Source: https://ailoot.ai/blog/en/page/2/ Canonical: https://ailoot.ai/blog/en/page/2/ Language: en # Guides to AI models and API integration Guides to AI models, agents and the Ailoot API. - [**Hermes profiles: separate personal and work agents** How to create personal and work profiles in Hermes Agent without cloning, configure each separately, and check their paths. Profile boundaries: memory, sessions, files, and accounts.](https://ailoot.ai/blog/en/hermes-profiles-personal-work/) - [**Create Images and Videos with an AI Agent: Higgsfield MCP in Claude Code** How 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.](https://ailoot.ai/blog/en/higgsfield-mcp-claude-code/) - [**How to Read AI Coding Benchmarks and Avoid Picking a Paper Winner** What HumanEval and SWE-bench measure, and how to account for the agent wrapper, conditions, task freshness, variance, and cost when reading AI coding rankings.](https://ailoot.ai/blog/en/read-ai-coding-benchmarks/) - [**Claude subscription renewal in 2026: timing, cancellation, and refund** Pro and Max auto-renewal, billing date, reasons for plan downgrades, subscription cancellation, refunds, and access review terms.](https://ailoot.ai/blog/en/claude-subscription-renewal-cancellation/) - [**How to check AI-generated code if you can’t read code: 7 checks for non-programmers in 2026** AI 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.](https://ailoot.ai/blog/en/check-ai-generated-code/) - [**How someone else’s repository hacks Claude Code in 2026: 7 protection rules** Four documented indirect prompt-injection paths through repositories, GitHub content, Sentry events, and MCP metadata, with primary research and practical containment limits.](https://ailoot.ai/blog/en/malicious-repository-claude-code/) - [**Astro Site Through Claude Code: From Folder to Publication** Step-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.](https://ailoot.ai/blog/en/astro-site-with-claude-code/) - [**How to install Claude Code from the official website** For a Claude Code install terminal users can choose a native installer. The Claude Code install npm method requires Node.js 22 or later.](https://ailoot.ai/blog/en/install-claude-code/) - [**Plugins for an AI agent Telegram bot: installation and checking** Where a plugin is installed, how it differs from a skill and MCP, how to reload the agent, and how to check commands from Telegram.](https://ailoot.ai/blog/en/telegram-ai-agent-plugins/) - [**How to Choose Claude Code Skills in 2026: Context and Selection** How to choose Claude Code skills: context budget, usage frequency, security, overlap, measurability, and a short list of vetted skills.](https://ailoot.ai/blog/en/choose-claude-code-skills/) - [**How to Run Qwen Code in the Terminal and Set Up Edit Mode** Installing 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.](https://ailoot.ai/blog/en/qwen-code-terminal-auto-edit/) - [**How to Configure Claude Code So It Doesn’t Break Your Project Overnight** 7 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.](https://ailoot.ai/blog/en/claude-code-safe-overnight-setup/) - [**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.](https://ailoot.ai/blog/en/business-tasks-for-ai-agents/) - [**Which Claude plan to choose in 2026: Free, Pro, or Max** Claude 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.](https://ailoot.ai/blog/en/which-claude-plan/) - [**VPN and Access to Claude: Regions, Connection, and Service Rules** Anthropic supported regions, network connection properties, error diagnostics, and service policy restrictions.](https://ailoot.ai/blog/en/claude-vpn-regional-access/) - [**New DeepSeek Models for Coding in 2026: Which One to Choose** Detailed overview: New DeepSeek models for coding in 2026: which one to choose.](https://ailoot.ai/blog/en/deepseek-coding-models/) - [**AI API pricing comparison: chart of selected models** Compare 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.](https://ailoot.ai/blog/en/ai-model-for-each-task/) - [**Kimi Code: what it is, its official website, and how to install it on Windows and macOS** Kimi 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.](https://ailoot.ai/blog/en/kimi-code-install/) - [**Kimi Code Never Ask: modes and dangerous commands** In 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?](https://ailoot.ai/blog/en/kimi-code-never-ask-mode/) - [**Kimi K3 in practice: hands-on experience and a comparison with Claude Code** Speed, token usage, caching, and compatibility with multi-agent setups: the author’s personal experience and published independent benchmarks.](https://ailoot.ai/blog/en/kimi-k3-hands-on-review/) - [**Kimi K3 and Claude Code: Comparison, Cost, and Setup** Frontend and intelligence benchmarks, API pricing, caching, open-weight limitations, and connecting Kimi to Claude Code through environment variables.](https://ailoot.ai/blog/en/kimi-k3-vs-claude-code/) - [**One-Person Business: How to Replace Staff with AI in 2026** How to divide roles between a person and AI agents, start with one process, retain accountability, and assess the costs of a one-person business.](https://ailoot.ai/blog/en/one-person-company-ai-agents/) - [**Where Tokens Go in Claude Code: 9 Loss Patterns and How to Fix Them in 2026** Where context leaks in Claude Code before Claude sees the prompt: CLAUDE.md, MCP, history — and how to fix 9 leaks.](https://ailoot.ai/blog/en/where-claude-code-tokens-go/) - [**Claude Code overnight: loop engineering and Ralph Loop in 2026** How 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.](https://ailoot.ai/blog/en/claude-code-loop-engineering/) - [**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.](https://ailoot.ai/blog/en/lovable-vs-claude-code-2026/) - [**How to Turn PDF and Word Files into Text for AI: Microsoft’s MarkItDown** In-depth review: How to turn PDF and Word files into text for AI: Microsoft’s MarkItDown.](https://ailoot.ai/blog/en/markitdown-pdf-word-to-text/) - [**Multi-Agent Systems: What They Are, in Plain Language, in 2026** Multi-agent systems in plain language: how several AI agents differ from one, how an orchestrator and workers operate, and when the combination pays off.](https://ailoot.ai/blog/en/multi-agent-systems/) - [**OpenClaw: what it is, how to install it, and connect it to Telegram** OpenClaw in plain language: what this personal AI assistant is, how to install it on Windows, macOS, and Linux, choose a model, and connect Telegram.](https://ailoot.ai/blog/en/openclaw-install-telegram/) - [**OpenClaw or Hermes Agent: a task-based comparison** Messengers, memory, skills, models, installation, and security: a comparison of OpenClaw and Hermes Agent and how they work together.](https://ailoot.ai/blog/en/openclaw-vs-hermes-agent/) - [**Plan Mode in Claude Code: Step-by-Step Guide and 4 Phases in 2026** Plan 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.](https://ailoot.ai/blog/en/claude-code-plan-mode/) - [**Why AI tools become frustrating: a practical learning map** An author’s four-stage learning metaphor, practical workflow signs, and a three-pillar experiment for making progress on one AI-assisted project.](https://ailoot.ai/blog/en/why-you-quit-ai-tools/) - [**AI Agent Skills, Subagents, MCP, and Plugins in Claude Code: Which to Choose** Skills, 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.](https://ailoot.ai/blog/en/skills-subagents-mcp-plugins-claude-code/) - [**Claude Pro and Max Limits: Usage Windows and /usage** Five-hour, weekly, and model-specific limits, Pro/Max comparison, cache, extra usage, and how to check your plan in your own /usage panel.](https://ailoot.ai/blog/en/claude-pro-max-usage-limits/) - [**Claude Code Pricing Model: Choosing Sonnet, Opus, and Effort** Models and effort levels, the model and fast commands, historical USD calculations, caching, opusplan, and practical presets. Rates and updates for September 2026.](https://ailoot.ai/blog/en/claude-code-model-effort-sonnet-opus/) - [**How to Set Up Spec Kit in Claude Code in 2026: Specifications Instead of Prompts** How to set up GitHub Spec Kit in Claude Code: 4 phases—Specify, Plan, Tasks, Implement. Here’s what replaces improvised vibe coding.](https://ailoot.ai/blog/en/spec-kit-claude-code-spec-driven-development/) - [**Money was charged, but Claude Pro didn’t appear: what to do** Paid 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.](https://ailoot.ai/blog/en/claude-pro-payment-not-activated/) - [**Claude Code Subagents: Structure, Five Roles, and Orchestration** Agent file, description, five complete templates, parallel execution, Managed Agents, limitations and cost with examples preserved.](https://ailoot.ai/blog/en/claude-code-subagents/) - [**How to Replace a Narrow SaaS Subscription with Your Own AI-Built Tool** A build-versus-buy guide for a narrow SaaS tool: select essential features, estimate hosting, model and maintenance costs, and test alongside the existing service.](https://ailoot.ai/blog/en/own-service-instead-of-claude-code-subscription/) - [**Vercel: Environment Variables Without .env in Git** Environment Variables, Development/Preview/Production, a new deployment, and safely checking keys in Next.js without passing secrets to the browser.](https://ailoot.ai/blog/en/vercel-environment-variables/) - [**OpenAI API Organization Verification: Documents and Rejected Applications** Organization and identity verification for the OpenAI API: physical documents, supported countries, company information, reasons for rejection, and rules for re-verification.](https://ailoot.ai/blog/en/openai-api-organization-verification/) - [**How to Get a Refund for a Claude Subscription and Stop Charges** Check eligibility for a Claude refund, support, the App Store and Google Play, subscription cancellation, a bank dispute, and separate usage charges.](https://ailoot.ai/blog/en/claude-subscription-refund-cancel/) - [**How to delegate a large task in Claude Code using nested subagents** In v2.1.172, Anthropic enabled Claude Code subagents to spawn their own subagents up to 5 levels deep. Instructions on delegating a large task.](https://ailoot.ai/blog/en/claude-code-nested-subagents/) - [**A Second Brain in Claude Code: How to Build the Structure in an Hour** How 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.](https://ailoot.ai/blog/en/claude-code-second-brain/) - [**Windsurf Becomes Devin Desktop: Migration and the New Agent** Transition dates, Cascade EOL, Devin Local, Agent Command Center, ACP, configuration rules, and migration checks, including unresolved CI invocation requirements.](https://ailoot.ai/blog/en/windsurf-devin-desktop-migration/) - [**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?](https://ailoot.ai/blog/en/windsurf-vs-claude-code/) - [**Claude account blocked: what to do and how to appeal** What 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.](https://ailoot.ai/blog/en/claude-account-blocked/) - [**ZCode: a desktop alternative to Claude Code on GLM-5.2** Installing ZCode from zcode.z.ai, five days of access without a card, GLM-5.2 plans, comparison with Claude, and data security limitations.](https://ailoot.ai/blog/en/zcode-claude-code-alternative/) - [**How to build a live business dashboard in Claude** Connectors, Cowork, and published artifacts: a ready-to-use dashboard prompt, metrics, limitations, and read-only access.](https://ailoot.ai/blog/en/claude-live-business-dashboard/) - [**Claude session key: risks and revoking access** How 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.](https://ailoot.ai/blog/en/claude-session-key-security/) - [**Claude Account: Reasons for Suspension and the Appeals Process** Anthropic rules, access sharing, automation, suspicious payments, account protection, and appeals. Links to the original terms and restrictions.](https://ailoot.ai/blog/en/claude-account-suspension-appeal/) - [**Claude Code deletes history after 30 days: how to save it** Where Claude Code sessions are stored, how to configure cleanupPeriodDays, and how to organize an external archive using rsync, launchd, or cron.](https://ailoot.ai/blog/en/claude-code-history-30-days/) - [**What Is AGENTS.md and How to Write Your Own in 30 Minutes** AGENTS.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.](https://ailoot.ai/blog/en/agents-md-guide-template/) - [**Qwen Code: plans, payment requirements, and key formats** Coding Plan, Token Plan, and pay-as-you-go: Qwen Code prices, Alibaba Cloud requirements, key and endpoint matching, and errors after payment.](https://ailoot.ai/blog/en/qwen-code-plans-payment/) - [**Claude Code Remote Control: How to Code from Your Phone with a QR Code in 2026** Step-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.](https://ailoot.ai/blog/en/claude-code-remote-control-phone/) - [**Claude Code MCP configuration file: project scope and 7 servers** Claude Code MCP config file location: choose project scope for .mcp.json, connect servers with claude mcp add, and verify them in /mcp.](https://ailoot.ai/blog/en/mcp-servers-claude-code/) - [**Qwen Code and Qwen 3.7-max: setting up Token Plan** Installing 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.](https://ailoot.ai/blog/en/qwen-code-token-plan-setup/) - [**Paying for vibe-coding tools: methods and limitations** Free AI tool options, original USD prices, limits, and differences between access and payment.](https://ailoot.ai/blog/en/payment-ai-coding-tools/) - [**Codex alternatives in 2026: replacing OpenAI’s terminal agent to suit your task** What 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.](https://ailoot.ai/blog/en/codex-alternatives/) - [**AI Agent GitHub Copilot: Free Access, Features, and Limits** GitHub Copilot Free in 2026: Free limits, differences between Pro, Pro+, and Max, and the terms for free Pro.](https://ailoot.ai/blog/en/github-copilot-free-plan/) - [**What’s Free in Microsoft Copilot in 2026 and What You’ll Have to Pay For** Free Microsoft Copilot, Copilot Pro, and Microsoft 365 Copilot: features, prices, and differences; priority, Office, and subscription payment restrictions.](https://ailoot.ai/blog/en/microsoft-copilot-free-plan/) ## Ailoot · The company and its project portfolio Ailoot combines established operating experience, a large client base, stable service and ongoing KPI control. The company and its project portfolio: millions of customers; monthly sales in the billions. Ailoot brings that operating experience to API access for AI features in customer products, agents, applications and automations.