to_dict(mode="json"),"stream-result")
```

### Terima dan simpan hasil

#### Ailoot · Anthropic Messages

json atau SSE

##### Simpan semua hasil yang selesai

Simpan setiap respons lengkap, berkas, dan bagian konten yang dikembalikan.

Simpan semua blok konten, tanda tangan penalaran, dan ID penggunaan alat yang sebenarnya. Gabungkan semua delta blok SSE; blok teks pertama bukan keseluruhan keluaran.

##### Jika respons asli perlu diperiksa

Simpan ID permintaan/respons dan header. URL umum untuk pengambilan tugas teks tidak disediakan.

Kolom respons

| Kolom | Jenis |
| --- | --- |
| Kolom`id` | Jenisstring |
| Kolom`model` | Jenisstring |
| Kolom`content[]` | Jenistext\|thinking\|tool\_use\|other content block |
| Kolom`stop_reason` | Jenisstring\|null |
| Kolom`usage` | Jenisobject |

Kesalahan dan langkah berikutnya

| Respons | Kondisi | Langkah berikutnya |
| --- | --- | --- |
| Respons400 · `invalid_request_error` | KondisiBidang wajib, representasi materi, atau nilai parameter tidak valid | Langkah berikutnyaPerbaiki bidang yang ditunjukkan sebelum permintaan pembuatan baru. |

### Alias

#### Alias model

<strong>Ailoot</strong> [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=messages), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=messages), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=messages)
**Ailoot Ultra** [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=messages), [`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=messages)

#### Alias jalur metode

`/chat/completions`

#### ID pemanggil terkait

[`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=messages), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=messages), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=messages), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=messages), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=messages)

**Ailoot · Gemini generateContent** `POST /v1beta/models/{model}:generateContent` `gemini-flash-lite`

[`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=gemini)

Google /`gemini-flash-lite`

ID model

- `gemini-3.5-flash-lite`
- `gemini-flash-lite`
- `gemini-flash-lite-latest`

### Mulai

Gemini 3.5 Flash-Lite adalah model multimodal Google untuk tugas subagen terfokus, parsing dokumen, dan ekstraksi data berulang. Penalaran minimal bawaannya sesuai untuk rekaman dengan cakupan terbatas; medium atau high didokumentasikan untuk pekerjaan alat bertahap. Model ini menghasilkan teks atau hasil terstruktur dari teks, gambar, audio, video, dan PDF.

Masukan yang diterima

Teks · Gambar

Hasil

Teks

### Tersedia di Ailoot · masukan & metode

**Ailoot · Gemini generateContent** `POST /v1beta/models/{model}:generateContent`

Masukan

`text`, `image`

Keluaran

`text`

Format keluaran

json atau streaming yang didukung

| Kolom | Jenis | Persyaratan | Nilai & batasan | Bawaan |
| --- | --- | --- | --- | --- |
| Kolom`path.model` | Jenis`string` | PersyaratanWajib | Nilai & batasan gemini-flash-lite | Bawaan— |
| Kolom`contents` | Jenis`content[]` | PersyaratanWajib | Nilai & batasan Item minimum: 1 | Bawaan— |
| Kolom`contents[].role` | Jenis`string` | PersyaratanOpsional | Nilai & batasan user, model | Bawaan— |
| Kolom`contents[].parts` | Jenis`part[]` | PersyaratanWajib | Nilai & batasan | Bawaan— |
| Kolom`systemInstruction` | Jenis`content` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`generationConfig.maxOutputTokens` | Jenis`integer` | PersyaratanOpsional | Nilai & batasan Minimum: 1 Bergantung pada model | Bawaan— |
| Kolom`generationConfig.temperature` | Jenis`number` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`generationConfig.topP` | Jenis`number` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`generationConfig.topK` | Jenis`integer` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`generationConfig.stopSequences` | Jenis`string[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`generationConfig.thinkingConfig.includeThoughts` | Jenis`boolean` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`generationConfig.thinkingConfig.thinkingBudget` | Jenis`integer` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`tools[].functionDeclarations` | Jenis`function_declaration[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`toolConfig.functionCallingConfig.mode` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`safetySettings` | Jenis`object[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`sessionId` | Jenis`string` | PersyaratanOpsional | Nilai & batasan | Bawaan— |

Kombinasi bahan masukan

**Teks** · Teks UTF8

`contents[].parts[].text`

**Teks + gambar**

`parts[].inlineData={mimeType,data}`

Parameter metode dan siklus hidup

| Parameter | Kontrak |
| --- | --- |
| Parameter`material_types` | Kontraktext, image |
| Parameter`required` | Kontrakcontents |
| Parameter`optional_controls` | Kontraknull |
| Parameter`content_type` | Kontrakapplication/json |
| Parameter`text_file_material` | Kontrakkonten UTF-8 aktual dimasukkan sebagai teks; ID file atau alamat URL (URLs) memerlukan dukungan yang tepat dan terpisah |

Siklus hidup: `exact retained published method`

Struktur metode dan ID bersifat eksak; kemampuan pemasok terpisah dari penerimaan permintaan.

### Paket

#### Tarif metode Ailoot

Masukan

US$0,0003 */ 1K*

Keluaran

US$0,0025 */ 1K*

Pembacaan cache

≈US$0,00003 */ 1K*

Ailoot mencadangkan perkiraan dana sebelum permintaan. Setelah hasil diterima, tagihan akhir diselesaikan berdasarkan penggunaan yang terukur. Penyelesaian tagihan streaming menggunakan catatan penggunaan akhir. [Cara kerja cadangan dan penyelesaian tagihan →](https://ailoot.ai/docs/id/billing/reserve/)

#### Detail tarif referensi

Jadwal referensi tingkat model tidak mengubah pemilihan metode, estimasi harga, atau biaya. Biaya aktif menggunakan tarif metode Ailoot yang dipilih.

Jadwal referensi model

#### Harga menurut konfigurasi

Cocokkan setiap biaya dengan kondisi yang ditampilkan. Gunakan satu tarif untuk setiap kelompok konfigurasi alternatif.

| Konfigurasi | Jadwal tarif | Token konteks, lebih dari | Token konteks, hingga dan termasuk | Biaya |
| --- | --- | --- | --- | --- |
| KonfigurasiOpenAI Chat · Tarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiOpenAI Chat · Tingkat 1 berdasarkan panjang permintaan | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiAnthropic Messages · Tarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiAnthropic Messages · Tingkat 1 berdasarkan panjang permintaan | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |

### Contoh permintaan

#### Ailoot · Gemini generateContent

Contoh teksMasukan, gambarPython SDKNode.js SDKAliran Python

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
: "${AILOOT_TEXT_FILE:?Set your actual UTF-8 source-material file}"
export AILOOT_TEXT_FILE
python3 - <<'PY_REQUEST'
import json,os
from pathlib import Path
p=json.loads('{"contents": []}')
f=Path(os.environ["AILOOT_TEXT_FILE"])
if not f.is_file():raise SystemExit("Choose your actual UTF-8 source material")
text=f.read_text(encoding="utf-8")
if not text.strip():raise SystemExit("Source material must contain text")
p["contents"]=[{"role":"user","parts":[{"text":"Summarize this material and quote supporting source passages.\n\n"+text}]}]
Path("request.json").write_text(json.dumps(p,ensure_ascii=False))
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1beta/models/gemini-flash-lite:generateContent \
  -H "x-goog-api-key: $AILOOT_API_KEY" -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

save_result(json.loads(Path("result.json").read_text(encoding="utf-8")))
PY_RESULT
```

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
: "${AILOOT_IMAGE_FILE:?Set your actual PNG JPEG or WebP image}"
export AILOOT_IMAGE_FILE
python3 - <<'PY_REQUEST'
import json,os
from pathlib import Path
p=json.loads('{"contents": [{"role": "user", "parts": [{"text": "Read labels and numbers in this image; flag unreadable text."}]}]}')
import base64
f=Path(os.environ["AILOOT_IMAGE_FILE"])
if not f.is_file():raise SystemExit("Choose an actual PNG JPEG or WebP image")
raw=f.read_bytes()
mime="image/png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "image/jpeg" if raw.startswith(b"\xff\xd8") else "image/webp" if raw[:4]==b"RIFF" and raw[8:12]==b"WEBP" else None
if not mime:raise SystemExit("Use PNG JPEG or WebP")
b64=base64.b64encode(raw).decode()
p["contents"][0]["parts"].append({"inlineData":{"mimeType":mime,"data":b64}})
Path("request.json").write_text(json.dumps(p,ensure_ascii=False))
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1beta/models/gemini-flash-lite:generateContent \
  -H "x-goog-api-key: $AILOOT_API_KEY" -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

save_result(json.loads(Path("result.json").read_text(encoding="utf-8")))
PY_RESULT
```

```python
from google import genai
from google.genai import types
import os

if not os.environ.get("AILOOT_API_KEY", "").strip(): raise SystemExit("Set AILOOT_API_KEY before making a request")
client = genai.Client(
    api_key=os.environ["AILOOT_API_KEY"],
    http_options=types.HttpOptions(base_url="https://api.ailoot.ai"),
)
resp = client.models.generate_content(model="gemini-flash-lite", contents="Explain the difference between an observation and a hypothesis in three sentences.")
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

save_result(resp.to_json_dict())
```

```js
import { GoogleGenAI } from "@google/genai";

if (!process.env.AILOOT_API_KEY?.trim()) throw new Error("Set AILOOT_API_KEY before making a request");
const ai = new GoogleGenAI({ apiKey: process.env.AILOOT_API_KEY, httpOptions: { baseUrl: "https://api.ailoot.ai" } });
const resp = await ai.models.generateContent({ model: "gemini-flash-lite", contents: "Explain the difference between an observation and a hypothesis in three sentences." });
import { writeFileSync } from "node:fs";

function saveResult(data, stem = "result") {
  writeFileSync(stem + ".json", JSON.stringify(data, null, 2));
  console.log(JSON.stringify(data, null, 2));
  const saveBlob = (encoded, suffix, label) => {
    const raw = Buffer.from(encoded, "base64");
    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? "png" : raw[0]===255 && raw[1]===216 ? "jpg" : raw.subarray(0,4).toString()==="RIFF" && raw.subarray(8,12).toString()==="WEBP" ? "webp" : suffix;
    const file = `${stem}-${label}.${ext}`;
    writeFileSync(file, raw); console.log("Saved", file);
  };
  for (const [i, block] of (data.content || []).entries()) console.log("Content", i, JSON.stringify(block));
  for (const choice of data.choices || []) console.log("Choice", choice.index, JSON.stringify(choice.message || choice.delta || {}));
  for (const [i, item] of (data.output || []).entries()) {
    console.log("Output", i, JSON.stringify(item));
    if (item.type === "image_generation_call" && item.result) saveBlob(item.result, item.output_format || "bin", `output-${i}`);
  }
  for (const [ci, candidate] of (data.candidates || []).entries()) {
    for (const [pi, part] of (candidate.content?.parts || []).entries()) {
      console.log("Candidate/part", ci, pi, JSON.stringify(part));
      const blob = part.inlineData || part.inline_data;
      if (blob?.data) {
        const mime = blob.mimeType || blob.mime_type;
        const suffix = ({"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"})[mime] || "bin";
        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);
      }
    }
  }
}

saveResult(resp);
```

```python
from google import genai
from google.genai import types
import os
from pathlib import Path

if not os.environ.get("AILOOT_API_KEY", "").strip(): raise SystemExit("Set AILOOT_API_KEY before making a request")
client=genai.Client(api_key=os.environ["AILOOT_API_KEY"],http_options=types.HttpOptions(base_url="https://api.ailoot.ai"))
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

count=0
with Path("stream-events.jsonl").open("w",encoding="utf-8") as log:
    for chunk in client.models.generate_content_stream(model='gemini-flash-lite',contents="Explain observations and hypotheses in three sentences."):
        payload=chunk.to_json_dict()
        log.write(json.dumps(payload,ensure_ascii=False)+"\n"); log.flush()
        save_result(payload,"stream-chunk-"+str(count))
        count+=1
```

### Terima dan simpan hasil

#### Ailoot · Gemini generateContent

json atau streaming yang didukung

##### Simpan semua hasil yang selesai

Simpan setiap respons lengkap, berkas, dan bagian konten yang dikembalikan.

Simpan semua kandidat dan bagian, termasuk panggilan fungsi, tanda tangan pemikiran, dan data penggunaan; gabungkan potongan stream secara berurutan.

##### Jika respons asli perlu diperiksa

Simpan ID permintaan/respons dan header. URL umum untuk pengambilan tugas teks tidak disediakan.

Kolom respons

| Kolom | Jenis |
| --- | --- |
| Kolom`responseId` | Jenisstring |
| Kolom`modelVersion` | Jenisstring |
| Kolom`candidates[].content.parts[]` | Jenistext\|inlineData\|functionCall\|other part |
| Kolom`candidates[].finishReason` | Jenisstring |
| Kolom`usageMetadata` | Jenisobject |

Kesalahan dan langkah berikutnya

| Respons | Kondisi | Langkah berikutnya |
| --- | --- | --- |
| Respons400 · `invalid_request_error` | KondisiBidang wajib, representasi materi, atau nilai parameter tidak valid | Langkah berikutnyaPerbaiki bidang yang ditunjukkan sebelum permintaan pembuatan baru. |

### Alias

#### Alias model

<strong>Ailoot</strong> [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=gemini), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=gemini), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=gemini)
**Ailoot Ultra** [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite), [`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite)

#### Alias jalur metode

`/chat/completions`

#### ID pemanggil terkait

[`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=gemini), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=gemini), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=gemini), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite)

**Ailoot · Anthropic Messages** `POST /v1/messages` `gemini-flash-lite-latest`

[`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=messages)

Google /`gemini-flash-lite-latest`

ID model

- `gemini-3.5-flash-lite`
- `gemini-flash-lite`
- `gemini-flash-lite-latest`

### Mulai

Gemini 3.5 Flash-Lite adalah model multimodal Google untuk tugas subagen terfokus, parsing dokumen, dan ekstraksi data berulang. Penalaran minimal bawaannya sesuai untuk rekaman dengan cakupan terbatas; medium atau high didokumentasikan untuk pekerjaan alat bertahap. Model ini menghasilkan teks atau hasil terstruktur dari teks, gambar, audio, video, dan PDF.

Masukan yang diterima

Teks · Gambar

Hasil

Teks

### Tersedia di Ailoot · masukan & metode

**Ailoot · Anthropic Messages** `POST /v1/messages`

Masukan

`text`, `image`

Keluaran

`text`

Konteks

1.048.576 tokens

Keluaran maksimum

65.536 tokens

Format keluaran

json atau SSE

| Kolom | Jenis | Persyaratan | Nilai & batasan | Bawaan |
| --- | --- | --- | --- | --- |
| Kolom`model` | Jenis`string` | PersyaratanWajib | Nilai & batasan gemini-flash-lite-latest | Bawaan— |
| Kolom`messages` | Jenis`message[]` | PersyaratanWajib | Nilai & batasan Item minimum: 1 | Bawaan— |
| Kolom`messages[].role` | Jenis`string` | PersyaratanWajib | Nilai & batasan user, assistant | Bawaan— |
| Kolom`messages[].content` | Jenis`string\|content_block[]` | PersyaratanWajib | Nilai & batasan | Bawaan— |
| Kolom`system` | Jenis`string\|content_block[]` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`max_tokens` | Jenis`integer` | PersyaratanWajib | Nilai & batasan Minimum: 1 Batas berlaku untuk: batas maksimum yang tepat untuk model/kartu yang dipilih | Bawaan— |
| Kolom`stream` | Jenis`boolean` | PersyaratanOpsional | Nilai & batasan | Bawaanfalse |
| Kolom`temperature` | Jenis`number` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`top_p` | Jenis`number` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`stop_sequences` | Jenis`string[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`tools` | Jenis`tool[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`tools[].name` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Berlaku jika: alat disediakan | Bawaan— |
| Kolom`tools[].description` | Jenis`string` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`tools[].input_schema` | Jenis`JSON_schema` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`tool_choice` | Jenis`object` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`thinking.type` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`thinking.budget_tokens` | Jenis`integer` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`output_config.effort` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`metadata` | Jenis`object` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`cache_control` | Jenis`object` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |

Kombinasi bahan masukan

**Teks** · Teks UTF8

`messages[].content atau blok type=text`

**Teks + gambar**

`{type:image,source:{type:base64,media_type,data}} atau sumber dengan type=url`

Parameter metode dan siklus hidup

| Parameter | Kontrak |
| --- | --- |
| Parameter`material_types` | Kontraktext, image |
| Parameter`required` | Kontrakmodel, messages, max\_tokens |
| Parameter`optional_controls` | Kontraknull |
| Parameter`content_type` | Kontrakapplication/json |
| Parameter`text_file_material` | Kontrakkonten UTF-8 aktual dimasukkan sebagai teks; ID file atau alamat URL (URLs) memerlukan dukungan yang tepat dan terpisah |

Siklus hidup: `exact retained published method`

Struktur metode dan ID bersifat eksak; kemampuan pemasok terpisah dari penerimaan permintaan.

### Paket

#### Tarif metode Ailoot

Masukan

US$0,0003 */ 1K*

Keluaran

US$0,0025 */ 1K*

Pembacaan cache

≈US$0,00003 */ 1K*

Ailoot mencadangkan perkiraan dana sebelum permintaan. Setelah hasil diterima, tagihan akhir diselesaikan berdasarkan penggunaan yang terukur. Penyelesaian tagihan streaming menggunakan catatan penggunaan akhir. [Cara kerja cadangan dan penyelesaian tagihan →](https://ailoot.ai/docs/id/billing/reserve/)

#### Detail tarif referensi

Jadwal referensi tingkat model tidak mengubah pemilihan metode, estimasi harga, atau biaya. Biaya aktif menggunakan tarif metode Ailoot yang dipilih.

Jadwal referensi model

#### Harga menurut konfigurasi

Cocokkan setiap biaya dengan kondisi yang ditampilkan. Gunakan satu tarif untuk setiap kelompok konfigurasi alternatif.

| Konfigurasi | Jadwal tarif | Token konteks, lebih dari | Token konteks, hingga dan termasuk | Biaya |
| --- | --- | --- | --- | --- |
| KonfigurasiOpenAI Chat · Tarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiOpenAI Chat · Tingkat 1 berdasarkan panjang permintaan | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiAnthropic Messages · Tarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiAnthropic Messages · Tingkat 1 berdasarkan panjang permintaan | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |

### Contoh permintaan

#### Ailoot · Anthropic Messages

Contoh teksMasukan, gambarPython SDKNode.js SDKAliran Python

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
: "${AILOOT_TEXT_FILE:?Set your actual UTF-8 source-material file}"
export AILOOT_TEXT_FILE
python3 - <<'PY_REQUEST'
import json,os
from pathlib import Path
p=json.loads('{"model": "gemini-flash-lite-latest", "max_tokens": 1024, "messages": []}')
f=Path(os.environ["AILOOT_TEXT_FILE"])
if not f.is_file():raise SystemExit("Choose your actual UTF-8 source material")
text=f.read_text(encoding="utf-8")
if not text.strip():raise SystemExit("Source material must contain text")
p["messages"]=[{"role":"user","content":"Summarize this material and quote supporting source passages.\n\n"+text}]
Path("request.json").write_text(json.dumps(p,ensure_ascii=False))
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \
  -H "x-api-key: $AILOOT_API_KEY" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import json
from pathlib import Path
print(json.dumps(json.loads(Path("result.json").read_text()),ensure_ascii=False,indent=2))
PY_RESULT
```

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
: "${AILOOT_IMAGE_FILE:?Set your actual PNG JPEG or WebP image}"
export AILOOT_IMAGE_FILE
python3 - <<'PY_REQUEST'
import json,os
from pathlib import Path
p=json.loads('{"model": "gemini-flash-lite-latest", "max_tokens": 1024, "messages": [{"role": "user", "content": [{"type": "text", "text": "Read labels and numbers in this image; flag unreadable text."}]}]}')
import base64
f=Path(os.environ["AILOOT_IMAGE_FILE"])
if not f.is_file():raise SystemExit("Choose an actual PNG JPEG or WebP image")
raw=f.read_bytes()
mime="image/png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "image/jpeg" if raw.startswith(b"\xff\xd8") else "image/webp" if raw[:4]==b"RIFF" and raw[8:12]==b"WEBP" else None
if not mime:raise SystemExit("Use PNG JPEG or WebP")
b64=base64.b64encode(raw).decode()
p["messages"][0]["content"].append({"type":"image","source":{"type":"base64","media_type":mime,"data":b64}})
Path("request.json").write_text(json.dumps(p,ensure_ascii=False))
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \
  -H "x-api-key: $AILOOT_API_KEY" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import json
from pathlib import Path
print(json.dumps(json.loads(Path("result.json").read_text()),ensure_ascii=False,indent=2))
PY_RESULT
```

```python
import anthropic
import os

if not os.environ.get("AILOOT_API_KEY", "").strip(): raise SystemExit("Set AILOOT_API_KEY before making a request")
client = anthropic.Anthropic(base_url="https://api.ailoot.ai", api_key=os.environ["AILOOT_API_KEY"], max_retries=0)
msg = client.messages.create(
    model="gemini-flash-lite-latest",
    max_tokens=1024,
    messages=[{"role": "user", "content": "Explain the difference between an observation and a hypothesis in three sentences."}],
)
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

save_result(msg.to_dict(mode="json"))
```

```js
import Anthropic from "@anthropic-ai/sdk";

if (!process.env.AILOOT_API_KEY?.trim()) throw new Error("Set AILOOT_API_KEY before making a request");
const client = new Anthropic({ baseURL: "https://api.ailoot.ai", apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });
const msg = await client.messages.create({
  model: "gemini-flash-lite-latest",
  max_tokens: 1024,
  messages: [{ role: "user", content: "Explain the difference between an observation and a hypothesis in three sentences." }],
});
import { writeFileSync } from "node:fs";

function saveResult(data, stem = "result") {
  writeFileSync(stem + ".json", JSON.stringify(data, null, 2));
  console.log(JSON.stringify(data, null, 2));
  const saveBlob = (encoded, suffix, label) => {
    const raw = Buffer.from(encoded, "base64");
    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? "png" : raw[0]===255 && raw[1]===216 ? "jpg" : raw.subarray(0,4).toString()==="RIFF" && raw.subarray(8,12).toString()==="WEBP" ? "webp" : suffix;
    const file = `${stem}-${label}.${ext}`;
    writeFileSync(file, raw); console.log("Saved", file);
  };
  for (const [i, block] of (data.content || []).entries()) console.log("Content", i, JSON.stringify(block));
  for (const choice of data.choices || []) console.log("Choice", choice.index, JSON.stringify(choice.message || choice.delta || {}));
  for (const [i, item] of (data.output || []).entries()) {
    console.log("Output", i, JSON.stringify(item));
    if (item.type === "image_generation_call" && item.result) saveBlob(item.result, item.output_format || "bin", `output-${i}`);
  }
  for (const [ci, candidate] of (data.candidates || []).entries()) {
    for (const [pi, part] of (candidate.content?.parts || []).entries()) {
      console.log("Candidate/part", ci, pi, JSON.stringify(part));
      const blob = part.inlineData || part.inline_data;
      if (blob?.data) {
        const mime = blob.mimeType || blob.mime_type;
        const suffix = ({"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"})[mime] || "bin";
        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);
      }
    }
  }
}

saveResult(msg);
```

```python
import anthropic,os
from pathlib import Path

if not os.environ.get("AILOOT_API_KEY", "").strip(): raise SystemExit("Set AILOOT_API_KEY before making a request")
client=anthropic.Anthropic(base_url="https://api.ailoot.ai",api_key=os.environ["AILOOT_API_KEY"],max_retries=0)
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

with client.messages.stream(model='gemini-flash-lite-latest',max_tokens=1024,messages=[{"role":"user","content":"Explain observations and hypotheses in three sentences."}]) as stream:
    with Path("stream-events.jsonl").open("w",encoding="utf-8") as log:
        for event in stream:
            payload=event.to_dict(mode="json")
            log.write(json.dumps(payload,ensure_ascii=False)+"\n"); log.flush()
            print(json.dumps(payload,ensure_ascii=False))
    final=stream.get_final_message()
    save_result(final.to_dict(mode="json"),"stream-result")
```

### Terima dan simpan hasil

#### Ailoot · Anthropic Messages

json atau SSE

##### Simpan semua hasil yang selesai

Simpan setiap respons lengkap, berkas, dan bagian konten yang dikembalikan.

Simpan semua blok konten, tanda tangan penalaran, dan ID penggunaan alat yang sebenarnya. Gabungkan semua delta blok SSE; blok teks pertama bukan keseluruhan keluaran.

##### Jika respons asli perlu diperiksa

Simpan ID permintaan/respons dan header. URL umum untuk pengambilan tugas teks tidak disediakan.

Kolom respons

| Kolom | Jenis |
| --- | --- |
| Kolom`id` | Jenisstring |
| Kolom`model` | Jenisstring |
| Kolom`content[]` | Jenistext\|thinking\|tool\_use\|other content block |
| Kolom`stop_reason` | Jenisstring\|null |
| Kolom`usage` | Jenisobject |

Kesalahan dan langkah berikutnya

| Respons | Kondisi | Langkah berikutnya |
| --- | --- | --- |
| Respons400 · `invalid_request_error` | KondisiBidang wajib, representasi materi, atau nilai parameter tidak valid | Langkah berikutnyaPerbaiki bidang yang ditunjukkan sebelum permintaan pembuatan baru. |

### Alias

#### Alias model

<strong>Ailoot</strong> [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=messages), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=messages), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=messages)
**Ailoot Ultra** [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=messages), [`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=messages)

#### Alias jalur metode

`/chat/completions`

#### ID pemanggil terkait

[`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=messages), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=messages), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=messages), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=messages), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=messages)

**Ailoot · Gemini generateContent** `POST /v1beta/models/{model}:generateContent` `gemini-flash-lite-latest`

[`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=gemini)

Google /`gemini-flash-lite-latest`

ID model

- `gemini-3.5-flash-lite`
- `gemini-flash-lite`
- `gemini-flash-lite-latest`

### Mulai

Gemini 3.5 Flash-Lite adalah model multimodal Google untuk tugas subagen terfokus, parsing dokumen, dan ekstraksi data berulang. Penalaran minimal bawaannya sesuai untuk rekaman dengan cakupan terbatas; medium atau high didokumentasikan untuk pekerjaan alat bertahap. Model ini menghasilkan teks atau hasil terstruktur dari teks, gambar, audio, video, dan PDF.

Masukan yang diterima

Teks · Gambar

Hasil

Teks

### Tersedia di Ailoot · masukan & metode

**Ailoot · Gemini generateContent** `POST /v1beta/models/{model}:generateContent`

Masukan

`text`, `image`

Keluaran

`text`

Format keluaran

json atau streaming yang didukung

| Kolom | Jenis | Persyaratan | Nilai & batasan | Bawaan |
| --- | --- | --- | --- | --- |
| Kolom`path.model` | Jenis`string` | PersyaratanWajib | Nilai & batasan gemini-flash-lite-latest | Bawaan— |
| Kolom`contents` | Jenis`content[]` | PersyaratanWajib | Nilai & batasan Item minimum: 1 | Bawaan— |
| Kolom`contents[].role` | Jenis`string` | PersyaratanOpsional | Nilai & batasan user, model | Bawaan— |
| Kolom`contents[].parts` | Jenis`part[]` | PersyaratanWajib | Nilai & batasan | Bawaan— |
| Kolom`systemInstruction` | Jenis`content` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`generationConfig.maxOutputTokens` | Jenis`integer` | PersyaratanOpsional | Nilai & batasan Minimum: 1 Bergantung pada model | Bawaan— |
| Kolom`generationConfig.temperature` | Jenis`number` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`generationConfig.topP` | Jenis`number` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`generationConfig.topK` | Jenis`integer` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`generationConfig.stopSequences` | Jenis`string[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`generationConfig.thinkingConfig.includeThoughts` | Jenis`boolean` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`generationConfig.thinkingConfig.thinkingBudget` | Jenis`integer` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`tools[].functionDeclarations` | Jenis`function_declaration[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`toolConfig.functionCallingConfig.mode` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`safetySettings` | Jenis`object[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`sessionId` | Jenis`string` | PersyaratanOpsional | Nilai & batasan | Bawaan— |

Kombinasi bahan masukan

**Teks** · Teks UTF8

`contents[].parts[].text`

**Teks + gambar**

`parts[].inlineData={mimeType,data}`

Parameter metode dan siklus hidup

| Parameter | Kontrak |
| --- | --- |
| Parameter`material_types` | Kontraktext, image |
| Parameter`required` | Kontrakcontents |
| Parameter`optional_controls` | Kontraknull |
| Parameter`content_type` | Kontrakapplication/json |
| Parameter`text_file_material` | Kontrakkonten UTF-8 aktual dimasukkan sebagai teks; ID file atau alamat URL (URLs) memerlukan dukungan yang tepat dan terpisah |

Siklus hidup: `exact retained published method`

Struktur metode dan ID bersifat eksak; kemampuan pemasok terpisah dari penerimaan permintaan.

### Paket

#### Tarif metode Ailoot

Masukan

US$0,0003 */ 1K*

Keluaran

US$0,0025 */ 1K*

Pembacaan cache

≈US$0,00003 */ 1K*

Ailoot mencadangkan perkiraan dana sebelum permintaan. Setelah hasil diterima, tagihan akhir diselesaikan berdasarkan penggunaan yang terukur. Penyelesaian tagihan streaming menggunakan catatan penggunaan akhir. [Cara kerja cadangan dan penyelesaian tagihan →](https://ailoot.ai/docs/id/billing/reserve/)

#### Detail tarif referensi

Jadwal referensi tingkat model tidak mengubah pemilihan metode, estimasi harga, atau biaya. Biaya aktif menggunakan tarif metode Ailoot yang dipilih.

Jadwal referensi model

#### Harga menurut konfigurasi

Cocokkan setiap biaya dengan kondisi yang ditampilkan. Gunakan satu tarif untuk setiap kelompok konfigurasi alternatif.

| Konfigurasi | Jadwal tarif | Token konteks, lebih dari | Token konteks, hingga dan termasuk | Biaya |
| --- | --- | --- | --- | --- |
| KonfigurasiOpenAI Chat · Tarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiOpenAI Chat · Tingkat 1 berdasarkan panjang permintaan | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiAnthropic Messages · Tarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiAnthropic Messages · Tingkat 1 berdasarkan panjang permintaan | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |

### Contoh permintaan

#### Ailoot · Gemini generateContent

Contoh teksMasukan, gambarPython SDKNode.js SDKAliran Python

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
: "${AILOOT_TEXT_FILE:?Set your actual UTF-8 source-material file}"
export AILOOT_TEXT_FILE
python3 - <<'PY_REQUEST'
import json,os
from pathlib import Path
p=json.loads('{"contents": []}')
f=Path(os.environ["AILOOT_TEXT_FILE"])
if not f.is_file():raise SystemExit("Choose your actual UTF-8 source material")
text=f.read_text(encoding="utf-8")
if not text.strip():raise SystemExit("Source material must contain text")
p["contents"]=[{"role":"user","parts":[{"text":"Summarize this material and quote supporting source passages.\n\n"+text}]}]
Path("request.json").write_text(json.dumps(p,ensure_ascii=False))
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1beta/models/gemini-flash-lite-latest:generateContent \
  -H "x-goog-api-key: $AILOOT_API_KEY" -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

save_result(json.loads(Path("result.json").read_text(encoding="utf-8")))
PY_RESULT
```

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
: "${AILOOT_IMAGE_FILE:?Set your actual PNG JPEG or WebP image}"
export AILOOT_IMAGE_FILE
python3 - <<'PY_REQUEST'
import json,os
from pathlib import Path
p=json.loads('{"contents": [{"role": "user", "parts": [{"text": "Read labels and numbers in this image; flag unreadable text."}]}]}')
import base64
f=Path(os.environ["AILOOT_IMAGE_FILE"])
if not f.is_file():raise SystemExit("Choose an actual PNG JPEG or WebP image")
raw=f.read_bytes()
mime="image/png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "image/jpeg" if raw.startswith(b"\xff\xd8") else "image/webp" if raw[:4]==b"RIFF" and raw[8:12]==b"WEBP" else None
if not mime:raise SystemExit("Use PNG JPEG or WebP")
b64=base64.b64encode(raw).decode()
p["contents"][0]["parts"].append({"inlineData":{"mimeType":mime,"data":b64}})
Path("request.json").write_text(json.dumps(p,ensure_ascii=False))
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1beta/models/gemini-flash-lite-latest:generateContent \
  -H "x-goog-api-key: $AILOOT_API_KEY" -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

save_result(json.loads(Path("result.json").read_text(encoding="utf-8")))
PY_RESULT
```

```python
from google import genai
from google.genai import types
import os

if not os.environ.get("AILOOT_API_KEY", "").strip(): raise SystemExit("Set AILOOT_API_KEY before making a request")
client = genai.Client(
    api_key=os.environ["AILOOT_API_KEY"],
    http_options=types.HttpOptions(base_url="https://api.ailoot.ai"),
)
resp = client.models.generate_content(model="gemini-flash-lite-latest", contents="Explain the difference between an observation and a hypothesis in three sentences.")
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

save_result(resp.to_json_dict())
```

```js
import { GoogleGenAI } from "@google/genai";

if (!process.env.AILOOT_API_KEY?.trim()) throw new Error("Set AILOOT_API_KEY before making a request");
const ai = new GoogleGenAI({ apiKey: process.env.AILOOT_API_KEY, httpOptions: { baseUrl: "https://api.ailoot.ai" } });
const resp = await ai.models.generateContent({ model: "gemini-flash-lite-latest", contents: "Explain the difference between an observation and a hypothesis in three sentences." });
import { writeFileSync } from "node:fs";

function saveResult(data, stem = "result") {
  writeFileSync(stem + ".json", JSON.stringify(data, null, 2));
  console.log(JSON.stringify(data, null, 2));
  const saveBlob = (encoded, suffix, label) => {
    const raw = Buffer.from(encoded, "base64");
    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? "png" : raw[0]===255 && raw[1]===216 ? "jpg" : raw.subarray(0,4).toString()==="RIFF" && raw.subarray(8,12).toString()==="WEBP" ? "webp" : suffix;
    const file = `${stem}-${label}.${ext}`;
    writeFileSync(file, raw); console.log("Saved", file);
  };
  for (const [i, block] of (data.content || []).entries()) console.log("Content", i, JSON.stringify(block));
  for (const choice of data.choices || []) console.log("Choice", choice.index, JSON.stringify(choice.message || choice.delta || {}));
  for (const [i, item] of (data.output || []).entries()) {
    console.log("Output", i, JSON.stringify(item));
    if (item.type === "image_generation_call" && item.result) saveBlob(item.result, item.output_format || "bin", `output-${i}`);
  }
  for (const [ci, candidate] of (data.candidates || []).entries()) {
    for (const [pi, part] of (candidate.content?.parts || []).entries()) {
      console.log("Candidate/part", ci, pi, JSON.stringify(part));
      const blob = part.inlineData || part.inline_data;
      if (blob?.data) {
        const mime = blob.mimeType || blob.mime_type;
        const suffix = ({"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"})[mime] || "bin";
        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);
      }
    }
  }
}

saveResult(resp);
```

```python
from google import genai
from google.genai import types
import os
from pathlib import Path

if not os.environ.get("AILOOT_API_KEY", "").strip(): raise SystemExit("Set AILOOT_API_KEY before making a request")
client=genai.Client(api_key=os.environ["AILOOT_API_KEY"],http_options=types.HttpOptions(base_url="https://api.ailoot.ai"))
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

count=0
with Path("stream-events.jsonl").open("w",encoding="utf-8") as log:
    for chunk in client.models.generate_content_stream(model='gemini-flash-lite-latest',contents="Explain observations and hypotheses in three sentences."):
        payload=chunk.to_json_dict()
        log.write(json.dumps(payload,ensure_ascii=False)+"\n"); log.flush()
        save_result(payload,"stream-chunk-"+str(count))
        count+=1
```

### Terima dan simpan hasil

#### Ailoot · Gemini generateContent

json atau streaming yang didukung

##### Simpan semua hasil yang selesai

Simpan setiap respons lengkap, berkas, dan bagian konten yang dikembalikan.

Simpan semua kandidat dan bagian, termasuk panggilan fungsi, tanda tangan pemikiran, dan data penggunaan; gabungkan potongan stream secara berurutan.

##### Jika respons asli perlu diperiksa

Simpan ID permintaan/respons dan header. URL umum untuk pengambilan tugas teks tidak disediakan.

Kolom respons

| Kolom | Jenis |
| --- | --- |
| Kolom`responseId` | Jenisstring |
| Kolom`modelVersion` | Jenisstring |
| Kolom`candidates[].content.parts[]` | Jenistext\|inlineData\|functionCall\|other part |
| Kolom`candidates[].finishReason` | Jenisstring |
| Kolom`usageMetadata` | Jenisobject |

Kesalahan dan langkah berikutnya

| Respons | Kondisi | Langkah berikutnya |
| --- | --- | --- |
| Respons400 · `invalid_request_error` | KondisiBidang wajib, representasi materi, atau nilai parameter tidak valid | Langkah berikutnyaPerbaiki bidang yang ditunjukkan sebelum permintaan pembuatan baru. |

### Alias

#### Alias model

<strong>Ailoot</strong> [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=gemini), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=gemini), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=gemini)
**Ailoot Ultra** [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite), [`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite)

#### Alias jalur metode

`/chat/completions`

#### ID pemanggil terkait

[`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=gemini), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=gemini), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=gemini), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite)

**Ailoot Ultra · OpenAI Chat** `POST /v1/chat/completions` `google/gemini-3.5-flash-lite`

[`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=chat)

Google /`google/gemini-3.5-flash-lite`

ID model

- `gemini-3.5-flash-lite`
- `google/gemini-3.5-flash-lite`

### Mulai

Gemini 3.5 Flash-Lite adalah model multimodal Google untuk tugas subagen terfokus, parsing dokumen, dan ekstraksi data berulang. Penalaran minimal bawaannya sesuai untuk rekaman dengan cakupan terbatas; medium atau high didokumentasikan untuk pekerjaan alat bertahap. Model ini menghasilkan teks atau hasil terstruktur dari teks, gambar, audio, video, dan PDF.

Masukan yang diterima

Teks

Hasil

Teks

### Tersedia di Ailoot · masukan & metode

**Ailoot Ultra · OpenAI Chat** `POST /v1/chat/completions`

Masukan

`text`

Keluaran

`text`

Format keluaran

json atau SSE

| Kolom | Jenis | Persyaratan | Nilai & batasan | Bawaan |
| --- | --- | --- | --- | --- |
| Kolom`model` | Jenis`string` | PersyaratanWajib | Nilai & batasan google/gemini-3.5-flash-lite | Bawaan— |
| Kolom`messages` | Jenis`message[]` | PersyaratanWajib | Nilai & batasan Item minimum: 1 | Bawaan— |
| Kolom`messages[].role` | Jenis`string` | PersyaratanWajib | Nilai & batasan Contoh: system, user, assistant, tool, function Kondisi: Peran ini direpresentasikan secara eksplisit oleh tipe kompatibilitas dalam kode sumber; kumpulan peran model yang tepat tetap khusus untuk tiap model. Bergantung pada model | Bawaan— |
| Kolom`messages[].content` | Jenis`string\|content_part[]\|null` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`messages[].tool_calls` | Jenis`tool_call[]` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`messages[].tool_call_id` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Berlaku jika: role=tool; gunakan ID yang benar-benar dikembalikan | Bawaan— |
| Kolom`messages[].name` | Jenis`string` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`messages[].reasoning_content` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Berlaku jika: Kirim kembali penalaran yang benar-benar dikembalikan jika model ini menggunakannya | Bawaan— |
| Kolom`messages[].reasoning_details` | Jenis`object\|array` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`max_tokens` | Jenis`integer` | PersyaratanOpsional | Nilai & batasan Minimum: 1 Bergantung pada model | Bawaan— |
| Kolom`max_completion_tokens` | Jenis`integer` | PersyaratanOpsional | Nilai & batasan Minimum: 1 Bergantung pada model | Bawaan— |
| Kolom`stream` | Jenis`boolean` | PersyaratanOpsional | Nilai & batasan | Bawaanfalse |
| Kolom`stream_options.include_usage` | Jenis`boolean` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`temperature` | Jenis`number` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`top_p` | Jenis`number` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`stop` | Jenis`string\|string[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`tools` | Jenis`function_tool[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`tools[].type` | Jenis`string` | PersyaratanOpsional | Nilai & batasan function Bergantung pada model | Bawaan— |
| Kolom`tools[].function.name` | Jenis`string` | PersyaratanWajib | Nilai & batasan Berlaku jika: alat fungsi disediakan | Bawaan— |
| Kolom`tools[].function.description` | Jenis`string` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`tools[].function.parameters` | Jenis`JSON_schema` | PersyaratanOpsional | Nilai & batasan | Bawaan— |
| Kolom`tool_choice` | Jenis`string\|object` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`parallel_tool_calls` | Jenis`boolean` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`response_format` | Jenis`object` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`reasoning_effort` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`reasoning` | Jenis`object` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`service_tier` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`instructions` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Kolom kompatibilitas | Bawaan— |
| Kolom`functions` | Jenis`function[]` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`function_call` | Jenis`string\|object` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`prompt_cache_options` | Jenis`object` | PersyaratanOpsional | Nilai & batasan Bergantung pada model | Bawaan— |
| Kolom`modalities` | Jenis`string[]` | PersyaratanOpsional | Nilai & batasan text | Bawaan— |
| Kolom`provider` | Jenis`object` | PersyaratanOpsional | Nilai & batasan Kondisi: provider.options ditolak pada rute teks Ultra ini | Bawaan— |
| Kolom`cache_control.ttl` | Jenis`string` | PersyaratanOpsional | Nilai & batasan Kondisi: 1h ditolak pada lokasi cache prompt yang digunakan | Bawaan— |

Kombinasi bahan masukan

**Teks** · Teks UTF8

`messages[].content`

Parameter metode dan siklus hidup

| Parameter | Kontrak |
| --- | --- |
| Parameter`content_type` | Kontrakapplication/json |
| Parameter`required` | Kontrakmodel, messages |
| Parameter`material_types` | Kontraktext |
| Parameter`messages` | Kontrakarray pesan dengan struktur role/content |
| Parameter`file_material` | Kontrakdokumen UTF-8 yang sebenarnya dimasukkan sebagai teks apa adanya; ID file tidak disimpulkan |
| Parameter`optional_controls` | Kontrakstream, temperature, top\_p, stop, max\_tokens, max\_completion\_tokens, reasoning, response\_format, tools, tool\_choice |
| Parameter`control_scope` | Kontrakkhusus model; alat fungsi pengguna berbeda dari alat yang dihosting |
| Parameter`output_modalities` | Kontraktext |
| Parameter`hosted_operations` | Kontrakfalse |
| Parameter`multimodal_input_binding` | Kontraknull |

Siklus hidup: `synchronous_or_streamed`

Kirim ID model yang tepat bersama messages.

Panjang konteks bukan batas keluaran.

File teks dapat menyediakan teks apa adanya; masukan gambar/audio/objek file memerlukan pengikatan yang tepat.

### Paket

Referensi tarif tidak menambah opsi permintaan. Parameter yang didukung tercantum pada metode yang dipilih.

Mode Fast

Tarif standar Saat mode fast dipilih

Mode Flex

Tarif standar Saat mode flex dipilih

Upaya penalaran maksimum

Tarif standar Saat upaya penalaran maksimum menggunakan penyesuaian default

Upaya penalaran · high

Tarif standar Saat upaya penalaran bernilai high

Upaya penalaran · low

Tarif standar Saat upaya penalaran bernilai low

Upaya penalaran · medium

Tarif standar Saat upaya penalaran bernilai medium

Upaya penalaran · minimal

Tarif standar Saat upaya penalaran bernilai minimal

Harga cache eksplisit

Tidak diaktifkan Saat cache eksplisit diminta

#### Tarif Ailoot

#### Harga menurut konfigurasi

Cocokkan setiap biaya dengan kondisi yang ditampilkan. Gunakan satu tarif untuk setiap kelompok konfigurasi alternatif.

| Konfigurasi | Jadwal tarif | Token konteks, lebih dari | Token konteks, hingga dan termasuk | Biaya |
| --- | --- | --- | --- | --- |
| KonfigurasiTarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiPanjang permintaan · tingkat 1 | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |

Ailoot mencadangkan perkiraan dana sebelum permintaan. Setelah hasil diterima, tagihan akhir diselesaikan berdasarkan penggunaan yang terukur. Penyelesaian tagihan streaming menggunakan catatan penggunaan akhir. [Cara kerja cadangan dan penyelesaian tagihan →](https://ailoot.ai/docs/id/billing/reserve/)

### Contoh permintaan

#### Ailoot Ultra · OpenAI Chat

curlPython SDKAliran Python

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
python3 - <<'PY_REQUEST'
import json,os
from pathlib import Path
p=json.loads('{"model": "google/gemini-3.5-flash-lite", "messages": [{"role": "user", "content": "Explain the difference between an observation and a hypothesis in three sentences."}]}')

Path("request.json").write_text(json.dumps(p,ensure_ascii=False))
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \
  -H "Authorization: Bearer $AILOOT_API_KEY" -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import json
from pathlib import Path
r=json.loads(Path("result.json").read_text())
for x in r.get("choices",[]):
    if x.get("message",{}).get("content"): print(x["message"]["content"])
PY_RESULT
```

```python
from openai import OpenAI
import os

if not os.environ.get("AILOOT_API_KEY", "").strip(): raise SystemExit("Set AILOOT_API_KEY before making a request")
client=OpenAI(base_url="https://api.ailoot.ai/v1",api_key=os.environ["AILOOT_API_KEY"],max_retries=0)
result=client.chat.completions.create(model='google/gemini-3.5-flash-lite',messages=[{"role":"user","content":"Explain observations and hypotheses in three sentences."}])
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

save_result(result.to_dict(mode="json"))
```

```python
from openai import OpenAI
import os
from pathlib import Path

if not os.environ.get("AILOOT_API_KEY", "").strip(): raise SystemExit("Set AILOOT_API_KEY before making a request")
client=OpenAI(base_url="https://api.ailoot.ai/v1",api_key=os.environ["AILOOT_API_KEY"],max_retries=0)
import base64, json
from pathlib import Path

def save_result(data, stem="result"):
    # Keep every field, including usage, IDs, reasoning and tool requests.
    Path(stem + ".json").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
    print(json.dumps(data, ensure_ascii=False, indent=2))
    def save_blob(encoded, suffix, label):
        raw = base64.b64decode(encoded, altchars=b"-_", validate=True)
        ext = "png" if raw.startswith(b"\x89PNG\r\n\x1a\n") else "jpg" if raw.startswith(b"\xff\xd8") else "webp" if raw[:4] == b"RIFF" and raw[8:12] == b"WEBP" else suffix
        file = Path(stem + "-" + label + "." + ext)
        file.write_bytes(raw)
        print("Saved", file)
    for index, block in enumerate(data.get("content") or []):
        print("Content", index, json.dumps(block, ensure_ascii=False))
    for choice in data.get("choices") or []:
        print("Choice", choice.get("index"), json.dumps(choice.get("message", choice.get("delta", {})), ensure_ascii=False))
    for index, item in enumerate(data.get("output") or []):
        print("Output", index, json.dumps(item, ensure_ascii=False))
        if item.get("type") == "image_generation_call" and item.get("result"):
            save_blob(item["result"], item.get("output_format") or "bin", "output-" + str(index))
    for ci, candidate in enumerate(data.get("candidates") or []):
        for pi, part in enumerate((candidate.get("content") or {}).get("parts") or []):
            print("Candidate/part", ci, pi, json.dumps(part, ensure_ascii=False))
            blob = part.get("inlineData") or part.get("inline_data")
            if blob and blob.get("data"):
                mime = blob.get("mimeType") or blob.get("mime_type")
                suffix = {"image/png":"png", "image/jpeg":"jpg", "image/webp":"webp", "audio/wav":"wav", "audio/mpeg":"mp3", "video/mp4":"mp4"}.get(mime, "bin")
                save_blob(blob["data"], suffix, "candidate-" + str(ci) + "-part-" + str(pi))

with client.chat.completions.stream(model='google/gemini-3.5-flash-lite',messages=[{"role":"user","content":"Explain observations and hypotheses in three sentences."}]) as stream:
    with Path("stream-events.jsonl").open("w",encoding="utf-8") as log:
        for event in stream:
            payload=event.to_dict(mode="json")
            log.write(json.dumps(payload,ensure_ascii=False)+"\n"); log.flush()
            print(json.dumps(payload,ensure_ascii=False))
    final=stream.get_final_completion()
    save_result(final.to_dict(mode="json"),"stream-result")
```

### Terima dan simpan hasil

#### Ailoot Ultra · OpenAI Chat

json atau SSE

##### Simpan semua hasil yang selesai

Simpan setiap respons lengkap, berkas, dan bagian konten yang dikembalikan.

Simpan setiap alternatif jawaban beserta konten, panggilan alat, dan penalarannya. Dalam SSE, gabungkan delta menurut indeks alternatif jawaban/alat, lalu pertahankan alasan penghentian akhir dan data penggunaan.

##### Jika respons asli perlu diperiksa

Simpan ID permintaan/respons dan header. URL umum untuk pengambilan tugas teks tidak disediakan.

Kolom respons

| Kolom | Jenis |
| --- | --- |
| Kolom`choices[].index` | Jenisinteger |
| Kolom`choices[].message.content` | Jenisstring\|null |
| Kolom`choices[].message.tool_calls` | Jenistool\_call\[\] |
| Kolom`choices[].message.reasoning_content` | Jenisstring |
| Kolom`choices[].message.reasoning_details` | Jenisobject\|array |
| Kolom`choices[].finish_reason` | Jenisstring\|null |
| Kolom`usage` | Jenisobject |

Kesalahan dan langkah berikutnya

| Respons | Kondisi | Langkah berikutnya |
| --- | --- | --- |
| Respons400 · `invalid_request_error` | KondisiBidang wajib, representasi materi, atau nilai parameter tidak valid | Langkah berikutnyaPerbaiki bidang yang ditunjukkan sebelum permintaan pembuatan baru. |

### Alias

#### Alias model

<strong>Ailoot</strong> [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest)
**Ailoot Ultra** [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=chat), [`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=chat)

#### Alias jalur metode

`/chat/completions`

#### ID pemanggil terkait

[`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=chat), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=chat)

**Ailoot Ultra · Anthropic Messages** `POST /v1/messages` `google/gemini-3.5-flash-lite`

[`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=messages)

Google /`google/gemini-3.5-flash-lite`

ID model

- `gemini-3.5-flash-lite`
- `google/gemini-3.5-flash-lite`

### Mulai

Gemini 3.5 Flash-Lite adalah model multimodal Google untuk tugas subagen terfokus, parsing dokumen, dan ekstraksi data berulang. Penalaran minimal bawaannya sesuai untuk rekaman dengan cakupan terbatas; medium atau high didokumentasikan untuk pekerjaan alat bertahap. Model ini menghasilkan teks atau hasil terstruktur dari teks, gambar, audio, video, dan PDF.

Masukan yang diterima

Teks

Hasil

json · sse

### Tersedia di Ailoot · masukan & metode

**Ailoot Ultra · Anthropic Messages** `POST /v1/messages`

Masukan

`text`

Keluaran

`json`, `sse`

Format keluaran

JSON atau SSE

| Kolom | Jenis | Persyaratan | Nilai & batasan | Bawaan |
| --- | --- | --- | --- | --- |
| Kolom`model` | Jenis`string` | PersyaratanWajib | Nilai & batasan google/gemini-3.5-flash-lite | Bawaan— |
| Kolom`messages` | Jenis`message[]` | PersyaratanWajib | Nilai & batasan | Bawaan— |
| Kolom`messages[].role` | Jenis`string` | PersyaratanWajib | Nilai & batasan user, assistant | Bawaan— |
| Kolom`messages[].content` | Jenis`string` | PersyaratanWajib | Nilai & batasan | Bawaan— |
| Kolom`max_tokens` | Jenis`integer` | PersyaratanWajib | Nilai & batasan | Bawaan— |
| Kolom`stream` | Jenis`boolean` | PersyaratanOpsional | Nilai & batasan | Bawaanfalse |

Kombinasi bahan masukan

**Teks** · Teks UTF-8

`string messages[].content`

Parameter metode dan siklus hidup

| Parameter | Kontrak |
| --- | --- |
| Parameter`content_type` | Kontrakapplication/json |
| Parameter`required` | Kontrakmodel, messages, max\_tokens |
| Parameter`optional_controls` | Kontrakstream |
| Parameter`material_types` | Kontraktext |
| Parameter`text_file_material` | KontrakBaca dokumen UTF-8 yang sebenarnya dan masukkan teksnya ke string masukan atau konten pesan yang ditunjukkan. |

Siklus hidup: `synchronous_or_streamed`

### Paket

Referensi tarif tidak menambah opsi permintaan. Parameter yang didukung tercantum pada metode yang dipilih.

Mode Fast

Tarif standar Saat mode fast dipilih

Mode Flex

Tarif standar Saat mode flex dipilih

Upaya penalaran maksimum

Tarif standar Saat upaya penalaran maksimum menggunakan penyesuaian default

Upaya penalaran · high

Tarif standar Saat upaya penalaran bernilai high

Upaya penalaran · low

Tarif standar Saat upaya penalaran bernilai low

Upaya penalaran · medium

Tarif standar Saat upaya penalaran bernilai medium

Upaya penalaran · minimal

Tarif standar Saat upaya penalaran bernilai minimal

Harga cache eksplisit

Tidak diaktifkan Saat cache eksplisit diminta

#### Tarif Ailoot

#### Harga menurut konfigurasi

Cocokkan setiap biaya dengan kondisi yang ditampilkan. Gunakan satu tarif untuk setiap kelompok konfigurasi alternatif.

| Konfigurasi | Jadwal tarif | Token konteks, lebih dari | Token konteks, hingga dan termasuk | Biaya |
| --- | --- | --- | --- | --- |
| KonfigurasiTarif dasar token | Jadwal tarifTarif dasar | Token konteks, lebih dari— | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |
| KonfigurasiPanjang permintaan · tingkat 1 | Jadwal tarif— | Token konteks, lebih dari0 | Token konteks, hingga dan termasukTanpa batas atas | Biaya Masukan · Token masukan **$0.0006** / 1K token Keluaran · Token keluaran **$0.005** / 1K token Masukan · Pembacaan cache **$0.00006** / 1K token Masukan · Penulisan cache **$0.0001666666666666666** / 1K token Masukan · Penulisan cache, 1 jam **—** / 1K token |

Ailoot mencadangkan perkiraan dana sebelum permintaan. Setelah hasil diterima, tagihan akhir diselesaikan berdasarkan penggunaan yang terukur. Penyelesaian tagihan streaming menggunakan catatan penggunaan akhir. [Cara kerja cadangan dan penyelesaian tagihan →](https://ailoot.ai/docs/id/billing/reserve/)

### Contoh permintaan

#### Ailoot Ultra · Anthropic Messages

Isi permintaan JSON minimal yang lengkapcurl · gunakan dokumen UTF-8 AndaPython · simpan hasil secara lengkap

```json
{
  "model": "google/gemini-3.5-flash-lite",
  "max_tokens": 128,
  "messages": [
    {
      "role": "user",
      "content": "Summarize the incident report."
    }
  ],
  "stream": false
}
```

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
: "${AILOOT_TEXT_FILE:?Set your actual UTF-8 document}"
export AILOOT_TEXT_FILE
python3 - <<'PY_REQUEST'
import json, os
from pathlib import Path

source_file = Path(os.environ['AILOOT_TEXT_FILE'])
if not source_file.is_file():
    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')
text = source_file.read_text(encoding='utf-8')
if not text.strip():
    raise SystemExit('Choose a document containing text')
payload = {'model': 'google/gemini-3.5-flash-lite', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}
payload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\n\n' + text
Path('request.json').write_text(json.dumps(payload, ensure_ascii=False), encoding='utf-8')
PY_REQUEST
curl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \
  -H "x-api-key: $AILOOT_API_KEY" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \
  --data-binary @request.json -D response-headers.txt -o result.json
python3 - <<'PY_RESULT'
import json
from pathlib import Path

result = json.loads(Path('result.json').read_text(encoding='utf-8'))
print(json.dumps(result, ensure_ascii=False, indent=2))
PY_RESULT
```

```python
import json, os
from pathlib import Path

source_file = Path(os.environ['AILOOT_TEXT_FILE'])
if not source_file.is_file():
    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')
text = source_file.read_text(encoding='utf-8')
if not text.strip():
    raise SystemExit('Choose a document containing text')
payload = {'model': 'google/gemini-3.5-flash-lite', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}
payload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\n\n' + text
from urllib.request import Request, urlopen
from urllib.error import HTTPError

api_key = os.environ['AILOOT_API_KEY']
if not api_key.strip():
    raise SystemExit('Set AILOOT_API_KEY before making a request')
headers = {'x-api-key': 'PLACEHOLDER_KEY', 'anthropic-version': '2023-06-01', 'Content-Type': 'application/json'}
headers['x-api-key'] = api_key
request = Request('https://api.ailoot.ai/v1/messages', data=json.dumps(payload, ensure_ascii=False).encode('utf-8'), headers=headers, method='POST')
try:
    with urlopen(request, timeout=120) as response:
        raw = response.read()
        Path('response-headers.txt').write_text(str(response.headers), encoding='utf-8')
except HTTPError as error:
    Path('result.json').write_bytes(error.read())
    Path('response-headers.txt').write_text(str(error.headers), encoding='utf-8')
    raise
Path('result.json').write_bytes(raw)
import json
from pathlib import Path

result = json.loads(Path('result.json').read_text(encoding='utf-8'))
print(json.dumps(result, ensure_ascii=False, indent=2))
```

### Terima dan simpan hasil

#### Ailoot Ultra · Anthropic Messages

JSON atau SSE

##### Simpan semua hasil yang selesai

Simpan setiap respons lengkap, berkas, dan bagian konten yang dikembalikan.

Simpan semua blok konten, tanda tangan penalaran, dan ID penggunaan alat yang sebenarnya. Gabungkan semua delta blok SSE; blok teks pertama bukan keseluruhan keluaran.

##### Jika respons asli perlu diperiksa

Simpan ID permintaan/respons dan header. URL umum untuk pengambilan tugas teks tidak disediakan.

Kolom respons

| Kolom | Jenis |
| --- | --- |
| Kolom`id` | Jenisstring |
| Kolom`model` | Jenisstring |
| Kolom`content[]` | Jenistext\|thinking\|tool\_use\|other content block |
| Kolom`stop_reason` | Jenisstring\|null |
| Kolom`usage` | Jenisobject |

Kesalahan dan langkah berikutnya

| Respons | Kondisi | Langkah berikutnya |
| --- | --- | --- |
| Respons400 · `invalid_request_error` | KondisiBidang wajib, representasi materi, atau nilai parameter tidak valid | Langkah berikutnyaPerbaiki bidang yang ditunjukkan sebelum permintaan pembuatan baru. |

### Alias

#### Alias model

<strong>Ailoot</strong> [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=messages), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=messages), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=messages)
**Ailoot Ultra** [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=messages), [`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=messages)

#### Alias jalur metode

`/chat/completions`

#### ID pemanggil terkait

[`google/gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=google%2Fgemini-3.5-flash-lite&fmt=messages), [`gemini-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite&fmt=messages), [`gemini-flash-lite-latest`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-flash-lite-latest&fmt=messages), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Core&caller=gemini-3.5-flash-lite&fmt=messages), [`gemini-3.5-flash-lite`](https://ailoot.ai/models/id/#m=google%2Fgemini-3.5-flash-lite&route=Ultra&caller=gemini-3.5-flash-lite&fmt=messages)

FAQ · Google: Gemini 3.5 Flash Lite

Input dan hasil apa yang tersedia?

`POST /v1/messages` · `gemini-3.5-flash-lite`: `text`, `image` → `text` `POST /v1beta/models/{model}:generateContent` · `gemini-3.5-flash-lite`: `text`, `image` → `text` `POST /v1/chat/completions` · `gemini-3.5-flash-lite`: `text` → `text` `POST /v1/messages` · `gemini-3.5-flash-lite`: `text` → `json`, `sse` `POST /v1/messages` · `gemini-flash-lite`: `text`, `image` → `text` `POST /v1beta/models/{model}:generateContent` · `gemini-flash-lite`: `text`, `image` → `text` `POST /v1/messages` · `gemini-flash-lite-latest`: `text`, `image` → `text` `POST /v1beta/models/{model}:generateContent` · `gemini-flash-lite-latest`: `text`, `image` → `text` `POST /v1/chat/completions` · `google/gemini-3.5-flash-lite`: `text` → `text` `POST /v1/messages` · `google/gemini-3.5-flash-lite`: `text` → `json`, `sse`

Kolom apa yang digunakan permintaan?

`POST /v1/messages` · `gemini-3.5-flash-lite`: `model`, `messages`, `system`, `max_tokens`, `stream`, `metadata` `POST /v1beta/models/{model}:generateContent` · `gemini-3.5-flash-lite`: `contents`, `systemInstruction`, `sessionId` `POST /v1/chat/completions` · `gemini-3.5-flash-lite`: `model`, `messages`, `stream` `POST /v1/messages` · `gemini-3.5-flash-lite`: `model`, `messages`, `max_tokens`, `stream` `POST /v1/messages` · `gemini-flash-lite`: `model`, `messages`, `system`, `max_tokens`, `stream`, `metadata` `POST /v1beta/models/{model}:generateContent` · `gemini-flash-lite`: `contents`, `systemInstruction`, `sessionId` `POST /v1/messages` · `gemini-flash-lite-latest`: `model`, `messages`, `system`, `max_tokens`, `stream`, `metadata` `POST /v1beta/models/{model}:generateContent` · `gemini-flash-lite-latest`: `contents`, `systemInstruction`, `sessionId` `POST /v1/chat/completions` · `google/gemini-3.5-flash-lite`: `model`, `messages`, `stream`, `modalities`, `provider` `POST /v1/messages` · `google/gemini-3.5-flash-lite`: `model`, `messages`, `max_tokens`, `stream`

Batasan apa yang berlaku?

`POST /v1/messages` · `gemini-3.5-flash-lite`: `ctx`: `1048576`; `max_out`: `65536`; `messages.min_items`: `1`; `max_tokens.minimum`: `1` `POST /v1beta/models/{model}:generateContent` · `gemini-3.5-flash-lite`: `contents.min_items`: `1` `POST /v1/chat/completions` · `gemini-3.5-flash-lite`: `messages.min_items`: `1` `POST /v1/messages` · `gemini-flash-lite`: `ctx`: `1048576`; `max_out`: `65536`; `messages.min_items`: `1`; `max_tokens.minimum`: `1` `POST /v1beta/models/{model}:generateContent` · `gemini-flash-lite`: `contents.min_items`: `1` `POST /v1/messages` · `gemini-flash-lite-latest`: `ctx`: `1048576`; `max_out`: `65536`; `messages.min_items`: `1`; `max_tokens.minimum`: `1` `POST /v1beta/models/{model}:generateContent` · `gemini-flash-lite-latest`: `contents.min_items`: `1` `POST /v1/chat/completions` · `google/gemini-3.5-flash-lite`: `messages.min_items`: `1`

Hubungkan Ailoot ke Claude Code, OpenCode, Hermes, atau aplikasi Anda.

## Perusahaan dan portofolio proyeknya

Perusahaan dan portofolio proyeknya: jutaan pelanggan; penjualan miliaran setiap bulan.

## Beli token dengan diskon.

Diskon langganan untuk pekerjaan rutin. Kode promo — hingga 50% untuk pembelian token.

Langganan

Pilih paket dengan diskon untuk permintaan rutin Anda.

Kode promo hingga 50%

Masukkan kode saat membeli. Harga dihitung ulang sesuai promosi aktif.

Biaya dalam riwayat

Model, token, dan jumlah tagihan disimpan untuk setiap permintaan.

[Pilih langganan](https://ailoot.ai/docs/id/billing/subscriptions/) · [Lihat harga model](https://ailoot.ai/models/id/)

## Hubungkan API ke produk yang Anda jual.

SaaS, aplikasi, dan bot — sesuai penawaran dan perjanjian lisensi Ailoot. Untuk penjualan kembali, mintalah lisensi reseller.

Aplikasi komersial

Integrasikan pembuatan teks, gambar, video, dan suara dalam fitur berbayar layanan Anda.

Lisensi reseller

Kirim deskripsi proyek dan skema akses. Mintalah ketentuan penggunaan dan penjualan kembali secara tertulis.

Dokumen di situs

Penawaran, perjanjian lisensi, dan kebijakan pemrosesan data tersedia sebelum koneksi.

[Minta lisensi reseller](mailto:support@ailoot.ai) · [Penawaran dan perjanjian lisensi](https://ailoot.ai/legal/offer?lang=id)

## Ailoot · Perusahaan dan portofolio proyeknya





Ailoot bertumpu pada pengalaman operasional yang teruji, basis pelanggan yang besar, layanan yang stabil, dan pemantauan KPI berkelanjutan.





Perusahaan dan portofolio proyeknya: jutaan pelanggan; penjualan miliaran setiap bulan.





Ailoot memanfaatkan pengalaman operasional ini untuk akses API ke fitur AI dalam produk pelanggan, agen, aplikasi, dan otomatisasi.