Guides to AI models and API integration
Guides to AI models, agents and the Ailoot API.
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- Create Images and Videos with an AI Agent: Higgsfield MCP in Claude CodeHow to connect Higgsfield MCP to Claude Code with one command, give the agent a task to create an image or video, and when to turn off the server to avoid using up limits.
- How to Read AI Coding Benchmarks and Avoid Picking a Paper WinnerWhat HumanEval and SWE-bench measure, and how to account for the agent wrapper, conditions, task freshness, variance, and cost when reading AI coding rankings.
- Claude subscription renewal in 2026: timing, cancellation, and refundPro and Max auto-renewal, billing date, reasons for plan downgrades, subscription cancellation, refunds, and access review terms.
- How to check AI-generated code if you can’t read code: 7 checks for non-programmers in 2026AI wrote the code, but you don’t know how to read it? A ready-to-use checklist of 7 checks and prompts to catch broken code and security holes before publication.
- How someone else’s repository hacks Claude Code in 2026: 7 protection rulesFour documented indirect prompt-injection paths through repositories, GitHub content, Sentry events, and MCP metadata, with primary research and practical containment limits.
- Astro Site Through Claude Code: From Folder to PublicationStep-by-step guide: how to build a site with Astro through Claude Code without knowing how to program. What to install, which command to use to create a project, and how to publish it for free.
- How to install Claude Code from the official websiteFor a Claude Code install terminal users can choose a native installer. The Claude Code install npm method requires Node.js 22 or later.
- Plugins for an AI agent Telegram bot: installation and checkingWhere a plugin is installed, how it differs from a skill and MCP, how to reload the agent, and how to check commands from Telegram.
- How to Choose Claude Code Skills in 2026: Context and SelectionHow to choose Claude Code skills: context budget, usage frequency, security, overlap, measurability, and a short list of vetted skills.
- How to Run Qwen Code in the Terminal and Set Up Edit ModeInstalling Qwen Code, launching it in a project, connecting a model through auth, Plan, Auto-Edit, Auto, and YOLO modes, a local model, and project protection.
- How to Configure Claude Code So It Doesn’t Break Your Project Overnight7 hooks, settings.json with permissions, and a 12-point checklist to leave Claude Code working overnight without losing .env or a database. Protection in 4 layers.
- AI Agents for Business in 2026: Which Tasks Can You Really Hand Off?Three task buckets: what an AI agent for business handles end to end, what it can do under supervision, and what it consistently fails at. Anthropic's figures and a one-week test.
- Which Claude plan to choose in 2026: Free, Pro, or MaxClaude plans in 2026: what the free plan offers, how Pro at 20 dollars differs from Max at 100, what the 5x and 20x limits mean, and which one to choose.
- VPN and Access to Claude: Regions, Connection, and Service RulesAnthropic supported regions, network connection properties, error diagnostics, and service policy restrictions.
- New DeepSeek Models for Coding in 2026: Which One to ChooseDetailed overview: New DeepSeek models for coding in 2026: which one to choose.
- AI API pricing comparison: chart of selected modelsCompare API prices of GPT-6 Astra, Claude Opus 5.5, Fable 5.1, Sonnet 5 and GPT-6 Luna as of 23.09.2026; choose a model by task.
- Kimi Code: what it is, its official website, and how to install it on Windows and macOSKimi Code by Moonshot AI: a desktop app, CLI, and editor plugins. Installation on Windows and macOS, signing in with /login, and plans as of September 2026.
- Kimi Code Never Ask: modes and dangerous commandsIn Never Ask mode, Kimi Code runs rm -rf and shutdown without asking. How do the 3 modes differ, and how can you prohibit a dangerous command in config.toml?
- Kimi K3 in practice: hands-on experience and a comparison with Claude CodeSpeed, token usage, caching, and compatibility with multi-agent setups: the author’s personal experience and published independent benchmarks.
- Kimi K3 and Claude Code: Comparison, Cost, and SetupFrontend and intelligence benchmarks, API pricing, caching, open-weight limitations, and connecting Kimi to Claude Code through environment variables.
- One-Person Business: How to Replace Staff with AI in 2026How to divide roles between a person and AI agents, start with one process, retain accountability, and assess the costs of a one-person business.
- Where Tokens Go in Claude Code: 9 Loss Patterns and How to Fix Them in 2026Where context leaks in Claude Code before Claude sees the prompt: CLAUDE.md, MCP, history — and how to fix 9 leaks.
- Claude Code overnight: loop engineering and Ralph Loop in 2026How to run Claude Code in an autonomous loop: Ralph Loop, /loop, /goal, /batch. Ready-to-use scenarios and protection against burning through tokens in 2026.
- Lovable vs Claude Code in 2026: which should you choose for your first project?Lovable and Claude Code: prices, who each is suited for, and pitfalls. A decision table and a workflow where Lovable draws the skeleton and Claude Code refines the logic.
- How to Turn PDF and Word Files into Text for AI: Microsoft’s MarkItDownIn-depth review: How to turn PDF and Word files into text for AI: Microsoft’s MarkItDown.
- Multi-Agent Systems: What They Are, in Plain Language, in 2026Multi-agent systems in plain language: how several AI agents differ from one, how an orchestrator and workers operate, and when the combination pays off.
- OpenClaw: what it is, how to install it, and connect it to TelegramOpenClaw in plain language: what this personal AI assistant is, how to install it on Windows, macOS, and Linux, choose a model, and connect Telegram.
- OpenClaw or Hermes Agent: a task-based comparisonMessengers, memory, skills, models, installation, and security: a comparison of OpenClaw and Hermes Agent and how they work together.
- Plan Mode in Claude Code: Step-by-Step Guide and 4 Phases in 2026Plan Mode in Claude Code: what it is, how to enable it with Shift+Tab, Anthropic’s 4 phases, ready-to-use prompt templates, and the /goal command for autonomous overnight tasks.
- Why AI tools become frustrating: a practical learning mapAn author’s four-stage learning metaphor, practical workflow signs, and a three-pillar experiment for making progress on one AI-assisted project.
- AI Agent Skills, Subagents, MCP, and Plugins in Claude Code: Which to ChooseSkills, subagents, MCP, and plugins are four layers of Claude Code extensions. I explain when to use each, with a ready-made decision matrix and project examples.
- Claude Pro and Max Limits: Usage Windows and /usageFive-hour, weekly, and model-specific limits, Pro/Max comparison, cache, extra usage, and how to check your plan in your own /usage panel.
- Claude Code Pricing Model: Choosing Sonnet, Opus, and EffortModels and effort levels, the model and fast commands, historical USD calculations, caching, opusplan, and practical presets. Rates and updates for September 2026.
- How to Set Up Spec Kit in Claude Code in 2026: Specifications Instead of PromptsHow to set up GitHub Spec Kit in Claude Code: 4 phases—Specify, Plan, Tasks, Implement. Here’s what replaces improvised vibe coding.
- Money was charged, but Claude Pro didn’t appear: what to doPaid for Claude Pro, but the subscription didn’t appear? I look at five reasons your money may have gone, how to check the payment, and how to get the charge refunded if Pro still hasn’t activated.
- Claude Code Subagents: Structure, Five Roles, and OrchestrationAgent file, description, five complete templates, parallel execution, Managed Agents, limitations and cost with examples preserved.
- How to Replace a Narrow SaaS Subscription with Your Own AI-Built ToolA build-versus-buy guide for a narrow SaaS tool: select essential features, estimate hosting, model and maintenance costs, and test alongside the existing service.
- Vercel: Environment Variables Without .env in GitEnvironment Variables, Development/Preview/Production, a new deployment, and safely checking keys in Next.js without passing secrets to the browser.
- OpenAI API Organization Verification: Documents and Rejected ApplicationsOrganization and identity verification for the OpenAI API: physical documents, supported countries, company information, reasons for rejection, and rules for re-verification.
- How to Get a Refund for a Claude Subscription and Stop ChargesCheck eligibility for a Claude refund, support, the App Store and Google Play, subscription cancellation, a bank dispute, and separate usage charges.
- How to delegate a large task in Claude Code using nested subagentsIn v2.1.172, Anthropic enabled Claude Code subagents to spawn their own subagents up to 5 levels deep. Instructions on delegating a large task.
- A Second Brain in Claude Code: How to Build the Structure in an HourHow to build a second brain for Claude Code: a memory hierarchy, a five-part folder structure, and git so the agent remembers everything about your project between sessions.
- Windsurf Becomes Devin Desktop: Migration and the New AgentTransition dates, Cascade EOL, Devin Local, Agent Command Center, ACP, configuration rules, and migration checks, including unresolved CI invocation requirements.
- Windsurf vs Claude Code in 2026: Which Should a Vibe Coder Choose?Detailed comparison: Windsurf vs Claude Code in 2026: which should a vibe coder choose?
- Claude account blocked: what to do and how to appealWhat to do if Claude has blocked your account: how to export chats, submit an appeal through the form on claude.ai, what not to do, and how to preserve projects.
- ZCode: a desktop alternative to Claude Code on GLM-5.2Installing ZCode from zcode.z.ai, five days of access without a card, GLM-5.2 plans, comparison with Claude, and data security limitations.
- How to build a live business dashboard in ClaudeConnectors, Cowork, and published artifacts: a ready-to-use dashboard prompt, metrics, limitations, and read-only access.
- Claude session key: risks and revoking accessHow a session key differs from a password and an API key, what it opens, how to check an extension, and how to close other sessions. With examples and links to the rules.
- Claude Account: Reasons for Suspension and the Appeals ProcessAnthropic rules, access sharing, automation, suspicious payments, account protection, and appeals. Links to the original terms and restrictions.
- Claude Code deletes history after 30 days: how to save itWhere Claude Code sessions are stored, how to configure cleanupPeriodDays, and how to organize an external archive using rsync, launchd, or cron.
- What Is AGENTS.md and How to Write Your Own in 30 MinutesAGENTS.md format, support in AI tools, a ready-made template, rules, and mistakes. How to coordinate AGENTS.md with CLAUDE.md and other instruction files.
- Qwen Code: plans, payment requirements, and key formatsCoding Plan, Token Plan, and pay-as-you-go: Qwen Code prices, Alibaba Cloud requirements, key and endpoint matching, and errors after payment.
- Claude Code Remote Control: How to Code from Your Phone with a QR Code in 2026Step-by-step instructions for connecting Claude Code to your phone using /rc and a QR code. Commands, limits, security, and 6 common first-run bugs.
- Claude Code MCP configuration file: project scope and 7 serversClaude Code MCP config file location: choose project scope for .mcp.json, connect servers with claude mcp add, and verify them in /mcp.
- Qwen Code and Qwen 3.7-max: setting up Token PlanInstalling Qwen Code on Node.js 22, connecting the international Token Plan, and three pitfalls that cause 401 errors: the API address, the key, and seat assignment.
- Paying for vibe-coding tools: methods and limitationsFree AI tool options, original USD prices, limits, and differences between access and payment.
- Codex alternatives in 2026: replacing OpenAI’s terminal agent to suit your taskWhat to replace OpenAI Codex with in 2026: Claude Code, Gemini CLI, Qwen Code, OpenCode, and Aider. Differences in models, payment, and code openness; choosing for your task.
- AI Agent GitHub Copilot: Free Access, Features, and LimitsGitHub Copilot Free in 2026: Free limits, differences between Pro, Pro+, and Max, and the terms for free Pro.
- What’s Free in Microsoft Copilot in 2026 and What You’ll Have to Pay ForFree Microsoft Copilot, Copilot Pro, and Microsoft 365 Copilot: features, prices, and differences; priority, Office, and subscription payment restrictions.