Source: https://ailoot.ai/models/en/kat-coder-exp-72b-1010/
Canonical: https://ailoot.ai/models/en/kat-coder-exp-72b-1010/
Language: en

# KAT-Coder-Exp-72B-1010

[Markdown](https://ailoot.ai/models/en/kat-coder-exp-72b-1010/index.md) · [JSON](https://ailoot.ai/models/en/kat-coder-exp-72b-1010/facts.json)

## [KAT-Coder-Exp-72B-1010](https://ailoot.ai/models/en/kat-coder-exp-72b-1010/)

A separately identified KAT coding chat route accepting text and images and returning text.

- [**Ailoot Ultra · OpenAI Chat** `POST /v1/chat/completions` `KAT-Coder-Exp-72B-1010`](https://ailoot.ai/models/en/kat-coder-exp-72b-1010/#method-0)

About the model

This description covers the model’s capabilities. Available in Ailoot inputs, outputs and options are listed for the selected method below.

KAT-Coder-Exp-72B-1010 offers a text-and-image conversation route for a written coding result. For a UI defect, supply the relevant component code and a screenshot, then request a proposed patch and an explanation of which visible mismatch it addresses. This entry keeps that exact experimental-profile identifier selectable independently from KAT Air.

The accepted /v1/chat/completions method requires model and messages and provides optional stream delivery. It does not expose a separate experiment toggle, a code-execution tool or an output-image mode. The record contains no comparative accuracy, parameter-count validation or latency result for the 72B-1010 label. Use its actual input and response contract when deciding whether it fits the workflow.

**Ailoot Ultra · OpenAI Chat** `POST /v1/chat/completions` `KAT-Coder-Exp-72B-1010`

[`KAT-Coder-Exp-72B-1010`](https://ailoot.ai/models/en/#m=KAT-Coder-Exp-72B-1010&route=Ultra&caller=KAT-Coder-Exp-72B-1010&fmt=chat)

Other /`KAT-Coder-Exp-72B-1010`

### Overview

A separately identified KAT coding chat route accepting text and images and returning text.

Accepted inputs

Text · Images

Results

Text

### Available in Ailoot · inputs & methods

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

Input types

`text`, `image`

Output types

`text`

Output format

JSON or SSE

| Field | Type | Requirement | Values & limits | Default |
| --- | --- | --- | --- | --- |
| Field`model` | Type`string` | RequirementRequired | Values & limits KAT-Coder-Exp-72B-1010 Conditions: Use this exact Ailoot routing selector. | Default— |
| Field`messages` | Type`array` | RequirementRequired | Values & limits Conditions: | Default— |
| Field`stream` | Type`boolean` | RequirementOptional | Values & limits Conditions: | Defaultfalse |

Input material combinations

**text\_input** · Required: messages

**image\_with\_text** · Required: messages with actual image content blocks

Method parameters and lifecycle

| Parameter | Contract |
| --- | --- |
| Parameter`content_type` | Contractapplication/json |
| Parameter`required` | Contractmodel, messages |
| Parameter`optional` | Contractstream |
| Parameter`material_types` | Contracttext, image |
| Parameter`conditions` | ContractUse this exact Ailoot routing selector., Image content is carried by this protocol where the exact selected model supports vision. Protocol admission does not establish image capability for every model. |

Method aliases: `/chat/completions`

Lifecycle: `synchronous_or_streamed`

### Pricing

Tariff references do not add request options. Supported parameters are listed for the selected method.

Fast mode

Standard rate When fast mode is selected

Flex mode

Standard rate When flex mode is selected

Maximum reasoning effort

Standard rate When maximum reasoning effort uses the default adjustment

Explicit cache pricing

Not enabled When explicit cache is requested

Text-only zero rates

Cache, tools and media follow their separately listed pricing conditions. For text-only input and output

#### Ailoot rates

#### Prices by configuration

| Configuration | Rate schedule | Charge |
| --- | --- | --- |
| ConfigurationBase token rates | Rate scheduleBase rate | Charge Input · Input tokens **$0** / 1K tokens Output · Output tokens **$0** / 1K tokens Input · Cache read **$0** / 1K tokens Input · Cache write **$0** / 1K tokens Input · Cache write, 1 hour **—** / 1K tokens |

Ailoot reserves an estimated amount before a request. After the result, it settles the final charge from measured usage. Streaming settlement uses the final usage record. [How reservation and settlement work →](https://ailoot.ai/docs/en/billing/reserve/)

### Example requests

#### Ailoot Ultra · OpenAI Chat

curl · create once and retain the complete result

```bash
set -eu
: "${AILOOT_API_KEY:?Set your Ailoot API key}"
export AILOOT_API_KEY
python3 - <<'PY_REQUEST'
import json,os
from pathlib import Path
p=json.loads('{"model": "KAT-Coder-Exp-72B-1010", "messages": [{"role": "user", "content": "Explain how a rainbow forms."}]}')

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
# Submit once. Retain the complete result, original identifiers and every response header.
```

### Receive and save results

#### Ailoot Ultra · OpenAI Chat

JSON or SSE

##### Keep all completed results

Keep every complete returned response, file and content part.

Retain every content block, tool-call ID, thinking signature when returned, all SSE deltas and complete usage. A first text fragment is not the whole result.

##### If the original response needs checking

Keep the original X-Client-Request-ID, response and headers. An unknown or result\_pending\_check outcome does not authorize a second creation.

Response fields

| Field | Type |
| --- | --- |
| Field`choices[]` | Typeobject |
| Field`usage` | Typeobject |

Errors and next steps

| Response | Condition | Next step |
| --- | --- | --- |
| Response400 · `invalid_request_error` | ConditionA required field, model selector, type or input representation is invalid. | Next stepInspect the returned validation detail before preparing a separate request. |
| Response`` | ConditionThe original request or result is unknown or requires a check. | Next stepKeep original identifiers and headers; read only supported status/library records. Do not submit creation again. |

### Aliases

#### Model aliases

**Ailoot Ultra** [`KAT-Coder-Exp-72B-1010`](https://ailoot.ai/models/en/#m=KAT-Coder-Exp-72B-1010&route=Ultra&caller=KAT-Coder-Exp-72B-1010&fmt=chat)

#### Method path aliases

`/chat/completions`

#### Related caller IDs

[`KAT-Coder-Exp-72B-1010`](https://ailoot.ai/models/en/#m=KAT-Coder-Exp-72B-1010&route=Ultra&caller=KAT-Coder-Exp-72B-1010&fmt=chat)

FAQ · KAT-Coder-Exp-72B-1010

What inputs and results are available?

`POST /v1/chat/completions` · `KAT-Coder-Exp-72B-1010`: `text`, `image` → `text`

Which fields does the request use?

`POST /v1/chat/completions` · `KAT-Coder-Exp-72B-1010`: `model`, `messages`, `stream`

Connect Ailoot to Claude Code, OpenCode, Hermes or your own app.

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Commercial application

Add text, image, video and audio generation to paid features in your service.

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## Ailoot · The company and its project portfolio





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The company and its project portfolio: millions of customers; monthly sales in the billions.





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