Ofox.ai - AI API aggregation platform. Latest updates, tutorials, and insights on AI development.https://ofox.io/https://ofox.io/blog/ai-api-aggregation-access-every-model-one-endpoint/https://ofox.io/blog/ai-api-aggregation-access-every-model-one-endpoint/Juggling Claude, GPT, Gemini, and DeepSeek APIs is tedious. AI API aggregation unifies keys, SDKs, and billing into one endpoint. Here's how it works and what to look for.Sun, 29 Mar 2026 00:00:00 GMThttps://ofox.io/blog/ai-api-pricing-comparison-2026/https://ofox.io/blog/ai-api-pricing-comparison-2026/A verified per-million-token price comparison across OpenAI, Anthropic, Google, xAI, DeepSeek, Moonshot, Alibaba, Mistral and Meta as of May 2026 — with cache and batch math, not just sticker prices.Tue, 26 May 2026 00:00:00 GMThttps://ofox.io/blog/ai-model-rankings-may-2026/https://ofox.io/blog/ai-model-rankings-may-2026/A May 2026 snapshot of the top large language models ranked across three axes that actually matter: SWE-bench coding, GPQA Diamond reasoning, and real price per million tokens.Tue, 19 May 2026 00:00:00 GMThttps://ofox.io/blog/ai-video-generation-apis-sora-veo-kling-compared-2026/https://ofox.io/blog/ai-video-generation-apis-sora-veo-kling-compared-2026/Hands-on API comparison: Sora 2 Pro for photorealism, Veo 3.1 for 4K + native audio, Kling 2.6 Pro for lip-sync. Find which fits your pipeline.Wed, 06 May 2026 00:00:00 GMThttps://ofox.io/blog/apple-foundation-models-3-wwdc-2026-developer-read/https://ofox.io/blog/apple-foundation-models-3-wwdc-2026-developer-read/Apple's AFM 3 lineup at WWDC 2026 — five models, a 20B sparse on-device LLM built on Instruction-Following Pruning, and a Private Cloud Compute extension to NVIDIA GPUs in Google Cloud. What's verified, what's spin, and what it changes for developers.Tue, 09 Jun 2026 00:00:00 GMThttps://ofox.io/blog/30-dollar-ai-coding-stack-setup-guide-2026/https://ofox.io/blog/30-dollar-ai-coding-stack-setup-guide-2026/Stop paying for throttled AI access. This guide breaks down a $30/month stack using open-source CLIs, API gateway, and tiered model routing to match $200 subscription workflows.Tue, 12 May 2026 00:00:00 GMThttps://ofox.io/blog/agentic-coding-claude-codex-gemini-cursor-2026/https://ofox.io/blog/agentic-coding-claude-codex-gemini-cursor-2026/The four agentic coding CLIs that actually matter in mid-2026 — Claude Code, Codex CLI, Gemini CLI, and Cursor Agent — compared by autonomy depth, where the agent runs, and which workflow each one wins. Includes the Gemini-to-Antigravity transition you need to plan around.Mon, 25 May 2026 00:00:00 GMThttps://ofox.io/blog/ai-tools-api-configuration-guide-2026/https://ofox.io/blog/ai-tools-api-configuration-guide-2026/Step-by-step setup for five AI tools using a single OfoxAI endpoint. Connect GPT, Claude, Gemini and more. Includes a universal config principle for any tool.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/blog/ai-api-error-handling-troubleshooting-guide-2026/https://ofox.io/blog/ai-api-error-handling-troubleshooting-guide-2026/Fix AI API errors fast. Covers 429 rate limits, 401 auth, 500 failures with Python code for exponential backoff, multi-model fallback, and circuit breaker patterns.Mon, 09 Mar 2026 00:00:00 GMThttps://ofox.io/blog/ai-agent-development-python-guide-2026/https://ofox.io/blog/ai-agent-development-python-guide-2026/Build production-ready AI agents in Python without frameworks. Covers function calling, ReAct pattern, memory, multi-tool orchestration, and complete working code using the OpenAI SDK.Sun, 08 Mar 2026 00:00:00 GMThttps://ofox.io/blog/best-ai-model-for-ocr-2026/https://ofox.io/blog/best-ai-model-for-ocr-2026/GLM-OCR scored 94.62, Gemini 3.1 Pro 90.33, Claude Opus 4.6 87.1 on OmniDocBench. Per-page cost gap: 167×. Decision matrix for invoices, handwriting, tables, long PDFs.Tue, 07 Apr 2026 00:00:00 GMThttps://ofox.io/blog/best-ai-models-complete-guide-2026/https://ofox.io/blog/best-ai-models-complete-guide-2026/Comprehensive ranking of the best AI models in 2026 — Claude Opus 4.6, GPT-5.4, Gemini 3.1 Pro, DeepSeek V3.2, and more. Real benchmarks, pricing, and when to use each model.Sun, 03 May 2026 00:00:00 GMThttps://ofox.io/blog/best-ai-model-for-agents-2026/https://ofox.io/blog/best-ai-model-for-agents-2026/We compare Claude Opus 4.6, GPT-5.4, Gemini 3.1 Pro, and Grok 4 for AI agent workloads. Covers tool use, multi-step reasoning, reliability, cost, and which model to pick for different agent types.Sat, 04 Apr 2026 00:00:00 GMThttps://ofox.io/blog/best-llm-for-coding-ranked-real-use-2026/https://ofox.io/blog/best-llm-for-coding-ranked-real-use-2026/Claude Opus 4.7, GPT-5.5, DeepSeek V4, and Gemini 3.1 Pro ranked for coding tasks. Real pricing, context windows, and when each model wins.Thu, 30 Apr 2026 00:00:00 GMThttps://ofox.io/blog/cc-switch-install-multi-cli-setup-2026/https://ofox.io/blog/cc-switch-install-multi-cli-setup-2026/CC Switch v3.16.1 controls 7 AI CLIs — Claude Code, Codex, Gemini CLI, OpenCode, OpenClaw, Hermes Agent, Claude Desktop — via system tray. 50+ provider presets, 10-min install on macOS/Windows/Linux.Fri, 05 Jun 2026 00:00:00 GMThttps://ofox.io/blog/best-llm-coding-by-task-decision-matrix/https://ofox.io/blog/best-llm-coding-by-task-decision-matrix/Claude Opus 4.6, GPT-5.5, Gemini 3.1 Pro, DeepSeek V4 Flash ranked across 10 coding sub-tasks. One model per row, May 2026 pricing, plus a 5-question self-assessment.Sun, 10 May 2026 00:00:00 GMThttps://ofox.io/blog/cherry-studio-api-configuration-guide-2026/https://ofox.io/blog/cherry-studio-api-configuration-guide-2026/Configure Cherry Studio with a custom API provider. Covers OpenAI and Anthropic protocols, multi-model comparison, RAG knowledge base setup, and troubleshooting.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/blog/claude-api-error-529-overloaded-fix-2026/https://ofox.io/blog/claude-api-error-529-overloaded-fix-2026/Claude 529 hit 4x in 2026 (3h+ outage Mar 18). 8 tier-ranked fixes: exponential backoff + sub-200ms failover to GPT-5 or Qwen-3.7-Max. Python & Node included.Mon, 08 Jun 2026 00:00:00 GMThttps://ofox.io/blog/claude-api-pricing-complete-breakdown-2026/https://ofox.io/blog/claude-api-pricing-complete-breakdown-2026/Every Claude model's real cost per token, with a comparison table, prompt caching math, and a decision guide for picking the right tier. Prices verified from ofox.ai, April 2026.Mon, 20 Apr 2026 00:00:00 GMThttps://ofox.io/blog/best-ai-model-for-coding-2026/https://ofox.io/blog/best-ai-model-for-coding-2026/Claude Opus 4.6, GPT-5.4, Gemini 3.1 Pro, and DeepSeek V4 tested on real tasks. Learn which model wins at refactoring, debugging, and agentic workflows — and when to use each.Thu, 02 Apr 2026 00:00:00 GMThttps://ofox.io/blog/claude-code-hooks-subagents-skills-complete-guide-2026/https://ofox.io/blog/claude-code-hooks-subagents-skills-complete-guide-2026/Master Claude Code's three extensibility layers: lifecycle hooks for deterministic control, subagents for parallel tasks, and skills for reusable workflows.Fri, 24 Apr 2026 00:00:00 GMThttps://ofox.io/blog/claude-code-hybrid-routing-pattern-2026/https://ofox.io/blog/claude-code-hybrid-routing-pattern-2026/85% of Claude Code tokens don't need Opus. Route only the hard tasks through Opus, delegate the rest, and replace a $200 Max plan with $30/month using ofox, OpenRouter, LiteLLM, or a DIY proxy.Wed, 06 May 2026 00:00:00 GMThttps://ofox.io/blog/claude-code-ofoxai-configuration-guide-2026/https://ofox.io/blog/claude-code-ofoxai-configuration-guide-2026/Step-by-step configuration to point Claude Code at OfoxAI: install the CLI, add OfoxAI as a provider in CC Switch, verify with /status, plus Skills and CCometixLine setup.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/blog/claude-code-safety-prevent-accidental-file-deletion/https://ofox.io/blog/claude-code-safety-prevent-accidental-file-deletion/Stop Claude Code from deleting your files. Real incidents, hook scripts, permission deny rules, git worktree isolation, and Anthropic's 2025 sandbox—configure all four.Wed, 13 May 2026 00:00:00 GMThttps://ofox.io/blog/claude-code-source-leak-what-512k-lines-reveal-2026/https://ofox.io/blog/claude-code-source-leak-what-512k-lines-reveal-2026/Anthropic accidentally shipped Claude Code v2.1.88's full source via npm. The 512,000-line leak reveals a 3-layer memory system, multi-agent models, and 44 hidden feature flags.Wed, 01 Apr 2026 00:00:00 GMThttps://ofox.io/blog/claude-code-switch-tutorial-2026/https://ofox.io/blog/claude-code-switch-tutorial-2026/Route Claude Code through DeepSeek, OpenAI, or OpenRouter by changing two env variables. Covers 4 backend configs, shell aliases, and pitfalls that break tool calls.Fri, 08 May 2026 00:00:00 GMThttps://ofox.io/blog/claude-code-token-optimization-2026/https://ofox.io/blog/claude-code-token-optimization-2026/Five Claude Code optimization techniques that actually move the needle: cache TTL discipline, /compact and /clear, Sonnet-default routing, isolated subagents, and trimming MCP tool bloat.Wed, 13 May 2026 00:00:00 GMThttps://ofox.io/blog/claude-code-vs-codex-cli-vs-cursor-vs-deepseek-tui-2026/https://ofox.io/blog/claude-code-vs-codex-cli-vs-cursor-vs-deepseek-tui-2026/Four serious coding agents, four philosophies. We compare Claude Code, Codex CLI, Cursor, and DeepSeek TUI on price, quality, daily-driver feel, and where each one breaks. Picked one already? Skip to the use-case matrix.Tue, 12 May 2026 00:00:00 GMThttps://ofox.io/blog/claude-go-to-sleep-bug-explained-2026/https://ofox.io/blog/claude-go-to-sleep-bug-explained-2026/Claude has been telling developers to go to bed mid-debug. Here is what Anthropic actually said about it, why the model does it, and the five-line fix that makes it stop.Mon, 18 May 2026 00:00:00 GMThttps://ofox.io/blog/claude-haiku-4-api-budget-developer-guide-2026/https://ofox.io/blog/claude-haiku-4-api-budget-developer-guide-2026/Claude Haiku 4 costs description: /M tokens and handles 70% of production tasks at 20% of the cost. Real benchmarks, code examples, and a tiering strategy to cut AI spend by 80%.Sat, 25 Apr 2026 00:00:00 GMThttps://ofox.io/blog/claude-haiku-4-vs-gpt-5-4-mini-budget-models-english-2026/https://ofox.io/blog/claude-haiku-4-vs-gpt-5-4-mini-budget-models-english-2026/Compare Claude Haiku 4.5 and GPT-5.4 Mini on pricing, speed, and code quality. Learn how routing tasks between both models cuts API costs by 60-70%.Wed, 29 Apr 2026 00:00:00 GMThttps://ofox.io/blog/claude-max-throttling-may-2026/https://ofox.io/blog/claude-max-throttling-may-2026/Anthropic confirmed peak-hour throttling, two cache bugs that inflate token bills 10–20×, and a v2.1.100 client that burns 40% more tokens. Here is what actually happened to Claude Max plans between March 23 and May 6, told through GitHub issues, Reddit threads, and the May 6 reversal announcement.Fri, 08 May 2026 00:00:00 GMThttps://ofox.io/blog/claude-opus-4-6-api-pricing-review-2026/https://ofox.io/blog/claude-opus-4-6-api-pricing-review-2026/An honest look at Claude Opus 4.6 after months of production use. Covers API pricing, where it genuinely outperforms GPT-5.4 and Gemini, where it doesn't, and the cheapest way to access it.Fri, 03 Apr 2026 00:00:00 GMThttps://ofox.io/blog/claude-opus-4-6-vs-gpt-5-5-vs-gemini-3-1-pro-reasoning-2026/https://ofox.io/blog/claude-opus-4-6-vs-gpt-5-5-vs-gemini-3-1-pro-reasoning-2026/Three reasoning tasks, three frontier models, one weekend of side-by-side runs. Opus 4.6 still leads on careful step-by-step logic, GPT-5.5 wins on speed-of-correct-answer, and Gemini 3.1 Pro delivers ~70% of the quality at one-third the price. Here is the breakdown — including why we tested 4.6 instead of 4.7.Sat, 09 May 2026 00:00:00 GMThttps://ofox.io/blog/claude-opus-4-7-api-review-upgrade-guide-2026/https://ofox.io/blog/claude-opus-4-7-api-review-upgrade-guide-2026/Claude Opus 4.7 lands April 16, 2026 with 87.6% SWE-bench, 3x better vision, and xhigh effort. Catch: new tokenizer raises real costs 5-35%. Migration checklist included.Sat, 18 Apr 2026 00:00:00 GMThttps://ofox.io/blog/claude-opus-4-7-production-reliability-fix-2026/https://ofox.io/blog/claude-opus-4-7-production-reliability-fix-2026/Opus 4.7 hit two May 2026 error windows plus 529 overloaded errors. Get the retry/fallback pattern and migration plan to Opus 4.8 — same $5/$25 price, 69.2% SWE-bench Pro.Fri, 29 May 2026 00:00:00 GMThttps://ofox.io/blog/claude-opus-4-8-release-review-2026/https://ofox.io/blog/claude-opus-4-8-release-review-2026/Claude Opus 4.8 launches May 28, 2026 at 4.7 pricing: 1890 Elo on GDPval-AA, 69.2% SWE-bench Pro, 35% fewer tokens, and new Fast Mode explained.Fri, 29 May 2026 00:00:00 GMThttps://ofox.io/blog/claude-vs-gpt-vs-gemini-model-comparison-guide-2026/https://ofox.io/blog/claude-vs-gpt-vs-gemini-model-comparison-guide-2026/Practical guide to choosing between Claude 4, GPT-5, and Gemini 3 in 2026. Covers strengths, pricing, and a decision framework for coding, writing, vision, and long-context tasks.Fri, 27 Mar 2026 00:00:00 GMThttps://ofox.io/blog/cline-vscode-ai-api-configuration-guide-2026/https://ofox.io/blog/cline-vscode-ai-api-configuration-guide-2026/Configure Cline (formerly Claude Dev) in VS Code with a custom API. Covers OpenAI Compatible and Anthropic Provider methods, model selection, and troubleshooting.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/blog/codex-chrome-extension-codex-app-2026/https://ofox.io/blog/codex-chrome-extension-codex-app-2026/OpenAI shipped the Codex Chrome extension May 7, 2026. Learn the install path, permissions model, best use cases, and what's still broken in week one.Sat, 16 May 2026 00:00:00 GMThttps://ofox.io/blog/codex-cli-config-toml-deep-dive/https://ofox.io/blog/codex-cli-config-toml-deep-dive/Complete reference for all Codex CLI config.toml sections — sandbox, approvals, permissions, MCP, hooks, OTEL — with surprising defaults and a layered config to paste and trim.Wed, 27 May 2026 00:00:00 GMThttps://ofox.io/blog/codex-cli-custom-model-providers-byo-setup/https://ofox.io/blog/codex-cli-custom-model-providers-byo-setup/Configure Codex CLI's [model_providers] block to switch between GPT-5.3 Codex, Claude Sonnet 4.6, and DeepSeek V3.2 — one config.toml, no env-var hacks.Tue, 19 May 2026 00:00:00 GMThttps://ofox.io/blog/codex-cli-real-world-coding-workflow/https://ofox.io/blog/codex-cli-real-world-coding-workflow/The real Codex CLI loop — AGENTS.md, plan mode, worktrees, GPT-5.5 vs GPT-5.4 Mini trade-offs, and the seven mistakes that waste your first week.Mon, 11 May 2026 00:00:00 GMThttps://ofox.io/blog/codex-command-not-found-fix-npm-install-2026/https://ofox.io/blog/codex-command-not-found-fix-npm-install-2026/Fix codex: command not found after npm install -g @openai/codex. Covers PATH, NVM, npm prefix, Volta, Node 16+, and Codex Desktop issue #13566. Verified on macOS 14, Ubuntu 24.04, WSL2.Thu, 04 Jun 2026 00:00:00 GMThttps://ofox.io/blog/codex-cli-api-configuration-guide-2026/https://ofox.io/blog/codex-cli-api-configuration-guide-2026/Set up OpenAI's Codex CLI with OfoxAI in minutes. Configure two environment variables, select your model, and generate code from your terminal.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/blog/codex-official-installation-complete/https://ofox.io/blog/codex-official-installation-complete/Install Codex CLI via npm, Homebrew, or binary. Covers API key vs ChatGPT auth, config.toml, approval modes, sandbox levels, AGENTS.md, and MCP servers.Sat, 16 May 2026 00:00:00 GMThttps://ofox.io/blog/codex-windows-wsl-installation/https://ofox.io/blog/codex-windows-wsl-installation/OpenAI recommends native Windows for Codex CLI, but WSL2 offers Linux's Landlock/seccomp sandbox. This guide covers both paths, sandbox differences, and OfoxAI routing.Sun, 17 May 2026 00:00:00 GMThttps://ofox.io/blog/cursor-claude-code-cline-custom-api-setup-2026/https://ofox.io/blog/cursor-claude-code-cline-custom-api-setup-2026/Configure custom API endpoints in Cursor, Claude Code, Cline, Windsurf, and Zed. Switch to any OpenAI-compatible provider, swap models freely, and unify billing.Sat, 14 Mar 2026 00:00:00 GMThttps://ofox.io/blog/codex-goal-mode-remote-computer-use-2026/https://ofox.io/blog/codex-goal-mode-remote-computer-use-2026/Goal Mode and Locked Computer Use went GA in Codex on May 21, 2026. Here is what they actually do, the safety model, and how to drive multi-day agentic coding without burning your budget.Thu, 28 May 2026 00:00:00 GMThttps://ofox.io/blog/codex-mobile-app-iphone-android-2026/https://ofox.io/blog/codex-mobile-app-iphone-android-2026/OpenAI shipped Codex inside the ChatGPT mobile app on May 14, 2026. Here is what it actually does, what it does not, and how it compares to Claude Code Remote Control.Thu, 28 May 2026 00:00:00 GMThttps://ofox.io/blog/deepseek-api-pricing-guide-2026/https://ofox.io/blog/deepseek-api-pricing-guide-2026/DeepSeek V4 Flash costs $0.14/M input tokens — 18× cheaper than GPT-5. V4 Pro at $0.435/M (75% off). Real cache hit math, monthly cost examples, and no Chinese phone number required via ofox.ai.Tue, 21 Apr 2026 00:00:00 GMThttps://ofox.io/blog/deepseek-r1-reasoning-api-production-english-2026/https://ofox.io/blog/deepseek-r1-reasoning-api-production-english-2026/Extract chain-of-thought at $0.28/M tokens — 9× cheaper than GPT-5. Learn to capture reasoning tokens, build agent loops, and deploy resilient pipelines with ofox.ai.Sun, 26 Apr 2026 00:00:00 GMThttps://ofox.io/blog/deepseek-v4-in-claude-code-real-cost/https://ofox.io/blog/deepseek-v4-in-claude-code-real-cost/DeepSeek V4 Flash vs Claude Opus 4.6 across 100M tokens: description: 0.52 vs $848/month. Real cache behavior, quality gaps, and 5 tasks where DeepSeek holds its own.Thu, 07 May 2026 00:00:00 GMThttps://ofox.io/blog/deepseek-v4-pro-vs-flash/https://ofox.io/blog/deepseek-v4-pro-vs-flash/V4 Flash is 12x cheaper than V4 Pro and nearly equal on bounded coding tasks. Learn which 3 task types expose the gap and how to cut your bill 80% by routing smartly.Sat, 09 May 2026 00:00:00 GMThttps://ofox.io/blog/deepseek-v4-release-guide-2026/https://ofox.io/blog/deepseek-v4-release-guide-2026/DeepSeek V4 lands same day as GPT-5.5: 1.6T-param Pro, 284B Flash, 1M context, open Apache 2.0 weights, and API pricing that undercuts GPT-5.5, Opus 4.7, and Kimi K2.6.Fri, 24 Apr 2026 00:00:00 GMThttps://ofox.io/blog/delegate-claude-code-tasks-to-mistral-vibe-save-tokens-2026/https://ofox.io/blog/delegate-claude-code-tasks-to-mistral-vibe-save-tokens-2026/A practical workflow for using Claude Opus 4.7 as the planner and Mistral Vibe (Medium 3.5) as the worker, with real cost math, drop-in subagent configs, and an even cheaper variant via ofox.Mon, 25 May 2026 00:00:00 GMThttps://ofox.io/blog/doubao-seed-2-0-api-guide-bytedance-budget-llm-2026/https://ofox.io/blog/doubao-seed-2-0-api-guide-bytedance-budget-llm-2026/Complete developer guide to ByteDance's Doubao Seed 2.0 family — Pro, Lite, Mini, Code. Real pricing, AIME/SWE-Bench numbers, OpenAI-compatible setup, and how to skip the Chinese phone number requirement.Wed, 20 May 2026 00:00:00 GMThttps://ofox.io/blog/embedding-api-rag-complete-guide-2026/https://ofox.io/blog/embedding-api-rag-complete-guide-2026/Compare OpenAI text-embedding-3-large, Cohere embed-v4, Voyage 3.5, and BGE-M3. Includes benchmarks, Python code, chunking, vector DBs, and cost optimization.Tue, 10 Mar 2026 00:00:00 GMThttps://ofox.io/blog/flux-2-max-image-api-developer-english-2026/https://ofox.io/blog/flux-2-max-image-api-developer-english-2026/Learn to integrate Flux 2 Max via API: Python code for text-to-image and image editing, tier comparisons (Max vs Pro vs Dev), and cost optimization for production use.Sat, 02 May 2026 00:00:00 GMThttps://ofox.io/blog/cursor-composer-2-5-setup-guide-2026/https://ofox.io/blog/cursor-composer-2-5-setup-guide-2026/Composer 2.5 ships May 2026 with a Kimi K2.5 backbone, 79.8% SWE-Bench Multilingual, and a Fast tier that costs more than Opus. Here is what actually changed, which model to pick for which task, and how to wire it up in five minutes.Fri, 29 May 2026 00:00:00 GMThttps://ofox.io/blog/free-llm-api-tiers-ranked-coding-2026/https://ofox.io/blog/free-llm-api-tiers-ranked-coding-2026/Four free LLM API tiers compared head-to-head for real coding workloads in May 2026. Honest numbers on what each one actually buys you, where the catch is, and which to pick by use case.Thu, 14 May 2026 00:00:00 GMThttps://ofox.io/blog/function-calling-tool-use-complete-guide-2026/https://ofox.io/blog/function-calling-tool-use-complete-guide-2026/Master tool use across OpenAI GPT, Claude, and Gemini. Covers parallel calls, multi-step agent loops, error handling, and production-ready Python code for 2026 APIs.Thu, 12 Mar 2026 00:00:00 GMThttps://ofox.io/blog/gemini-3-1-flash-lite-vs-deepseek-v4-flash-budget-agents-2026/https://ofox.io/blog/gemini-3-1-flash-lite-vs-deepseek-v4-flash-budget-agents-2026/DeepSeek V4 Flash is cheaper per token, but Flash Lite's 76.5% BFCL v3 score often wins on total cost. We break down the agent-loop math and tool-call reliability.Thu, 14 May 2026 00:00:00 GMThttps://ofox.io/blog/gemini-3-1-pro-api-pricing-performance-guide-2026/https://ofox.io/blog/gemini-3-1-pro-api-pricing-performance-guide-2026/Gemini 3.1 Pro offers a 1M-token context window at half the cost of GPT-5.4. See how it compares to Claude Opus 4.6 and start calling the API in minutes via ofox.ai.Tue, 31 Mar 2026 00:00:00 GMThttps://ofox.io/blog/gemini-3-1-pro-vs-claude-opus-4-6-comparison-2026/https://ofox.io/blog/gemini-3-1-pro-vs-claude-opus-4-6-comparison-2026/Gemini 3.1 Pro wins on benchmarks and price. Claude Opus 4.6 wins in production. Compare both and learn how to route requests to the right model.Wed, 15 Apr 2026 00:00:00 GMThttps://ofox.io/blog/gemini-3-5-flash-coding-agents-guide-2026/https://ofox.io/blog/gemini-3-5-flash-coding-agents-guide-2026/Google shipped Gemini 3.5 Flash at I/O 2026 — a Flash-tier model that beats last year's Pro on coding and tool use. Real benchmarks, ofox setup, and where it fits in an agent stack.Sat, 23 May 2026 00:00:00 GMThttps://ofox.io/blog/gemini-3-5-pro-release-date-expected-specs-2026/https://ofox.io/blog/gemini-3-5-pro-release-date-expected-specs-2026/Google delayed Gemini 3.5 Pro to June 2026 but shipped 3.5 Flash at I/O. Here is what the Flash release reveals about Pro pricing, context, benchmarks, and the Claude Opus / GPT-5.5 fight that is coming.Tue, 26 May 2026 00:00:00 GMThttps://ofox.io/blog/gemini-cli-api-configuration-guide-2026/https://ofox.io/blog/gemini-cli-api-configuration-guide-2026/Install and configure Gemini CLI with a custom API endpoint. Set base URL, API key, and model for code generation, file analysis, and multimodal tasks.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/blog/github-copilot-byok-oai-compatible-api-setup/https://ofox.io/blog/github-copilot-byok-oai-compatible-api-setup/Plug any OpenAI-compatible endpoint into GitHub Copilot Chat (VS Code) and Copilot CLI. Full BYOK setup with env vars, settings, and a working ofox.ai example.Wed, 27 May 2026 00:00:00 GMThttps://ofox.io/blog/glm-5-api-pricing-pony-alpha-zhipu-ai-guide-2026/https://ofox.io/blog/glm-5-api-pricing-pony-alpha-zhipu-ai-guide-2026/GLM-5 family (Turbo, V-Turbo, 5.1) starts at description: .00/M tokens — 10–15x cheaper than Claude Opus 4.6. Covers the Pony Alpha reveal, SWE-Bench Pro #1, and API setup.Tue, 14 Apr 2026 00:00:00 GMThttps://ofox.io/blog/google-antigravity-2-explained-gemini-desktop-agent-platform-2026/https://ofox.io/blog/google-antigravity-2-explained-gemini-desktop-agent-platform-2026/Antigravity 2.0 shipped at I/O 2026 as a desktop app, CLI (agy), SDK, and Managed Agents API. Here is what each piece actually does, what it costs, and when to skip it.Sun, 24 May 2026 00:00:00 GMThttps://ofox.io/blog/gpt-5-4-pro-api-guide-pricing-setup-2026/https://ofox.io/blog/gpt-5-4-pro-api-guide-pricing-setup-2026/Real pricing, benchmark numbers, and a straight answer on when GPT-5.4 Pro is worth $30/M tokens — plus how to access it at a 20% discount via ofox.Tue, 28 Apr 2026 00:00:00 GMThttps://ofox.io/blog/gpt-5-4-pro-api-flagship-deep-review-2026/https://ofox.io/blog/gpt-5-4-pro-api-flagship-deep-review-2026/Compare flagship models from OpenAI, Anthropic, and Google for production use — real-world latency, cost structures, context handling, and when to use each model family.Fri, 01 May 2026 00:00:00 GMThttps://ofox.io/blog/gpt-5-5-api-vs-claude-opus-gemini-3-1-flagship-2026/https://ofox.io/blog/gpt-5-5-api-vs-claude-opus-gemini-3-1-flagship-2026/GPT-5.5 launched April 24, 2026. Real benchmark numbers across coding, reasoning, math, and long-context retrieval — plus API pricing comparison with Claude Opus 4.7 and Gemini 3.1 Pro.Tue, 28 Apr 2026 00:00:00 GMThttps://ofox.io/blog/gpt-5-5-instant-openai-default-model-overview-2026/https://ofox.io/blog/gpt-5-5-instant-openai-default-model-overview-2026/OpenAI made GPT-5.5 Instant the ChatGPT default on May 5 (API: chat-latest). Hallucinations down 52.5%, answers 30.2% shorter. Not the same as April's GPT-5.5 flagship.Wed, 06 May 2026 00:00:00 GMThttps://ofox.io/blog/gpt-5-5-release-guide-2026/https://ofox.io/blog/gpt-5-5-release-guide-2026/OpenAI shipped GPT-5.5 — first fully retrained base model since GPT-4.5. 1M-token context, 82.7% Terminal-Bench 2.0, and doubled pricing at $5/$30.Fri, 24 Apr 2026 00:00:00 GMThttps://ofox.io/blog/gpt-image-2-generation-failures-fixes/https://ofox.io/blog/gpt-image-2-generation-failures-fixes/GPT-Image-2 takes 145–280s by design. Most 504s and failures are gateway timeouts, not OpenAI errors. Fix timeouts, moderation, param mismatches, rate limits, and org-verification.Fri, 15 May 2026 00:00:00 GMThttps://ofox.io/blog/gpt-5-4-pro-vs-claude-sonnet-gemini-production-api-2026/https://ofox.io/blog/gpt-5-4-pro-vs-claude-sonnet-gemini-production-api-2026/Compare OpenAI GPT, Anthropic Claude, and Google Gemini APIs for production — latency patterns, cost structures, error handling, rate limits, and when to use each provider.Thu, 30 Apr 2026 00:00:00 GMThttps://ofox.io/blog/gpt-image-2-release-guide-2026/https://ofox.io/blog/gpt-image-2-release-guide-2026/OpenAI released GPT-Image-2 on April 21 2026. It scored 1,512 on Arena — 242 points ahead of Nano Banana 2, the largest gap on record. Here is what it actually does and how to call it through ofox today.Wed, 22 Apr 2026 00:00:00 GMThttps://ofox.io/blog/grok-api-pricing-setup-access-guide-2026/https://ofox.io/blog/grok-api-pricing-setup-access-guide-2026/Complete guide to xAI's Grok API in 2026 — every model's pricing, exact model IDs, a working code setup, and how to access Grok without an xAI account.Thu, 23 Apr 2026 00:00:00 GMThttps://ofox.io/blog/hermes-agent-self-improving-ai-complete/https://ofox.io/blog/hermes-agent-self-improving-ai-complete/Hermes Agent v0.14 writes reusable skills and persists memory across sessions. Setup guide, ofox.ai integration in 5 minutes, and honest tradeoffs vs. Claude Code or Codex CLI.Sun, 17 May 2026 00:00:00 GMThttps://ofox.io/blog/hermes-agent-vs-openclaw-migration/https://ofox.io/blog/hermes-agent-vs-openclaw-migration/hermes claw migrate moves your API keys, models, skills, and memory from ~/.openclaw to ~/.hermes in minutes. Covers config-key mapping and verification steps.Mon, 18 May 2026 00:00:00 GMThttps://ofox.io/blog/how-to-reduce-ai-api-costs-2026/https://ofox.io/blog/how-to-reduce-ai-api-costs-2026/Cut AI API spending with prompt caching, model tiering, Batch API, semantic caching, and more. Includes 2026 pricing tables and Python code you can deploy today.Sat, 07 Mar 2026 00:00:00 GMThttps://ofox.io/blog/is-openrouter-reliable-honest-review-2026/https://ofox.io/blog/is-openrouter-reliable-honest-review-2026/OpenRouter had three documented outages in 2025-2026, charges a 5.5% credit fee, and adds 25-40ms latency overhead. Here's what that actually means for your production stack.Tue, 21 Apr 2026 00:00:00 GMThttps://ofox.io/blog/kimi-k2-5-api-pricing-access-guide-2026/https://ofox.io/blog/kimi-k2-5-api-pricing-access-guide-2026/Kimi K2.5 costs ~$0.60/M input tokens — 5x cheaper than Claude Sonnet 4.6. Learn its real capabilities, how it compares, and how to access it without a Chinese phone number.Thu, 09 Apr 2026 00:00:00 GMThttps://ofox.io/blog/kimi-k2-6-release-guide-2026/https://ofox.io/blog/kimi-k2-6-release-guide-2026/Kimi K2.6 just launched with 256K context, native video understanding, and improved long-horizon coding. Benchmarks show it outperforms Claude Opus 4.6. Here is what changed and how to access it via ofox.Tue, 21 Apr 2026 00:00:00 GMThttps://ofox.io/blog/kimi-k2-6-vs-claude-opus-4-6-coding-2026/https://ofox.io/blog/kimi-k2-6-vs-claude-opus-4-6-coding-2026/Kimi K2.6 costs roughly 7x less per token than Claude Opus 4.6 while scoring within 3-5 points on every major coding benchmark. After 30 days of testing across REST API builds, debug sessions, and 500-line refactors, here is where each model wins — and where K2.6 still falls short.Thu, 07 May 2026 00:00:00 GMThttps://ofox.io/blog/kling-2-6-pro-video-api-english-complete-2026/https://ofox.io/blog/kling-2-6-pro-video-api-english-complete-2026/Practical developer guide to Kuaishou's Kling 2.6 Pro video generation via Replicate — text-to-video, image-to-video, native audio with lip-synced dialogue, and pricing breakdown.Tue, 05 May 2026 00:00:00 GMThttps://ofox.io/blog/llama-4-api-access-complete-english-guide-2026/https://ofox.io/blog/llama-4-api-access-complete-english-guide-2026/How to call Llama 4 Scout and Maverick via API in 2026 — model IDs, pricing across providers, working code examples, and when open-source actually beats proprietary models on cost and context.Mon, 27 Apr 2026 00:00:00 GMThttps://ofox.io/blog/llm-api-cache-hit-math-real-bills-2026/https://ofox.io/blog/llm-api-cache-hit-math-real-bills-2026/The official DeepSeek V4 Flash price is $0.14 per million input tokens. The bill on a real coding workload is closer to $0.005. The 28x gap is cache hit math, and almost nobody calculates it correctly. Here is the worked math across DeepSeek, Claude, and OpenAI in 2026.Sun, 10 May 2026 00:00:00 GMThttps://ofox.io/blog/llm-api-selection-decision-matrix-mid-2026-english/https://ofox.io/blog/llm-api-selection-decision-matrix-mid-2026-english/Route 12 use cases to the right LLM in 2026. Includes model recommendations, cost-performance tradeoffs, and a routing framework that cuts API costs by 40–70%.Fri, 01 May 2026 00:00:00 GMThttps://ofox.io/blog/llm-benchmarks-text-extraction-summarization-2026/https://ofox.io/blog/llm-benchmarks-text-extraction-summarization-2026/No single LLM wins in 2026. Gemini 2.5 Flash-Lite leads short docs; DeepSeek V4 Flash matches frontier at 1/30th the cost. Pick by doc length, structure, and budget.Thu, 21 May 2026 00:00:00 GMThttps://ofox.io/blog/llm-leaderboard-best-ai-models-ranked-2026/https://ofox.io/blog/llm-leaderboard-best-ai-models-ranked-2026/Claude Opus 4.7 leads SWE-bench Verified at 82% and tops LM Arena at 1504 Elo. Claude 4.7, Gemini 3.1 Pro Preview, and GPT-5.4 tie at the top of the Artificial Analysis Intelligence Index (57). DeepSeek V3.2 delivers frontier-tier pricing at $0.29/M input. Every number in this guide comes from the original benchmark leaderboards, not secondary summaries.Wed, 22 Apr 2026 00:00:00 GMThttps://ofox.io/blog/long-context-llm-benchmarks-200k-tokens-2026/https://ofox.io/blog/long-context-llm-benchmarks-200k-tokens-2026/RULER, MRCR v2, and NoLiMa expose a 30–60 point gap in 1M-token claims. See how Gemini 3.1 Pro, Claude Opus 4.6, GPT-5.5, and DeepSeek V4 Pro actually perform.Thu, 21 May 2026 00:00:00 GMThttps://ofox.io/blog/minimax-api-guide-m2-5-m2-7-access-via-ofox-2026/https://ofox.io/blog/minimax-api-guide-m2-5-m2-7-access-via-ofox-2026/How to use the MiniMax M2.5 and M2.7 API for coding, agents, and production apps — with pricing, benchmarks, and a one-endpoint setup via ofox.Thu, 23 Apr 2026 00:00:00 GMThttps://ofox.io/blog/minimax-m2-api-pricing-comparison-2026/https://ofox.io/blog/minimax-m2-api-pricing-comparison-2026/A developer-honest look at MiniMax M2.7 pricing, free credits, and where it actually wins (or loses) against DeepSeek V4 and Kimi K2.6 in real workloads.Fri, 22 May 2026 00:00:00 GMThttps://ofox.io/blog/multimodal-ai-api-vision-tts-stt-guide-2026/https://ofox.io/blog/multimodal-ai-api-vision-tts-stt-guide-2026/Compare GPT-4o, Claude Sonnet 4.6, and Gemini 3 Pro for vision; OpenAI TTS vs ElevenLabs for speech; Whisper vs Deepgram for transcription. Includes Python code and pricing tables.Wed, 11 Mar 2026 00:00:00 GMThttps://ofox.io/blog/openai-api-model-not-found-errors-troubleshooting/https://ofox.io/blog/openai-api-model-not-found-errors-troubleshooting/Tier locks cause 40% of OpenAI 404s, typos 25%, wrong endpoint 15%, deprecations 15%, Azure mismatch 5%. Use GET /v1/models to confirm access in 10 seconds and fix each cause fast.Fri, 22 May 2026 00:00:00 GMThttps://ofox.io/blog/openai-sdk-migration-to-ofoxai-guide-2026/https://ofox.io/blog/openai-sdk-migration-to-ofoxai-guide-2026/Switch from OpenAI to OfoxAI by changing just base_url and api_key. Covers Python, TypeScript, LangChain, LlamaIndex, and Vercel AI SDK with full API compatibility.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/blog/openai-workspace-agents-open-source-lark-2026/https://ofox.io/blog/openai-workspace-agents-open-source-lark-2026/OpenAI's Workspace Agents validates what our open-source Lark bot Marvin has done for 6 months: team AI agents, MIT-licensed, model-agnostic, MCP-extensible, and self-hosted.Thu, 23 Apr 2026 00:00:00 GMThttps://ofox.io/blog/openclaw-api-model-configuration-guide-2026/https://ofox.io/blog/openclaw-api-model-configuration-guide-2026/Configure OpenClaw with any AI provider: OpenAI, Anthropic, Google, Ofox, Ollama. Covers config.yaml, multi-model routing, cost optimization, and error fixes.Sun, 15 Mar 2026 00:00:00 GMThttps://ofox.io/blog/opencode-api-configuration-guide-2026/https://ofox.io/blog/opencode-api-configuration-guide-2026/Install OpenCode and configure it with any AI provider. Covers environment variables, config.toml setup, model selection, and troubleshooting for this open-source terminal coding tool.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/blog/openrouter-alternatives-2026/https://ofox.io/blog/openrouter-alternatives-2026/Compare Ofox, Together AI, Fireworks AI, LiteLLM, Portkey, and more on pricing, latency, and OpenAI SDK compatibility — with migration code examples.Wed, 25 Mar 2026 00:00:00 GMThttps://ofox.io/blog/openrouter-pricing-hidden-markup-breakdown-2026/https://ofox.io/blog/openrouter-pricing-hidden-markup-breakdown-2026/Every fee OpenRouter actually charges in 2026 — the 5.5% credit fee, the BYOK 5% tail, why "no markup" is mostly true (and where it bends), and a side-by-side of what you really pay for Claude, GPT, and Gemini routes.Sat, 23 May 2026 00:00:00 GMThttps://ofox.io/blog/qwen-3-6-plus-vs-deepseek-v4-pro-coding-2026/https://ofox.io/blog/qwen-3-6-plus-vs-deepseek-v4-pro-coding-2026/Both score within 2 points on SWE-bench, but they fail differently. We tested algorithmic implementation, multi-file refactor, and long-context bug triage to show when each wins.Fri, 15 May 2026 00:00:00 GMThttps://ofox.io/blog/qwen-3-7-max-coding-arena-rank-4-vs-claude-opus-2026/https://ofox.io/blog/qwen-3-7-max-coding-arena-rank-4-vs-claude-opus-2026/Qwen 3.7 Max hits Elo 1541 (#4 WebDev) at $2.50/$7.50 per 1M tokens — a third of Claude Opus 4.7. Where Opus 4.8 pulls ahead and when Qwen wins on price-performance.Wed, 27 May 2026 00:00:00 GMThttps://ofox.io/blog/qwen-3-7-plus-vs-qwen-3-7-max-real-benchmark-2026/https://ofox.io/blog/qwen-3-7-plus-vs-qwen-3-7-max-real-benchmark-2026/Qwen 3.7 Plus ($0.40/M) vs Max ($2.50/M): ~6× cheaper, same 1M context, same 35h runs, adds vision. 3 real-task benchmarks and pricing table inside.Tue, 02 Jun 2026 00:00:00 GMThttps://ofox.io/blog/qwen-3-6-plus-api-complete-guide-2026/https://ofox.io/blog/qwen-3-6-plus-api-complete-guide-2026/Alibaba shipped Qwen 3.6 Plus on April 2, 2026 with a 1M-token context, an SWE-bench Verified score within two points of Claude Opus 4.6, and pricing that undercuts Opus by ~30×. Here is what is actually true after a month of production use — pricing, benchmark deltas, model ID, and a working code path through ofox.ai.Mon, 11 May 2026 00:00:00 GMThttps://ofox.io/blog/qwen-3-6-27b-vs-claude-opus-4-6-coding-2026/https://ofox.io/blog/qwen-3-6-27b-vs-claude-opus-4-6-coding-2026/Qwen 3.6 27B matches Claude Opus 4.6 within 4 points on SWE-bench Verified and runs on a single RTX 4090. We break down the real cost, the latency tax, and where the API still earns its keep.Fri, 15 May 2026 00:00:00 GMThttps://ofox.io/blog/qwen3-7-max-developer-guide-2026/https://ofox.io/blog/qwen3-7-max-developer-guide-2026/Qwen 3.7 Max-Preview: 1M-token context, native Anthropic protocol, $2.50/$7.50 per MTok, 90% cache discount — plus the verbosity tax that triples real costs on agent sessions.Sun, 24 May 2026 00:00:00 GMThttps://ofox.io/blog/qwen3-api-guide-access-qwen3-max-coder-via-ofox-2026/https://ofox.io/blog/qwen3-api-guide-access-qwen3-max-coder-via-ofox-2026/Complete guide to the Qwen3 model family — pricing, model IDs, context windows, thinking mode, and how to access Qwen3-Max, Qwen3-Coder Next, and Qwen3.5 via ofox.ai without an Alibaba Cloud account.Thu, 23 Apr 2026 00:00:00 GMThttps://ofox.io/blog/seedream-4-5-doubao-image-api-english-2026/https://ofox.io/blog/seedream-4-5-doubao-image-api-english-2026/Learn Seedream 4.5 API integration with Python: text-to-image, image editing, superior typography, 4K output, and pricing vs Flux for production use.Sun, 03 May 2026 00:00:00 GMThttps://ofox.io/blog/sora-2-pro-api-developer-complete-guide-2026/https://ofox.io/blog/sora-2-pro-api-developer-complete-guide-2026/A practical developer guide to OpenAI's Sora 2 video generation API — authentication setup, Python and curl code examples, pricing breakdown, and what to expect in production.Mon, 04 May 2026 00:00:00 GMThttps://ofox.io/blog/veo-3-1-google-video-api-english-tutorial-2026/https://ofox.io/blog/veo-3-1-google-video-api-english-tutorial-2026/Hands-on developer guide to Google DeepMind's Veo 3.1 video generation API via ofox — setup, code examples, native audio capabilities, and production considerations.Tue, 05 May 2026 00:00:00 GMThttps://ofox.io/blog/text-embedding-models-compared-2026/https://ofox.io/blog/text-embedding-models-compared-2026/Compare text-embedding-3-small, text-embedding-3-large, and Gemini Embedding 2 Preview on price, accuracy, and use case. All three accessible via ofox with one API key.Wed, 22 Apr 2026 00:00:00 GMThttps://ofox.io/blog/why-llm-api-gateway-how-to-choose-2026/https://ofox.io/blog/why-llm-api-gateway-how-to-choose-2026/LLM providers had major outages in 2025. Compare OpenRouter, LiteLLM, Portkey, Helicone & more — with a decision framework and working code to get started in 5 minutes.Fri, 20 Mar 2026 00:00:00 GMThttps://ofox.io/blog/zed-editor-ai-configuration-guide-2026/https://ofox.io/blog/zed-editor-ai-configuration-guide-2026/Configure Zed Editor with OfoxAI as a custom OpenAI-compatible backend. Access GPT, Claude, Gemini, Qwen, and more, plus set up Claude Code and Codex CLI external agents.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/ja/blog/ai-api-aggregation-claude-gpt-gemini-2026/https://ofox.io/ja/blog/ai-api-aggregation-claude-gpt-gemini-2026/プロバイダごとに API キー、SDK、請求書を別々に管理していませんか。AI API 統合プラットフォームはその手間を 1 つに集約します。仕組み、向き不向き、選定基準まで日本のエンジニア視点で整理しました。Ofox の API キー 1 本で Claude / GPT / Gemini を使う実例も紹介します。Fri, 08 May 2026 00:00:00 GMThttps://ofox.io/ja/blog/ai-gateway-japan-enterprise-jpy-invoice-2026/https://ofox.io/ja/blog/ai-gateway-japan-enterprise-jpy-invoice-2026/海外 AI プロバイダ直契約は機能要件より先に契約・経理・調達で詰まります。JPY 建て請求、適格請求書、稟議の集約、情シス審査、部門配賦まで、日本の中堅・大手企業が AI ゲートウェイで業務フローを整える実務観点を整理しました。Fri, 08 May 2026 00:00:00 GMThttps://ofox.io/ja/blog/claude-code-hooks-subagents-skills-2026/https://ofox.io/ja/blog/claude-code-hooks-subagents-skills-2026/X-jp 開発者界隈で爆発的に普及した Claude Code を、チャット UI から先に進めて使う方法。Hooks による決定論的な制御、Subagents による並列ワーカー、Skills による再利用可能なプロンプト群を、稟議や情シス審査も含めた日本企業の現場目線で整理しました。Fri, 08 May 2026 00:00:00 GMThttps://ofox.io/ja/blog/claude-code-safety-guide-hooks-worktrees/https://ofox.io/ja/blog/claude-code-safety-guide-hooks-worktrees/Claude Code を本番リポジトリで安心して走らせるための三層防御。settings.json の権限ルール、PreToolUse Hooks による rm -rf ブロック、Git Worktrees によるブラスト半径の分離まで、コピペできる設定例つきで解説します。Thu, 28 May 2026 00:00:00 GMThttps://ofox.io/ja/blog/claude-code-setup-japan-developer-guide/https://ofox.io/ja/blog/claude-code-setup-japan-developer-guide/Anthropic 公式 Claude Code を macOS / Linux / Windows でセットアップする手順、ofox.ai 経由で日本円課金にする方法、法人利用時の注意点までまとめた実践ガイド。Sat, 09 May 2026 00:00:00 GMThttps://ofox.io/ja/blog/claude-code-vs-codex-cli-vs-cursor-vs-deepseek-tui-2026/https://ofox.io/ja/blog/claude-code-vs-codex-cli-vs-cursor-vs-deepseek-tui-2026/2026年のAIコーディングエージェント主要4ツールを実用ベースで比較。価格・モデル・MCP対応・日本企業導入時の論点まで、選定に必要な判断軸をまとめた。Tue, 12 May 2026 00:00:00 GMThttps://ofox.io/ja/blog/claude-gpt-gemini-flagship-comparison-2026/https://ofox.io/ja/blog/claude-gpt-gemini-flagship-comparison-2026/Claude Opus 4.7、GPT-5.5、Gemini 3.1 Pro。三強の差は埋まりつつあり、もはや「どれが最強か」ではなく「どのタスクにどれを当てるか」が問われています。日本企業の技術選定責任者向けに、各モデルの得意領域、日本語タスクの実観測、価格、SIer とスタートアップの選定軸の違いを表中心で整理しました。Fri, 08 May 2026 00:00:00 GMThttps://ofox.io/ja/blog/claude-opus-4-7-api-review-2026/https://ofox.io/ja/blog/claude-opus-4-7-api-review-2026/Claude Opus 4.7 は 2026 年 4 月 16 日にリリース。表示価格は 4.6 と据え置きですが、新トークナイザのせいで実コストは 5〜35% 増えます。ベンチマーク、xhigh 思考レベル、視覚精度の改善、移行チェックリストまで、Opus 4.6 を本番運用しているチーム向けに整理しました。Fri, 08 May 2026 00:00:00 GMThttps://ofox.io/ja/blog/claude-opus-4-8-release-guide-2026/https://ofox.io/ja/blog/claude-opus-4-8-release-guide-2026/Claude Opus 4.8 は 2026 年 5 月 28 日にリリース。価格は 4.7 と同額のまま、独立系の GDPval-AA 実務リーダーボードで 1890 Elo を獲得し首位に。SWE-bench Pro 69.2%、新しい Fast Mode、dynamic workflows、そして ofox.ai 経由のアクセス方法までを整理する。Fri, 29 May 2026 00:00:00 GMThttps://ofox.io/ja/blog/cursor-claude-code-cline-custom-api-2026/https://ofox.io/ja/blog/cursor-claude-code-cline-custom-api-2026/Cursor、Claude Code、Cline の API エンドポイントを差し替えて、複数のモデルを 1 本の API キーで使う手順をまとめました。設定画面・環境変数・JSON config・検証コマンドまで、日本のチームで実際に運用するための注意点も含めて解説します。Fri, 08 May 2026 00:00:00 GMThttps://ofox.io/ja/blog/cursor-japan-developer-complete-guide/https://ofox.io/ja/blog/cursor-japan-developer-complete-guide/Cursor の 2026 年プラン構造（Hobby / Pro / Pro+ / Ultra / Teams）、Composer・Agent・Tab の役割分担、Override OpenAI Base URL を使った BYOK 設定、ofox.ai 経由で日本円・インボイス対応にする実践手順までをまとめた、日本人開発者向け実装ガイド。Sun, 10 May 2026 00:00:00 GMThttps://ofox.io/ja/blog/gpt-5-5-release-guide-2026/https://ofox.io/ja/blog/gpt-5-5-release-guide-2026/OpenAI が 2026 年 4 月に投入した GPT-5.5 は、GPT-4.5 以降はじめての完全再学習ベースモデルです。1M トークンの API コンテキスト、Terminal-Bench 2.0 で 82.7%、そして GPT-5.4 の 2 倍の単価。日本のシニア開発者・PM が「いま移行すべきか」を判断するための要点を整理しました。Fri, 08 May 2026 00:00:00 GMThttps://ofox.io/ja/blog/gpt-image-2-generation-failures-fixes/https://ofox.io/ja/blog/gpt-image-2-generation-failures-fixes/GPT-Image-2 を呼ぶと 504 で落ちる、3 分待っても返ってこない、プロンプトが弾かれる、並列で叩くと 429。これらは別々の問題ではなく、5 つの根本原因に整理できます。実測レイテンシ、タイムアウト連鎖の図解、そのまま使える修正コードまでをまとめます。Fri, 15 May 2026 00:00:00 GMThttps://ofox.io/ja/blog/japanese-llm-benchmark-claude-gpt-gemini-domestic-2026/https://ofox.io/ja/blog/japanese-llm-benchmark-claude-gpt-gemini-domestic-2026/敬語変換、ビジネスメール起草、契約書要約。日本語のサービスを作るときに本当に問われるのは JLPT 文法ではなく、こうした実務タスクです。Claude Opus 4.7 / Sonnet 4.6、GPT-5.5、Gemini 3.1 Pro/Flash と、Tsuzumi、Sarashina、Llama-3-Swallow など国産 LLM の立ち位置を、実用観点で整理しました。Fri, 08 May 2026 00:00:00 GMThttps://ofox.io/ru/blog/ai-agent-development-guide-python-2026/https://ofox.io/ru/blog/ai-agent-development-guide-python-2026/Реализуем AI Agent на Python: запрос погоды, поиск по БД, вычисления. Готовый код для OpenAI, Claude, Gemini, параллельные вызовы инструментов и продакшен-практики.Sun, 08 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/ai-api-avtomatizaciya-scenarii-dlya-biznesa-2026/https://ofox.io/ru/blog/ai-api-avtomatizaciya-scenarii-dlya-biznesa-2026/Как подключить AI API вместо подписок: чат-боты, обработка документов, аналитика. Какие модели выбрать, сколько стоит и как работает из России.Wed, 08 Apr 2026 00:00:00 GMThttps://ofox.io/ru/blog/ai-api-error-troubleshooting-guide-2026/https://ofox.io/ru/blog/ai-api-error-troubleshooting-guide-2026/Разбор ошибок OpenAI GPT, Claude, Gemini: 429, 401, 500, таймауты. Экспоненциальный откат, повышение квот, мультимодельный Fallback — готовый код продакшен-уровня.Mon, 09 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/ai-content-generation-api-guide-2026/https://ofox.io/ru/blog/ai-content-generation-api-guide-2026/GPT-4.1, Claude Sonnet 4, Imagen 4 и Kling 3.0 — сравнение цен и качества. Один API-ключ вместо десятка провайдеров. Практические рекомендации для разработчиков.Thu, 05 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/ai-tools-api-configuration-guide-2026/https://ofox.io/ru/blog/ai-tools-api-configuration-guide-2026/Настройка Continue, Aider, BoltAI, TypingMind и ChatBox через единый API OfoxAI. Протоколы OpenAI, Anthropic, Gemini — базовые параметры и пошаговые инструкции.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/ai-v-zhizni-rossian-mart-2026/https://ofox.io/ru/blog/ai-v-zhizni-rossian-mart-2026/Роботакси Яндекса, деанонимизация за $4, закон об отказе от ИИ и дипфейки в реальном времени — 7 AI-событий марта 2026, которые уже влияют на каждого.Thu, 19 Mar 2026 00:00:00 GMThttps://ofox.io/ja/blog/qwen-3-7-max-coding-arena-vs-claude-opus-2026/https://ofox.io/ja/blog/qwen-3-7-max-coding-arena-vs-claude-opus-2026/Qwen 3.7 Max はElo 1541でCode Arena WebDev 4位、Claude Opus 4.6 Thinkingと1ポイント差。料金はOpus 4.7の約1/3（$2.50/$7.50 per 1M）。Terminal-Bench 69.7%、SWE-Pro 60.6%の実測値とハイブリッド運用戦略を解説。Wed, 27 May 2026 00:00:00 GMThttps://ofox.io/ru/blog/besplatnye-tarify-llm-api-2026/https://ofox.io/ru/blog/besplatnye-tarify-llm-api-2026/Разбор бесплатных тарифов Gemini, Grok, DeepSeek и AWS Bedrock в 2026: квоты, скрытые ограничения, доступ из России и под какие задачи каждый из них реально годится.Thu, 28 May 2026 00:00:00 GMThttps://ofox.io/ru/blog/cc-switch-ustanovka-multi-cli-2026/https://ofox.io/ru/blog/cc-switch-ustanovka-multi-cli-2026/CC Switch v3.16.1 управляет 7 AI CLI — Claude Code, Codex, Gemini CLI, OpenCode, OpenClaw, Hermes, Claude Desktop — из трея. 50+ пресетов провайдеров, установка за 10 минут.Tue, 09 Jun 2026 00:00:00 GMThttps://ofox.io/ru/blog/cherry-studio-api-configuration-guide-2026/https://ofox.io/ru/blog/cherry-studio-api-configuration-guide-2026/Настройка Cherry Studio через OpenAI и Anthropic протоколы. Подключение GPT-4o, Claude, Gemini без отдельных подписок. Мультимодельное сравнение, RAG, решение ошибок.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/claude-api-russia-access-guide-2026/https://ofox.io/ru/blog/claude-api-russia-access-guide-2026/Полное руководство по доступу к Claude API из России через OfoxAI — регистрация, оплата рублями и криптой, примеры кода на Python/Node.js/curlThu, 30 Apr 2026 00:00:00 GMThttps://ofox.io/ru/blog/claude-api-china-guide-2026/https://ofox.io/ru/blog/claude-api-china-guide-2026/Три рабочих способа подключить Claude API из Китая: прокси, агрегатор, AWS Bedrock. Цены Opus 4.6 и Sonnet 4.6, примеры кода на Python, диагностика ошибок.Fri, 06 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/claude-api-russia-opus-sonnet-podkluchenie-2026/https://ofox.io/ru/blog/claude-api-russia-opus-sonnet-podkluchenie-2026/Как получить доступ к Claude API из России: Opus 4.6, Sonnet 4.6, Haiku 4.5 — цены, способы подключения и выбор модели под задачу.Thu, 02 Apr 2026 00:00:00 GMThttps://ofox.io/ru/blog/claude-code-ofoxai-configuration-guide-2026/https://ofox.io/ru/blog/claude-code-ofoxai-configuration-guide-2026/Пошаговая настройка Claude Code через CC Switch и OfoxAI: 200 RPM, SLA 99.9%, задержка <200 мс. Установка CLI, Skills, CCometixLine и решение типичных ошибок.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/claude-code-token-optimization-2026/https://ofox.io/ru/blog/claude-code-token-optimization-2026/Разработчики жалуются на счета Claude Code $500–$1600 в месяц. Разбираем пять рабочих рычагов — prompt caching, /clear и /compact, выбор модели, extended thinking, доступ через ofox.ai — без потери качества кода.Tue, 12 May 2026 00:00:00 GMThttps://ofox.io/ru/blog/codex-cli-api-configuration-guide-2026/https://ofox.io/ru/blog/codex-cli-api-configuration-guide-2026/Пошаговое руководство по настройке Codex CLI с пользовательским API-провайдером. Установка, конфигурация переменных окружения, выбор модели и генерация кода прямо из терминала за пять минут.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/cline-vscode-ai-api-configuration-guide-2026/https://ofox.io/ru/blog/cline-vscode-ai-api-configuration-guide-2026/Как подключить Cline к OfoxAI двумя способами: OpenAI Compatible и Anthropic Provider. Один API Key для Claude, GPT и Gemini. Выбор модели и решение типичных проблем.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/claude-opus-4-8-obzor-relizy-2026/https://ofox.io/ru/blog/claude-opus-4-8-obzor-relizy-2026/Claude Opus 4.8 вышел 28 мая 2026 по цене 4.7 и возглавил лидерборд GDPval-AA. Разбор: Fast Mode ×2,5, dynamic workflows в Claude Code, честность модели и доступ из России.Fri, 29 May 2026 00:00:00 GMThttps://ofox.io/ru/blog/codex-cli-russia-setup/https://ofox.io/ru/blog/codex-cli-russia-setup/Как поднять OpenAI Codex CLI из России без ChatGPT-аккаунта и зарубежной карты. Конфиг через ofox.ai, настройка config.toml, выбор модели, типовые ошибки.Sun, 10 May 2026 00:00:00 GMThttps://ofox.io/ru/blog/codex-command-not-found-ispravlenie-npm-install-2026/https://ofox.io/ru/blog/codex-command-not-found-ispravlenie-npm-install-2026/Разбор ошибки codex: command not found после npm install -g @openai/codex. PATH, NVM, npm prefix, Volta, Node 16+ и баг Codex Desktop #13566. Проверено на macOS 14, Ubuntu 24.04, WSL2.Tue, 09 Jun 2026 00:00:00 GMThttps://ofox.io/ru/blog/cursor-3-vs-claude-code-sravnenie-ai-agentov-2026/https://ofox.io/ru/blog/cursor-3-vs-claude-code-sravnenie-ai-agentov-2026/Cursor 3 вышел 2 апреля и переосмыслил агентный подход: мультиагентность, Design Mode, облачные задачи. Сравниваем с Claude Code по скорости, цене и удобству для разных задач.Sat, 04 Apr 2026 00:00:00 GMThttps://ofox.io/ru/blog/cursor-claude-code-cline-api-setup-guide-2026/https://ofox.io/ru/blog/cursor-claude-code-cline-api-setup-guide-2026/Пошаговая настройка кастомного API в Cursor, Claude Code, Cline, Windsurf, Zed и OpenClaw. Один ключ — 100+ моделей: GPT-5, Claude Opus, Gemini. Инструкции и разбор ошибок.Fri, 06 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/embedding-api-rag-guide-2026/https://ofox.io/ru/blog/embedding-api-rag-guide-2026/Сравнение Embedding API 2026: OpenAI text-embedding-3, Cohere Embed v4, BGE-M3, Qwen3-Embedding. Примеры кода на Python, RAG-пайплайн, доступ из России без VPN.Tue, 10 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/function-calling-guide-gpt-claude-api-2026/https://ofox.io/ru/blog/function-calling-guide-gpt-claude-api-2026/Форматы API, Python-код, параллельный вызов инструментов. GPT и Claude через единый шлюз. Лучшие практики для production-ready AI-агентов.Thu, 12 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/gemini-3-1-pro-api-complete-guide-russia-2026/https://ofox.io/ru/blog/gemini-3-1-pro-api-complete-guide-russia-2026/ARC-AGI-2 — 77.1%, GPQA Diamond — 94.3%, цена $2/млн токенов. Разбор 10 бенчмарков, расчёт затрат в рублях, код на Python и Node.js, подключение из России за 5 минут.Tue, 24 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/gemini-api-china-guide-2026/https://ofox.io/ru/blog/gemini-api-china-guide-2026/Как подключить Google Gemini API из России в 2026 году: Google AI Studio, Vertex AI и агрегаторы. Рабочий код, актуальные цены и замеры задержки для модели с контекстом 1M токенов.Fri, 06 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/dify-api-configuration-guide-2026/https://ofox.io/ru/blog/dify-api-configuration-guide-2026/Как подключить GPT, Claude, Gemini, DeepSeek и 50+ моделей в Dify: официальные поставщики, OpenAI-совместимый API, Ollama/vLLM. Решение ошибок и балансировка нагрузки.Sat, 07 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/deepseek-v3-api-russia-guide-2026/https://ofox.io/ru/blog/deepseek-v3-api-russia-guide-2026/Подключение DeepSeek V3.2 API для российских разработчиков: цены от $0.29 за млн токенов, сравнение с GPT-5.4 и Claude Sonnet 4.6, оплата без Visa/Mastercard.Fri, 27 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/gemini-cli-api-configuration-guide-2026/https://ofox.io/ru/blog/gemini-cli-api-configuration-guide-2026/Установка Gemini CLI, подключение через OfoxAI с аварийным переключением и оптимизацией маршрутизации. Два способа настройки, выбор модели, генерация кода и анализ файлов.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/gpt-5-4-obzor-vozmozhnosti-ceny-dostup-rossiya-2026/https://ofox.io/ru/blog/gpt-5-4-obzor-vozmozhnosti-ceny-dostup-rossiya-2026/Разбираем GPT-5.4 Standard, Thinking и Pro — чем отличаются, сколько стоят, какой выбрать. Бенчмарки, сравнение с Claude Opus 4.6 и Gemini 3.1 Pro, подключение API из России за 5 минут.Tue, 14 Apr 2026 00:00:00 GMThttps://ofox.io/ru/blog/gpt-5-4-mini-nano-api-russia-guide-2026/https://ofox.io/ru/blog/gpt-5-4-mini-nano-api-russia-guide-2026/GPT-5.4-mini vs nano: сравнение, цены в рублях, код на Python и Node.js. Как подключить API из России без зарубежной карты и обойти ограничения оплаты.Tue, 24 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/gpt-image-2-generation-failures-fixes/https://ofox.io/ru/blog/gpt-image-2-generation-failures-fixes/504, зависание на 3 минуты, отклонённый промпт — это разные причины. Реальные замеры генерации 1024px, разбор цепочки таймаутов и готовый код для каждого случая.Fri, 15 May 2026 00:00:00 GMThttps://ofox.io/ru/blog/kimi-k2-5-api-russia-guide-2026/https://ofox.io/ru/blog/kimi-k2-5-api-russia-guide-2026/Kimi K2.5 от Moonshot AI — в 5 раз дешевле Claude Sonnet 4.6 и работает с русским. Сравнение с GPT-5.4 и Claude, подключение из России без китайского номера.Fri, 10 Apr 2026 00:00:00 GMThttps://ofox.io/ru/blog/how-to-use-gpt-5-2-api-in-china-2026/https://ofox.io/ru/blog/how-to-use-gpt-5-2-api-in-china-2026/Как вызывать GPT-5.2, Claude, Gemini API из Китая: самостоятельный прокси, облако или агрегатор. Примеры кода на Python, сравнение цен и задержек. Подключение за 5 минут.Mon, 02 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/langchain-ai-api-china-guide-2026/https://ofox.io/ru/blog/langchain-ai-api-china-guide-2026/Как вызывать Claude Sonnet 4.6, GPT-4.1, DeepSeek V3 через LangChain из Китая. Два параметра в ChatOpenAI, примеры кода Python, цепочки LCEL, переключение моделей и разбор ошибок.Tue, 03 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/multi-model-strategy-cost-optimization-2026/https://ofox.io/ru/blog/multi-model-strategy-cost-optimization-2026/Как перестать переплачивать за GPT-5.4 и Claude Opus 4.6 там, где справится дешёвая модель. Таблица цен март 2026, матрица выбора по задачам, готовые конфигурации.Sat, 28 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/luchshaya-llm-dlya-russkogo-yazyka-sravnenie-2026/https://ofox.io/ru/blog/luchshaya-llm-dlya-russkogo-yazyka-sravnenie-2026/Протестировали GPT-5.4, Claude Opus 4.6, Gemini 3.1 Pro, DeepSeek V3.2 на MERA и реальных задачах. Таблицы бенчмарков, рекомендации по сценариям: код, рассуждения, генерация текста, бюджет.Thu, 26 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/kitaiskie-modeli-ii-qwen-deepseek-minimax-api-russia-2026/https://ofox.io/ru/blog/kitaiskie-modeli-ii-qwen-deepseek-minimax-api-russia-2026/Qwen 3.5, DeepSeek V3.2, MiniMax M2.7 и GLM-5 — в 10–30 раз дешевле GPT-5. Реальные цены, сравнение качества и способы подключить API из России без Visa и Mastercard.Thu, 02 Apr 2026 00:00:00 GMThttps://ofox.io/ru/blog/multimodal-ai-api-vision-tts-whisper-guide-2026/https://ofox.io/ru/blog/multimodal-ai-api-vision-tts-whisper-guide-2026/Единый OpenAI-совместимый код для Vision, TTS и Whisper на GPT-4o, Claude 3.5 Sonnet, Gemini 2.0. Примеры кода, сравнение стоимости и архитектура для продакшна.Wed, 11 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/open-source-ai-modeli-gemma-glm-qwen-rossiya-2026/https://ofox.io/ru/blog/open-source-ai-modeli-gemma-glm-qwen-rossiya-2026/Google Gemma 4, Zhipu GLM-5, Alibaba Qwen 3.5, Meta Llama 4 — сравнение бенчмарков, API-цен и доступа из России. Open-source модели догнали проприетарные.Tue, 14 Apr 2026 00:00:00 GMThttps://ofox.io/ru/blog/openai-sdk-migration-to-ofoxai-guide-2026/https://ofox.io/ru/blog/openai-sdk-migration-to-ofoxai-guide-2026/Переход с OpenAI на OfoxAI — только два параметра: base_url и api_key. Руководство для Python, TypeScript, LangChain, LlamaIndex, Vercel AI SDK. Маппинг моделей и таблица совместимости API.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/openclaw-api-providers-comparison-2026/https://ofox.io/ru/blog/openclaw-api-providers-comparison-2026/Сравниваем 5 вариантов API для OpenClaw по 8 критериям: задержка, цена, стабильность, покрытие моделей. Прямые API, агрегаторы, DeepSeek, облако, локальный деплой — с таблицей сценариев и FAQ.Tue, 17 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/openclaw-china-guide-api-setup-2026/https://ofox.io/ru/blog/openclaw-china-guide-api-setup-2026/Сравнение 4 способов подключения API для OpenClaw, выбор провайдера и моделей, контроль затрат, решение проблем с Search Provider. Таблица цен и 15+ FAQ.Wed, 04 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/openclaw-error-troubleshooting-handbook-2026/https://ofox.io/ru/blog/openclaw-error-troubleshooting-handbook-2026/Разбор 20 частых ошибок OpenClaw: сбои API, ошибки модели, лимит 429, права доступа и интеграция с платформами. Для каждой — причина и пошаговое решение. Таблица быстрой справки в конце.Tue, 17 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/openclaw-8-models-benchmark-comparison-2026/https://ofox.io/ru/blog/openclaw-8-models-benchmark-comparison-2026/Тест GPT-5.4, GPT-4o, Claude Opus/Sonnet 4.6, Gemini 3, DeepSeek V3.2, Qwen3.5 по 5 параметрам: рассуждения, код, инструменты, скорость, цена. Матрица сценариев и рейтинг цена/качество.Tue, 17 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/openclaw-free-api-zero-cost-guide-2026/https://ofox.io/ru/blog/openclaw-free-api-zero-cost-guide-2026/5 бесплатных API для OpenClaw: DeepSeek, Google Gemini, Ofox, Groq и локальный Ollama. Настройка каждого варианта, ограничения и гибридная стратегия для AI Agent с нулевым бюджетом.Tue, 17 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/openclaw-free-api-rate-limit-russia-2026/https://ofox.io/ru/blog/openclaw-free-api-rate-limit-russia-2026/Как развернуть OpenClaw — self-hosted AI-ассистент с 369K звёзд на GitHub — и подключить ofox.ai в качестве провайдера с настройкой rate limit, failover и бесплатных моделей.Fri, 08 May 2026 00:00:00 GMThttps://ofox.io/ru/blog/openclaw-model-configuration-complete-guide-2026/https://ofox.io/ru/blog/openclaw-model-configuration-complete-guide-2026/Инициализация onboard, структура ~/.openclaw/, параметры моделей, мультимодельная ротация с fallback, контроль бюджета и диагностика ошибок. Готовые примеры конфигурации и FAQ.Tue, 17 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/openclaw-russia-guide-api-setup-2026/https://ofox.io/ru/blog/openclaw-russia-guide-api-setup-2026/Подключение OpenClaw к Claude, GPT и другим моделям из России. Четыре способа настройки, примеры кода, сравнение провайдеров и цен. Решение проблем с оплатой.Mon, 16 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/opencode-api-configuration-guide-2026/https://ofox.io/ru/blog/opencode-api-configuration-guide-2026/Как настроить OpenCode с любым LLM-провайдером: установка, переменные окружения, config.toml, выбор моделей Claude, GPT, Gemini и решение типичных ошибок.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/opencode-api-setup-russia-complete-guide-2026/https://ofox.io/ru/blog/opencode-api-setup-russia-complete-guide-2026/Установка и настройка OpenCode через ofox: три способа конфигурации, подключение Claude, GPT, DeepSeek, решение ошибок 401. Сравнение с Claude Code и реальные примеры.Sun, 26 Apr 2026 00:00:00 GMThttps://ofox.io/ru/blog/openrouter-alternatives-llm-api-aggregators-2026/https://ofox.io/ru/blog/openrouter-alternatives-llm-api-aggregators-2026/Сравниваем 6 альтернатив OpenRouter по ценам, моделям, задержке и оплате из России. OfoxAI, liteLLM, Novita AI, proxyapi.ru — конкретные рекомендации по сценариям.Thu, 26 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/oplata-ai-api-iz-rossii-bez-visa-2026/https://ofox.io/ru/blog/oplata-ai-api-iz-rossii-bez-visa-2026/Как получить доступ к GPT-5.4, Claude Opus 4.6 и Gemini 3.1 Pro из России: API-агрегаторы, крипта, виртуальные карты. Без серых схем и зарубежных посредников.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/openclaw-search-provider-setup-guide-2026/https://ofox.io/ru/blog/openclaw-search-provider-setup-guide-2026/Сравнение Tavily, Google Custom Search и Bing Search для OpenClaw Agent: настройка, цены и бесплатные лимиты. Научите агента искать в интернете, а не отвечать наугад.Tue, 17 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/prompt-engineering-russkiy-yazyk-tehniki-2026/https://ofox.io/ru/blog/prompt-engineering-russkiy-yazyk-tehniki-2026/8 практических техник написания промптов для Claude Opus 4.6, GPT-5.4, Gemini 3.1 Pro и DeepSeek V3.2. Примеры слабых и сильных формулировок — от роли и аудитории до работы с контекстом.Fri, 10 Apr 2026 00:00:00 GMThttps://ofox.io/ru/blog/qwen-3-7-max-kodirovanie-arena-vs-claude-2026/https://ofox.io/ru/blog/qwen-3-7-max-kodirovanie-arena-vs-claude-2026/Qwen 3.7 Max занял 4 место в Code Arena WebDev (Elo 1541) — в 1 пункте от Claude Opus 4.6 Thinking. Цена $2,50/$7,50 за 1M токенов. Бенчмарки, сравнение с Opus и подключение через ofox.ai без VPN.Wed, 27 May 2026 00:00:00 GMThttps://ofox.io/ru/blog/qwen-3-7-plus-vs-max-tsena-vision-benchmark-2026/https://ofox.io/ru/blog/qwen-3-7-plus-vs-max-tsena-vision-benchmark-2026/Qwen 3.7 Plus ($0.40/M) против Max ($2.50/M): ~6× дешевле, тот же контекст 1M, те же 35-часовые сессии, плюс vision. Три реальных бенчмарка и таблица цен внутри.Tue, 09 Jun 2026 00:00:00 GMThttps://ofox.io/ru/blog/prompt-caching-llm-api-cost-reduction-guide-2026/https://ofox.io/ru/blog/prompt-caching-llm-api-cost-reduction-guide-2026/Как работает prompt caching в Claude, GPT-4o и Gemini: cache_control, автоматическое кэширование, метрики из usage. Экономия до 90% на повторяющихся системных промптах.Fri, 24 Apr 2026 00:00:00 GMThttps://ofox.io/ru/blog/reduce-ai-api-cost-guide-2026/https://ofox.io/ru/blog/reduce-ai-api-cost-guide-2026/Маршрутизация по моделям, кэширование промптов и Batch API — три рычага экономии. Таблица цен LLM на 2026 год, примеры кода и 7 стратегий для сокращения счёта на 60–80%.Sat, 07 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/shadow-api-fake-models-study-2026/https://ofox.io/ru/blog/shadow-api-fake-models-study-2026/CISPA проверили 17 AI API-ретрансляторов: 45,83% эндпоинтов подменяют модели. В медицинских задачах точность падает на 47%. Как не платить за подделку.Fri, 06 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/sravnenie-tsen-api-nejrosetej-2026/https://ofox.io/ru/blog/sravnenie-tsen-api-nejrosetej-2026/Подробное сравнение стоимости API ведущих языковых моделей — GPT-5.4, Claude Opus 4.6, Gemini 3.1 Pro и DeepSeek V3.2. Реальные цены, скрытые расходы и способы сэкономить.Thu, 16 Apr 2026 00:00:00 GMThttps://ofox.io/ru/blog/streaming-api-llm-python-nodejs-guide-2026/https://ofox.io/ru/blog/streaming-api-llm-python-nodejs-guide-2026/Как реализовать streaming в LLM API за 5 минут: Python и Node.js примеры, обработка ошибок, интеграция в FastAPI. Работает с GPT-5.4, Claude Opus 4.7, Gemini 3.1 Pro через OfoxAI.Wed, 22 Apr 2026 00:00:00 GMThttps://ofox.io/ru/blog/telegram-ai-bot-python-guide-2026/https://ofox.io/ru/blog/telegram-ai-bot-python-guide-2026/Пишем Telegram бота с GPT, Claude, Gemini через единый API. Bot API 9.5, нативный стриминг, история диалога, polling и webhook — полный рабочий код от разработки до деплоя.Tue, 24 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/vibe-coding-guide-ai-development-2026/https://ofox.io/ru/blog/vibe-coding-guide-ai-development-2026/Что такое vibe coding и как начать: инструменты Cursor, Claude Code, Windsurf, Replit, настройка среды и пошаговое создание приложений с ИИ.Mon, 23 Mar 2026 00:00:00 GMThttps://ofox.io/ru/blog/zed-editor-ai-configuration-guide-2026/https://ofox.io/ru/blog/zed-editor-ai-configuration-guide-2026/Подключение OfoxAI как LLM-провайдера в Zed Editor: настройка Agent Panel, settings.json, рекомендуемые модели GPT-5.4 Mini, Kimi K2.5, Qwen3 Max. Устранение неполадок.Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/ai-agent-development-guide-python-2026/https://ofox.io/zh/blog/ai-agent-development-guide-python-2026/手把手教你用 Python 开发 AI Agent 智能体：从 Function Calling 原理到多工具编排，附完整代码示例。覆盖 GPT、Claude、Gemini 等主流模型的 Tool Use 实现，以及生产环境部署的最佳实践。Sun, 08 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/ai-api-error-troubleshooting-guide-2026/https://ofox.io/zh/blog/ai-api-error-troubleshooting-guide-2026/系统梳理 OpenAI GPT-5.4、Claude、Gemini API 常见错误码，覆盖 429 限流、401 鉴权、500 崩溃、超时及 invalid user_id 等问题。附指数退避重试代码、配额升级策略与多模型 Fallback 架构，90% 的 429 错误可彻底解决。Mon, 09 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/ai-api-high-availability-fallback-guide-2026/https://ofox.io/zh/blog/ai-api-high-availability-fallback-guide-2026/AI API 调用不稳定、超时、429 限速是生产环境的头号痛点。本文从真实案例出发，拆解 5 种实战有效的高可用方案：自动 fallback、负载均衡、故障切换、限速策略与聚合平台兜底。覆盖 OpenAI、Claude、Gemini 等主流 API 的稳定性差异与应对策略。Fri, 10 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/ai-api-latency-optimization-guide-2026/https://ofox.io/zh/blog/ai-api-latency-optimization-guide-2026/AI API 响应慢严重影响用户体验和线上服务稳定性。本文从 TTFT、流式输出、Prompt Caching、模型选择、并发控制等 7 个维度，提供可直接落地的延迟优化方案，附 Python 完整代码示例、各模型吞吐量实测数据和性能对比表。Wed, 25 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/ai-api-payment-guide-china-no-credit-card-2026/https://ofox.io/zh/blog/ai-api-payment-guide-china-no-credit-card-2026/国内开发者如何用人民币购买 GPT、Claude、Gemini API？本文对比官方直付、虚拟信用卡、API 中转平台三大方案的成本、稳定性和适用场景，帮你找到最省心的付费路径。Fri, 27 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/ai-api-relay-station-comparison-guide-2026/https://ofox.io/zh/blog/ai-api-relay-station-comparison-guide-2026/2026 年企业级 AI API 选型横评：ofox.ai、302.ai、硅基流动、灵芽 AI 四家企业级大模型聚合平台多维度对比，覆盖企业级大模型API中转能力、模型矩阵、企业级 LLM API 稳定性、定价、合规、支付方式与 OpenClaw 兼容性，企业级 AI 接口聚合一篇看完。Fri, 10 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/ai-coding-tools-error-guide-2026/https://ofox.io/zh/blog/ai-coding-tools-error-guide-2026/Claude Code context window exceeded、Cursor 代码回滚 bug、Roo Code provider returned error、Windsurf Cascade 卡死——本文整理 AI 编程工具最高频的 30+ 个报错，按工具分类给出排查步骤和修复方案，附通用排查思路和快速对照表。Tue, 14 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/ai-content-generation-api-guide-2026/https://ofox.io/zh/blog/ai-content-generation-api-guide-2026/2026 年 AI 内容生成 API 全景对比：覆盖文字生成（GPT/Claude/Gemini）、图片生成（GPT Image/Imagen/FLUX）、视频生成（Sora/Veo/Kling）三大场景，含价格、性能、选型建议。Thu, 05 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/ai-image-generation-api-gemini-dalle-flux-comparison-2026/https://ofox.io/zh/blog/ai-image-generation-api-gemini-dalle-flux-comparison-2026/2026 年 AI 图片生成 API 三大技术路线对比：Gemini 3.1 多模态生图、DALL-E 3 专用模型、Flux 开源方案。从画质、中文理解、编辑灵活性、成本四个维度实测分析，给出营销、电商、内容配图等场景的选型建议。Sun, 29 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/ai-programming-tools-comparison-2026/https://ofox.io/zh/blog/ai-programming-tools-comparison-2026/2026 年主流 AI 编程工具全面对比：Claude Code、Codex CLI、Cursor、Gemini CLI、Cline、OpenCode，从功能、定价到实际体验，帮你选对适合自己的 AI 编程助手。Mon, 06 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/ai-model-ranking-selection-guide-2026/https://ofox.io/zh/blog/ai-model-ranking-selection-guide-2026/2026 年 4 月最新 AI 大模型排行榜，涵盖 Claude Opus 4.6、GPT-5.4、Gemini 3.1 Pro、DeepSeek V4、Kimi K2.5、MiniMax M2.5 等 10+ 模型的编程、推理、多模态评分与 API 价格对比。按场景给出选型建议，帮你找到最适合的 AI 模型。Wed, 08 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/ai-video-generation-api-comparison-sora-veo-kling-2026/https://ofox.io/zh/blog/ai-video-generation-api-comparison-sora-veo-kling-2026/深度对比 ofox 上线三大视频生成 API 的质量、速度、场景适配。含 Sora API 停服背景与迁移方案。Wed, 06 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/ai-tools-api-configuration-guide-2026/https://ofox.io/zh/blog/ai-tools-api-configuration-guide-2026/AI 工具配置 API 大全教程：详解 Continue IDE 插件、Aider 命令行助手、BoltAI、TypingMind、ChatBox 五款主流 AI 工具的 API 配置方法。OfoxAI 兼容 OpenAI/Anthropic/Gemini 三大协议，一个 Key 搞定所有模型。附通用配置原则和自定义集成方法。Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/aider-terminal-ai-pair-programming-guide-2026/https://ofox.io/zh/blog/aider-terminal-ai-pair-programming-guide-2026/Aider 是 GitHub 42K+ Star 的开源终端 AI 编程工具，支持 Git 原生工作流和自定义 API 接入。本文详解 Aider 安装配置、接入 Claude/GPT/国产模型的方法、实际开发体验，以及与 Claude Code、Cursor 的使用场景对比。Tue, 14 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/anthropic-claude-api-subscription-blocked-alternatives-2026/https://ofox.io/zh/blog/anthropic-claude-api-subscription-blocked-alternatives-2026/2026 年 3 月 Anthropic 官方订阅再次大规模风控，大量用户被封号、扣费失败。本文深入分析风控触发条件与常见表现，对比 AWS Bedrock、API 聚合平台等 4 种稳定使用 Claude API 的替代方案，推荐最优解。Fri, 20 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/apple-foundation-models-3-wwdc-2026-developer-jiedu/https://ofox.io/zh/blog/apple-foundation-models-3-wwdc-2026-developer-jiedu/WWDC 2026 苹果发布 AFM 3 五模型矩阵：端侧 20B 稀疏 LLM 用 Instruction-Following Pruning、Private Cloud Compute 扩展到 Google Cloud 上的 NVIDIA GPU。哪些是事实、哪些是话术、对开发者意味着什么。Tue, 09 Jun 2026 00:00:00 GMThttps://ofox.io/zh/blog/cc-switch-claude-code-no-official-key-relay-tutorial/https://ofox.io/zh/blog/cc-switch-claude-code-no-official-key-relay-tutorial/Anthropic 官方 API 国内打不开、付款也卡，但你已经有了一把 ofox 的 Key。CC Switch 把多个 CLI 工具的供应商配置统一管起来，添加一次中转，点一下切换 Claude Code、Codex、Gemini CLI。这篇手把手走完安装、加 Provider、切换、验证，最后聊聊它和直接改环境变量的差别在哪。Tue, 26 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/cc-switch-claude-code-third-party-relay-config-guide/https://ofox.io/zh/blog/cc-switch-claude-code-third-party-relay-config-guide/按踩坑频率排序：协议选错、model ID 命名、shell 环境变量覆盖 settings.json、Extended Thinking 被过滤、多 Provider 切换失效、Key 明文泄露。每类配最小复现命令和修法。Tue, 26 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/chatgpt-china-alternatives-guide-2026/https://ofox.io/zh/blog/chatgpt-china-alternatives-guide-2026/国内用不了 ChatGPT？2026 年最全平替方案：国产大模型直接用、API 网关接入 GPT 原版、开源客户端自建、AI 编程工具替代。附各方案优缺点对比和适用场景分析。Tue, 14 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/cc-switch-multi-cli-claude-code-codex-gemini-2026/https://ofox.io/zh/blog/cc-switch-multi-cli-claude-code-codex-gemini-2026/CC Switch v3.16.1 桌面 app，统一管理 Claude Code、Codex、Gemini CLI、OpenCode、OpenClaw、Hermes Agent 和 Claude Desktop。50+ provider 预设，托盘一键切换，macOS / Windows / Linux 10 分钟装完。Fri, 05 Jun 2026 00:00:00 GMThttps://ofox.io/zh/blog/chatgpt-codex-account-banned-6-reasons-fixes-2026/https://ofox.io/zh/blog/chatgpt-codex-account-banned-6-reasons-fixes-2026/ChatGPT、Codex 账号 2026 年 6 月又一波大面积被封。本文按共性原因 4 条 + 开发者特有 2 条梳理真实触发机制，给一份能逐条对照的自查清单，并客观对比申诉、合规 API 网关两条正路 + 一条反面案例（重新注册新号）的利弊。Mon, 08 Jun 2026 00:00:00 GMThttps://ofox.io/zh/blog/cherry-studio-api-configuration-guide-2026/https://ofox.io/zh/blog/cherry-studio-api-configuration-guide-2026/Cherry Studio 配置第三方 API 的完整教程：从 Base URL 设置到接入 GPT、Claude、Gemini、DeepSeek 等 50+ 大模型，手把手教你把 Cherry Studio 变成全能 AI 客户端。附自定义服务商配置、多 Key 轮询、常见报错解决方案。Mon, 23 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/cc-switch-claude-code-tutorial-2026/https://ofox.io/zh/blog/cc-switch-claude-code-tutorial-2026/cc-switch（ccswitch）是专为 Claude Code 设计的开源 GUI 工具，无需手动改 settings.json。本文涵盖 macOS/Windows/Linux 安装、接入 DeepSeek 与 OfoxAI 完整流程、VSCode 集成及常见报错排查。Fri, 15 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/china-open-source-llm-flagship-showdown-2026/https://ofox.io/zh/blog/china-open-source-llm-flagship-showdown-2026/2026 年国产开源 LLM 三大旗舰横评：DeepSeek-V3.2、Qwen3.6-Max、Kimi K2.6 的架构、benchmark、定价与选型决策，附 ofox 一键接入方案。Sun, 24 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-ai-agent-long-context-practical-guide-2026/https://ofox.io/zh/blog/claude-ai-agent-long-context-practical-guide-2026/用 Claude 构建 AI Agent 到底靠不靠谱？这篇从实际项目出发，聊聊 Agent SDK 的选型、工具编排的设计思路、1M 上下文的正确用法，以及长时间运行 Agent 的成本控制。不是教程，是踩坑记录。Sun, 05 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/china-open-source-llm-local-deploy-hardware-guide-2026/https://ofox.io/zh/blog/china-open-source-llm-local-deploy-hardware-guide-2026/Qwen3.6-27B、GLM-5.1、DeepSeek V4 三大国产开源旗舰齐发，本地部署的硬件门槛从单卡 24GB 消费卡到 8×H200 全跨度。本文按预算逐级拆解显存需求、量化方案、推理框架，给国内团队一张能照着买卡的清单。Sat, 23 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-api-china-guide-2026/https://ofox.io/zh/blog/claude-api-china-guide-2026/2026 最新 Claude API 调用教程：自建代理、API 中转聚合平台、AWS Bedrock 三种方案实战对比，含 Claude Opus 4.6 和 Sonnet 4.6 最新价格表、Python 代码示例、常见报错排查和成本优化技巧。Fri, 06 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-api-error-guide-429-401-529-2026/https://ofox.io/zh/blog/claude-api-error-guide-429-401-529-2026/Claude API 报错怎么办？逐一拆解 429 rate limit、401 认证失败、529 overloaded、402 余额不足、超时断连等常见错误码，给出排查步骤和修复方案。附 request_id 追踪技巧、SDK 自动重试配置和国内调用稳定性优化。Sat, 04 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-api-streaming-batch-enterprise-guide-2026/https://ofox.io/zh/blog/claude-api-streaming-batch-enterprise-guide-2026/Claude API 流式输出怎么实现？Batch API 批量调用怎么省钱？本文从实际开发角度拆解 Claude streaming 的 SSE 事件流、fine-grained tool streaming、Message Batches API 的用法和成本优势，附企业版方案选型建议。Sun, 05 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-api-payment-guide-alipay-wechat-2026/https://ofox.io/zh/blog/claude-api-payment-guide-alipay-wechat-2026/2026 最新 Claude API 付费教程：Anthropic 官方定价详解、免费额度获取方法、支付宝微信充值方案、人民币购买 Claude API 的三种路径对比。附各模型成本测算和省钱技巧。Fri, 03 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-code-china-opus-4-6-coding-experience-2026/https://ofox.io/zh/blog/claude-code-china-opus-4-6-coding-experience-2026/Claude Code 国内能用吗？实际用 Opus 4.6 写了两个月代码后的真实体验。从网络配置到日常编程，聊聊这个工具到底值不值得折腾，以及和 Cursor、Copilot 的体感差异。Sat, 04 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-code-ofoxai-configuration-guide-2026/https://ofox.io/zh/blog/claude-code-ofoxai-configuration-guide-2026/Claude Code 接入第三方 API 完整教程：用 CC Switch 可视化工具 3 分钟完成配置，无需手动编辑 JSON。涵盖多平台安装（CLI/VS Code/JetBrains）、CC Switch 供应商配置、Skills 能力扩展、CCometixLine 状态栏增强，附常见问题排查。Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-code-security-hooks-permissions-worktrees-2026/https://ofox.io/zh/blog/claude-code-security-hooks-permissions-worktrees-2026/Claude Code 已经发生过真实的 rm -rf 数据丢失事故。本文用 settings.json 权限规则、PreToolUse hooks、Git worktrees 三层防御兜住，附可直接复制的 deny 列表和拦截脚本。Tue, 12 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-code-source-leak-architecture-analysis-2026/https://ofox.io/zh/blog/claude-code-source-leak-architecture-analysis-2026/2026 年 3 月 31 日，Anthropic 的 Claude Code 因 npm source map 配置失误，51 万行 TypeScript 源码被完整曝光。本文拆解泄露内容中的架构设计、隐藏功能和 AI 编程工具的发展方向。Wed, 01 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-code-token-optimization-5-strategies-2026/https://ofox.io/zh/blog/claude-code-token-optimization-5-strategies-2026/一份不讲套话的 Claude Code 省钱手册：prompt caching、模型分级、上下文卫生、thinking 预算、hooks 和 Batch API 怎么叠加用，把每天 13 美金的开发者预算压到个位数。Wed, 13 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-code-vs-codex-cli-vs-cursor-vs-deepseek-tui-2026/https://ofox.io/zh/blog/claude-code-vs-codex-cli-vs-cursor-vs-deepseek-tui-2026/Claude Code vs Codex CLI vs Cursor vs DeepSeek TUI 怎么选？一句话结论：后端运维选 Claude Code、OpenAI 生态选 Codex CLI、前端全栈选 Cursor 3、预算敏感选 DeepSeek TUI。模型 / 价格 / 上下文窗口 / 国内接入方式逐项对比。Tue, 12 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-haiku-4-5-api-budget-friendly-guide-2026/https://ofox.io/zh/blog/claude-haiku-4-5-api-budget-friendly-guide-2026/Claude Haiku 4.5 API 完全教程：$1/百万 token 的极致性价比、适用场景选型、与 Sonnet/Opus 对比、国内接入方案、成本优化技巧。附实测数据和代码示例。Thu, 30 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-haiku-4-5-vs-gpt-5-4-mini-budget-models-2026/https://ofox.io/zh/blog/claude-haiku-4-5-vs-gpt-5-4-mini-budget-models-2026/全面对比 Claude Haiku 4.5 和 GPT-5.4 Mini 的价格、性能、上下文窗口和推理能力，帮你选出性价比最高的 AI API 模型。Thu, 07 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-haiku-4-api-budget-friendly-guide-2026/https://ofox.io/zh/blog/claude-haiku-4-api-budget-friendly-guide-2026/Claude Haiku 4 API 完全教程：$1/百万 token 的极致性价比、适用场景选型、与 Sonnet/Opus 对比、国内接入方案、成本优化技巧。附实测数据和代码示例。Thu, 30 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-mythos-preview-project-glasswing-guide-2026/https://ofox.io/zh/blog/claude-mythos-preview-project-glasswing-guide-2026/Claude Mythos Preview 于 2026 年 4 月 7 日随 Project Glasswing 发布，SWE-bench 得分 93.9%，是 Anthropic 迄今最强模型。但它不对外开放。本文解析 Mythos 的能力、为何被限制，以及开发者现在能用什么替代。Sun, 19 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-opus-4-6-api-complete-guide-2026/https://ofox.io/zh/blog/claude-opus-4-6-api-complete-guide-2026/Claude Opus 4.6 SWE-bench 80.8% 编程第一、ARC-AGI-2 68.8%、1M 上下文窗口。详解自适应推理四档控制、Context Compaction 无限对话、定价分析与 3 个场景成本测算、Python/Node.js 代码和国内 5 分钟接入教程。Wed, 25 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-opus-4-6-vs-sonnet-4-6-model-selection-guide-2026/https://ofox.io/zh/blog/claude-opus-4-6-vs-sonnet-4-6-model-selection-guide-2026/Claude Opus 4.6 和 Sonnet 4.6 到底该用哪个？本文从定价、编程能力、推理深度、响应速度、上下文窗口五个维度做实际对比，给出不同场景下的选型建议，帮你在性能和成本之间找到最优解。Wed, 15 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-opus-4-7-complete-guide-2026/https://ofox.io/zh/blog/claude-opus-4-7-complete-guide-2026/Claude Opus 4.7 于 2026 年 4 月 16 日发布，SWE-bench Pro 得分 64.3%，超越 GPT-5.4 和 Gemini 3.1 Pro。本文详解新功能、性能对比、xhigh 模式使用，以及国内通过 OfoxAI 接入的完整方法。Sat, 18 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-opus-4-7-release-ofox-support-2026/https://ofox.io/zh/blog/claude-opus-4-7-release-ofox-support-2026/Anthropic 于 2026 年 4 月 16 日发布 Claude Opus 4.7，SWE-bench Pro 64.3%、CursorBench 70%、视觉分辨率提升 3 倍。ofox.ai 同步上线，国内开发者可直接通过 OpenAI 兼容接口调用，无需翻墙。Fri, 17 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-opus-4-7-vs-deepseek-v4-pro-flagship-china-2026/https://ofox.io/zh/blog/claude-opus-4-7-vs-deepseek-v4-pro-flagship-china-2026/Anthropic 的 Claude Opus 4.7 与 DeepSeek V4 Pro 隔了 8 天先后发布。一个闭源旗舰，一个 1.6T MoE 开源新王。本文用 SWE-bench、CursorBench、Codeforces、定价做硬对比，给出国内开发者的选型决策路径，附 ofox.ai 直接调用代码。Thu, 21 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-opus-4-7-vs-sonnet-4-6-which-to-pick-china/https://ofox.io/zh/blog/claude-opus-4-7-vs-sonnet-4-6-which-to-pick-china/Opus 4.7 把 SWE-bench 拉到 87.6%，比 Sonnet 4.6 高 8 个百分点。但价格也贵 67%。本文用真实价格、benchmark 和场景拆解，告诉你什么时候该升级、什么时候继续用 Sonnet 4.6。Sat, 16 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-sonnet-4-6-vs-deepseek-v4-pro-coding-china/https://ofox.io/zh/blog/claude-sonnet-4-6-vs-deepseek-v4-pro-coding-china/Sonnet 4.6 编程 SWE-bench 79.6% vs DeepSeek V4 Pro 80.6%，价格相差 5-17 倍；本文给出三种典型场景下的选型决策、价格陷阱（V4 Pro 5/31 涨价 4 倍）和 ofox 一把 key 调两个模型的代码示例。Mon, 11 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-sonnet-4-6-vs-opus-4-7-china/https://ofox.io/zh/blog/claude-sonnet-4-6-vs-opus-4-7-china/Sonnet 4.6 是当前最新的 Sonnet（2026 年 2 月），Opus 4.7 是当前最新的 Opus（4 月）。两代旗舰怎么选？本文给出价格、性能、视觉、速度的实测对照，以及不同任务场景下的具体建议。Mon, 11 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-tool-use-function-calling-complete-guide-2026/https://ofox.io/zh/blog/claude-tool-use-function-calling-complete-guide-2026/Claude function calling 和 tool use 深度教程：tool_choice 三种模式详解、多轮工具调用循环、流式输出与工具调用结合、Extended Thinking 增强决策、并行工具调用优化。附 Agent 循环架构设计和国内接入方案。Fri, 03 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/cline-vscode-ai-api-configuration-guide-2026/https://ofox.io/zh/blog/cline-vscode-ai-api-configuration-guide-2026/Cline（原 Claude Dev）VS Code 插件配置第三方 API 的完整教程：OpenAI Compatible 和 Anthropic 两种接入方式详解，Tool Use 完整支持，一个 Key 调用 Claude Sonnet 4.6、Opus 4.6、GPT-4o、Gemini 等多模型。附模型推荐、常见问题排查。Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-sonnet-4-5-vs-4-6-which-to-pick-china/https://ofox.io/zh/blog/claude-sonnet-4-5-vs-4-6-which-to-pick-china/Claude Sonnet 4.6 上线 3 个月，Anthropic 官方数据用户 70% 偏好 4.6。同价位下到底哪些场景该升、哪些场景可以暂时按兵不动？本文用实测数据和迁移清单帮你决定。Sat, 16 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/claude-opus-4-8-release-guide-2026/https://ofox.io/zh/blog/claude-opus-4-8-release-guide-2026/Claude Opus 4.8 于 2026 年 5 月 28 日发布，价格与 4.7 持平，在独立的 GDPval-AA 真实工作榜单上以 1890 Elo 登顶。本文拆解：SWE-bench Pro 69.2%、新增 Fast Mode、dynamic workflows，以及如何通过 ofox.ai 接入。Fri, 29 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/codex-chrome-extension-codex-app-china-tutorial-2026/https://ofox.io/zh/blog/codex-chrome-extension-codex-app-china-tutorial-2026/OpenAI 在 5/7 给 Codex 发了 Chrome 扩展，让 Codex App 直接接管浏览器，跨 LinkedIn / Salesforce / Gmail 跑代理任务。本文从功能拆解到国内三道墙——账号、支付、网络——讲明白；并给一份用 Codex CLI + ofox 网关 + Browser MCP 在国内复刻同等浏览器工作流的实操方案。Sun, 10 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/codex-cli-api-configuration-guide-2026/https://ofox.io/zh/blog/codex-cli-api-configuration-guide-2026/Codex CLI 是什么、怎么装、怎么配 API Key？一篇看完零基础上手：npm 全局安装、配 OPENAI_BASE_URL 接入 OfoxAI、跑通第一条 codex 命令，五分钟搞定。多 Provider 切换 / config.toml / 推理强度等进阶配置看进阶版。Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/codex-cli-common-errors-troubleshooting-china/https://ofox.io/zh/blog/codex-cli-common-errors-troubleshooting-china/Codex CLI 跑不起来？按报错信息直接对照修复命令。覆盖认证、网络、沙箱、限流、模型五大类，附国内通过 ofox 中转的完整 config.toml 配置。Sun, 17 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/codex-cli-custom-api-model-configuration-2026/https://ofox.io/zh/blog/codex-cli-custom-api-model-configuration-2026/Codex CLI 切换模型、修改默认模型、使用自定义 API 一篇讲清。用 config.toml 接 DeepSeek、Kimi、Ollama、Claude 等任意 OpenAI 兼容模型，命令行一键切换 Provider。附 OfoxAI 接入实战、推理强度沙箱权限、401 / 模型不生效排查。Mon, 06 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/codex-cli-real-world-coding-workflow-china/https://ofox.io/zh/blog/codex-cli-real-world-coding-workflow-china/不讲安装也不讲 config 字段，只讲一天里在 Codex CLI 里真正会做的事：选模型、塞上下文、跑审批、跑 /review、断线 resume、用 codex exec 进 CI、接 MCP。配 OfoxAI 国内可用方案。Sat, 09 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/codex-cli-token-saving-tips-2026/https://ofox.io/zh/blog/codex-cli-token-saving-tips-2026/网传 Process_narration=false 仓库零命中，系讹传。本文按 openai/codex 源码逐条核实，model_reasoning_effort 降档、model_reasoning_summary 和 model_verbosity 三件套叠加可省 30-50% token，并讲清原生 spawn_agent 子智能体用法。Sun, 17 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/codex-command-not-found-7-fixes-path-npm-2026/https://ofox.io/zh/blog/codex-command-not-found-7-fixes-path-npm-2026/`npm install -g @openai/codex` 装完终端就报 "codex: command not found"？7 个修复点直接对照：PATH、NVM、npm prefix、Volta、sudo EACCES、Node 16+（Codex 0.137.0 floor），还有 Codex Desktop 非交互 shell 那个 bug（issue #13566）。在 macOS 14、Ubuntu 24.04、Windows 11 + WSL2 上用 Codex CLI 0.137.0 全部验过，附 5 分钟救火路径。Fri, 05 Jun 2026 00:00:00 GMThttps://ofox.io/zh/blog/codex-official-website-china-access-install/https://ofox.io/zh/blog/codex-official-website-china-access-install/Codex 官网在国内打不开？本文不绕远路谈梯子，直接走 OpenAI 兼容网关把 Codex CLI 接通。覆盖 macOS / Windows / Linux 三平台安装、config.toml 配置、第一次运行验证，以及最常见的几个鉴权和模型报错。Sat, 09 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/codex-windows-installation-wsl-china/https://ofox.io/zh/blog/codex-windows-installation-wsl-china/在 Windows 上跑 OpenAI Codex CLI 的两条路径——WSL2 与原生 Windows——并用 ofox.ai 替换默认 OpenAI 端点解决国内访问问题，附常见报错速查。Sun, 10 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/continue-dev-api-configuration-guide-2026/https://ofox.io/zh/blog/continue-dev-api-configuration-guide-2026/Continue.dev 是 GitHub 25K+ Star 的开源 VS Code AI 编程插件，支持自定义 API 接入任意模型。本文详解 2026 年 Continue.dev 的配置方法、三种使用模式（补全/Chat/Agent）、模型选型建议，以及与 Cursor、Copilot、Cline 的对比。Tue, 14 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/coze-api-relay-configuration-guide-2026/https://ofox.io/zh/blog/coze-api-relay-configuration-guide-2026/Coze（扣子）配置第三方 API 中转的完整教程：SaaS 版和开源私有化部署两种方案，手把手教你在扣子工作流中接入 GPT-5、Claude、Gemini、DeepSeek 等 50+ 大模型。附 LLM 节点配置详解和常见报错排查。Sun, 22 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/cursor-3-agent-mode-custom-api-configuration-guide-2026/https://ofox.io/zh/blog/cursor-3-agent-mode-custom-api-configuration-guide-2026/Cursor 3 于 2026 年 4 月发布，从文件编辑器进化为 Agent 工作台。本文拆解 Agents Window、Design Mode、Worktree 等核心变化，详解自定义 API 地址设置方法，分析 BYOK 在 Agent 模式下的限制与应对方案，帮你用一个 Key 在 Cursor 3 里调用 Claude、GPT、Gemini 等 80+ 模型。Thu, 16 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/cursor-claude-code-cline-api-setup-guide-2026/https://ofox.io/zh/blog/cursor-claude-code-cline-api-setup-guide-2026/2026 Vibe Coding 工具 API 配置全指南：Cursor Override Base URL、Claude Code 环境变量、Cline OpenAI Compatible 三种接入方式详解，一个 Key 调用 GPT-5.4、Claude Opus 4.6、Gemini 3.1 等 100+ 模型，覆盖六大工具完整步骤及 10 个常见问题排查。Fri, 06 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/cursor-ofox-vibe-coding-app-tutorial-2026/https://ofox.io/zh/blog/cursor-ofox-vibe-coding-app-tutorial-2026/用 Cursor Composer 配合 ofox API，从零搭一个支持流式输出的 AI 写作助手。本文展示完整的 vibe coding 工作流：描述需求 → 生成代码 → 接入 ofox API → 迭代优化，不需要手写一行代码。Tue, 21 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/deepseek-r1-reasoning-api-china-guide-2026/https://ofox.io/zh/blog/deepseek-r1-reasoning-api-china-guide-2026/深度解析 DeepSeek V4 的 thinking mode 推理能力、API 调用方式、国内接入方案与实战场景。含完整代码示例和成本分析。Sat, 02 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/deepseek-v4-release-guide-2026/https://ofox.io/zh/blog/deepseek-v4-release-guide-2026/DeepSeek 挑了 GPT-5.5 发布同一天出 V4 预览版。Pro 1.6T、Flash 284B、1M 上下文、Apache 2.0 权重，API 同步上线。Codeforces 3206，超过 GPT-5.4。Chinese-SimpleQA 84.4，超过除 Gemini 外所有闭源模型。价格便宜到离谱，ofox 正在第一时间接入。Fri, 24 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/dify-api-configuration-guide-2026/https://ofox.io/zh/blog/dify-api-configuration-guide-2026/Dify 配置 AI 模型 API 的完整教程：从官方模型供应商到 OpenAI 兼容自定义 API，手把手教你接入 GPT、Claude、Gemini、DeepSeek 等 50+ 大模型。附配置代码、常见报错解决方案和多模型负载均衡策略。Sat, 07 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/dify-ofox-api-integration-china-guide/https://ofox.io/zh/blog/dify-ofox-api-integration-china-guide/通过 Dify 的 OpenAI-API-compatible 配置接入 ofox.ai，一份 Key 同时调用 Claude、GPT、Gemini、DeepSeek、Kimi 等 100+ 模型。含 Chatflow / Agent / Workflow 实战配置和常见报错排查。Sun, 17 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/doubao-seed-2-api-guide-2026/https://ofox.io/zh/blog/doubao-seed-2-api-guide-2026/字节豆包 Seed 2.0 四款变体到底怎么选？Pro 通用最强、Code 编程专精、Lite 性价比、Mini 端侧低成本。本文 5 分钟讲清四款差异、实测价格对比、通过 ofox.ai 国内直连的 Base URL 与 API Key 配置步骤，附 Claude Code/Cursor/Cline 三工具接入参数。Thu, 09 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/deepseek-v4-api-guide-2026/https://ofox.io/zh/blog/deepseek-v4-api-guide-2026/DeepSeek V4 万亿参数 MoE + 原生多模态，价格仅 GPT 系列 1/10，编程能力对标 Claude Opus 4.x。本文给出实测 token 价格对比表、通过 ofox.ai 国内直接调用步骤、Claude Code/Cursor/Cline 三工具配置参数，附 V3.2 迁移清单。Fri, 20 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/doubao-seedream-5-0-lite-image-api-china-2026/https://ofox.io/zh/blog/doubao-seedream-5-0-lite-image-api-china-2026/ByteDance Seed 在 2026-02-13 发布的 Seedream 5.0 Lite 把 CoT 视觉推理、实时联网检索和多图参考塞进了同一个图像模型。本文给完整的 ofox.ai 接入步骤、curl 与 Python 代码、和 4.5 / Nano-Banana 2 / GPT Image 2 的横向对照。Tue, 19 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/dspy-stanford-prompt-framework-chinese-guide-2026/https://ofox.io/zh/blog/dspy-stanford-prompt-framework-chinese-guide-2026/DSPy 是 Stanford NLP 开发的声明式 AI 框架，让你用代码而非 prompt 字符串构建模块化 AI 系统。本文详解 DSPy 核心概念、优化器使用，以及如何通过 ofox API 接入 Claude/GPT 等模型。Thu, 30 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/enterprise-ai-api-chaos-drill-failover-2026/https://ofox.io/zh/blog/enterprise-ai-api-chaos-drill-failover-2026/配了 fallback 不等于做了高可用。本文给企业 AI 平台一份故障演练剧本：双供应商主备/双活架构怎么选、健康检查与熔断阈值怎么定、用 toxiproxy 注入超时和 429、Game Day 流程模板、切换时的协议兼容陷阱，以及上线前必跑的 12 项 chaos 用例。Thu, 28 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/enterprise-ai-api-capacity-planning-2026/https://ofox.io/zh/blog/enterprise-ai-api-capacity-planning-2026/企业 AI API 容量规划怎么做？从 token bucket 模型理解 burstable quota，给出一套可执行的峰值压测方案，再把月度容量预算拆成可建模的公式，配合 ofox / LiteLLM 的真实配置。Fri, 29 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/enterprise-ai-api-cost-governance-team-budget-quota-2026/https://ofox.io/zh/blog/enterprise-ai-api-cost-governance-team-budget-quota-2026/企业 AI API 月费失控？给一套能落地的成本治理方案：按团队/项目拆账、阈值告警、预算冻结熔断、虚拟 key 分级，结合 ofox 与 LiteLLM 网关给出具体配置。Wed, 27 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/embedding-api-rag-guide-2026/https://ofox.io/zh/blog/embedding-api-rag-guide-2026/2026 年 Embedding API 最全对比：OpenAI text-embedding-3、Cohere Embed v4、BGE-M3、Qwen3-Embedding 四大模型实测，含 Python 代码示例、RAG 管道搭建、成本优化策略和常见踩坑记录。Tue, 10 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/enterprise-ai-api-observability-slo-2026/https://ofox.io/zh/blog/enterprise-ai-api-observability-slo-2026/给后端团队的 AI API 监控落地手册。讲清楚为什么传统 APM 看不到 LLM 真正的问题，要采哪 7 个指标，OpenTelemetry GenAI / Langfuse / Helicone 三种架构怎么选，SLO 阈值和告警规则怎么定。Thu, 28 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/enterprise-ai-api-pitfalls-selection-guide-2026/https://ofox.io/zh/blog/enterprise-ai-api-pitfalls-selection-guide-2026/企业接入 AI API 常见的 7 个坑：选错模型、网络不通、成本失控、供应商锁定、缺乏容错、合规风险、权限混乱。附选型清单和实战建议。Thu, 09 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/enterprise-llm-api-selection-pitfalls-2026/https://ofox.io/zh/blog/enterprise-llm-api-selection-pitfalls-2026/面向上量到生产场景的企业级 AI API 选型避坑清单：SLA 真实可用率、容量规划、模型版本治理、子账号与 Key 管理、计费分账、合规审计、Anthropic 协议原生兼容、双供应商路由——企业级 LLM API 和企业级大模型聚合平台落地时真正会踩的 10 个坑。Mon, 25 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/enterprise-ai-high-roi-scenarios-model-selection-2026/https://ofox.io/zh/blog/enterprise-ai-high-roi-scenarios-model-selection-2026/企业 AI API 落地不知从哪入手？本文总结 7 个经过验证的高投资回报场景——智能客服、内容生成、代码审查、数据分析、知识库问答、Agent 自动化、多语言翻译，并给出每个场景的模型选型建议和成本估算。Fri, 27 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/enterprise-llm-gateway-litellm-portkey-helicone-ofox-comparison-2026/https://ofox.io/zh/blog/enterprise-llm-gateway-litellm-portkey-helicone-ofox-comparison-2026/2026 年企业级 LLM Gateway 实战选型指南。从自建成本、自托管 OSS（LiteLLM/Helicone）、SaaS 网关（Portkey）到聚合平台（ofox），按团队规模、合规需求、模型覆盖给出可落地的决策矩阵。Wed, 27 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/enterprise-model-version-governance-2026/https://ofox.io/zh/blog/enterprise-model-version-governance-2026/从 OpenAI 5 月砍 chat-latest 到 Anthropic 6.15 EOL Claude 4，企业 LLM 接入必须有自己的版本治理体系：流量分桶、双盲 A/B、单按钮回滚、版本生命周期表。一篇讲透落地方法。Fri, 29 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/fastgpt-api-configuration-guide-2026/https://ofox.io/zh/blog/fastgpt-api-configuration-guide-2026/FastGPT 模型配置完整教程：从内置 AI Proxy 到 OneAPI 两种方案，手把手教你在 FastGPT 知识库应用中接入 GPT-5、Claude Opus、Gemini、DeepSeek 等大模型。附渠道配置步骤、模型映射规则和常见报错解决方案。Tue, 24 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/flux-2-max-image-api-china-guide-2026/https://ofox.io/zh/blog/flux-2-max-image-api-china-guide-2026/详解如何通过 ofox.ai 的 OpenAI 兼容接口调用 Black Forest Labs Flux 2 Max 模型，含 curl、Python、Node.js 代码示例、完整参数说明和定价对比。Tue, 05 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/flux-2-max-vs-seedream-vs-nano-banana-image-api-2026/https://ofox.io/zh/blog/flux-2-max-vs-seedream-vs-nano-banana-image-api-2026/Flux 2 Max 拼写实、Seedream 4.5 拼中文字与多图一致性、Nano-Banana Pro 拼推理生成。三款主流图像生成 API 的定位、参数、价格、实测差异和选型决策树，2026 年 5 月最新数据。Wed, 20 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/function-calling-guide-gpt-claude-api-2026/https://ofox.io/zh/blog/function-calling-guide-gpt-claude-api-2026/深入解析 OpenAI Function Calling 和 Claude Tool Use 的 API 请求格式、参数校验、代码实现与最佳实践。包含天气查询、数据库检索等真实案例和错误处理方案，帮助你构建可靠的生产级 AI 工具调用系统。Thu, 12 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/gemini-3-1-flash-vs-deepseek-v4-flash-agent-loop-2026/https://ofox.io/zh/blog/gemini-3-1-flash-vs-deepseek-v4-flash-agent-loop-2026/Gemini 3.1 Flash Lite 和 DeepSeek V4 Flash 瞄准了同一块市场：给 Agent 循环用的廉价模型。本文按真实工作负载（万次工具调用、200 路并发、平均 12 轮对话）对比两者的实际花费、延迟、长上下文召回和工具调用稳定性，并给出在 ofox.ai 上一个 Key 同时调两个的迁移代码。Thu, 14 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/gemini-3-1-pro-api-china-guide-2026/https://ofox.io/zh/blog/gemini-3-1-pro-api-china-guide-2026/Google 于 2026 年 2 月发布 Gemini 3.1 Pro，ARC-AGI-2 达 77.1%，1M token 上下文。国内开发者无法直连 Google API，本文给出通过 ofox.ai 接入的完整方案，含 Gemini 3.1 系列价格对比、OpenAI 兼容调用方式，以及与 GPT-5.4、Claude Opus 4.6 的横向对比。Fri, 17 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/gemini-3-1-pro-api-complete-guide-2026/https://ofox.io/zh/blog/gemini-3-1-pro-api-complete-guide-2026/Gemini 3.1 Pro ARC-AGI-2 得分 77.1% 登顶、GPQA Diamond 94.3% 史上最高，输入仅 $2/百万 token。详解 10 项基准测试、3 个场景成本测算、Python/Node.js 完整代码和国内 5 分钟接入教程。Tue, 24 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/gemini-3-5-flash-api-china-guide-2026/https://ofox.io/zh/blog/gemini-3-5-flash-api-china-guide-2026/Google I/O 2026 发布 Gemini 3.5 Flash，Terminal-Bench 76.2%、MCP Atlas 83.6%，agent 与 coding 全面超越 3.1 Pro，速度快 4 倍。ofox.ai 已上架 google/gemini-3.5-flash，description: .5/$9 每百万 token，本文提供完整接入方案与代码示例。Mon, 25 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/gemini-api-china-guide-2026/https://ofox.io/zh/blog/gemini-api-china-guide-2026/2026 年国内开发者调用 Google Gemini API 的三种方案对比：Google AI Studio、Vertex AI、API 聚合平台，含 Gemini 2.5 Pro/Flash 最新模型价格、百万 token 上下文实战代码和国内节点延迟测试数据。Fri, 06 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/gemini-cli-api-configuration-guide-2026/https://ofox.io/zh/blog/gemini-cli-api-configuration-guide-2026/Gemini CLI 使用完整指南：从安装到配置 API Key 和 Base URL，用 Google Gemini 命令行工具完成代码生成、长文件分析、多模态任务。附可用模型列表、settings.json 配置、环境变量设置。Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/gemini-grok-deepseek-aws-free-tier-comparison-2026/https://ofox.io/zh/blog/gemini-grok-deepseek-aws-free-tier-comparison-2026/Gemini Flash 永久免费但 RPM 紧、xAI Grok 首月最多 $175 但要数据共享、DeepSeek 新户 500 万 token 一次性、AWS Bedrock $200 通用 credits 但 6 个月过期。本文按"能写多少代码"这一个维度拆解四家方案。Wed, 13 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/glm-4-7-api-guide-free-flash-2026/https://ofox.io/zh/blog/glm-4-7-api-guide-free-flash-2026/GLM-4.7 于 2025 年 12 月发布，SWE-Bench Verified 73.8% 领跑开源编程模型；Flash 版完全免费，30B 参数跑出 59.2% 成绩。本文详解两个版本的区别、通过 OfoxAI 国内直连接入方法、Roo Code/Cline/OpenClaw 配置，以及与 GLM-5 的选型建议。Mon, 20 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/glm-4-7-flash-free-api-china-guide-2026/https://ofox.io/zh/blog/glm-4-7-flash-free-api-china-guide-2026/GLM-4.7-Flash 是智谱 2026 年发布的 30B-A3B MoE 模型，提供完全免费的 API 调用，支持 200K 上下文。本文讲清楚国内开发者如何 5 分钟接入，含代码示例和限速说明。Mon, 18 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/glm-5-api-guide-coding-agent-2026/https://ofox.io/zh/blog/glm-5-api-guide-coding-agent-2026/智谱 GLM-5.1 编程能力 SOTA（SWE-Bench Pro 58.4% 超 Claude Opus 4.6），新用户 2000 万 token 免费额度。本文讲清 GLM-5 / GLM-5.1 / GLM-5-Turbo 三版本差异、价格对比 Claude/GPT/DeepSeek、通过 ofox.ai 国内一键直连、Function Call 配置全步骤。Thu, 09 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/github-copilot-alternatives-ai-coding-tools-2026/https://ofox.io/zh/blog/github-copilot-alternatives-ai-coding-tools-2026/GitHub Copilot 不是唯一选择。本文实测 Cursor、Windsurf、Claude Code、Cline、Aider、Continue.dev、Codex CLI 七款替代工具，从定价、模型自由度、Agent 能力到国内可用性逐一拆解，帮你找到真正适合自己的 AI 编程助手。Wed, 15 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/glm-5v-turbo-multimodal-api-guide-2026/https://ofox.io/zh/blog/glm-5v-turbo-multimodal-api-guide-2026/GLM-5V-Turbo 是智谱 AI 发布的原生多模态 Coding 基座模型，Design2Code 跑分 94.8 领先业界。本文详解通过 OfoxAI 一键接入 GLM-5V-Turbo API 的方法、核心能力解析和实际应用场景。Mon, 06 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/google-adk-agent-skill-design-patterns-2026/https://ofox.io/zh/blog/google-adk-agent-skill-design-patterns-2026/Google Cloud 官方总结的 5 种 Agent Skill 设计模式：Tool Wrapper、Generator、Reviewer、Inversion、Pipeline。从 Anthropic、Vercel、Google 内部实践中提炼，帮你从'格式对不对'进化到'逻辑怎么设计'。附完整代码示例和选型决策树。Wed, 18 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/gpt-5-4-api-china-guide-2026/https://ofox.io/zh/blog/gpt-5-4-api-china-guide-2026/GPT-5.4 于 2026 年 3 月发布，1M 上下文窗口 + 原生 Computer Use。国内开发者无法直连 OpenAI，本文给出三种接入方案的实测对比、Python/Node.js 完整代码、官方与聚合平台价格表，以及调用中最常踩的坑。Wed, 15 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/gpt-5-4-mini-nano-api-guide-2026/https://ofox.io/zh/blog/gpt-5-4-mini-nano-api-guide-2026/GPT-5.4-mini SWE-Bench 54.4%（旗舰版 94% 能力只花 30% 价格），nano 仅 $0.20/百万 token。详细对比 mini vs nano，含 3 个场景成本测算、完整 Python 代码和国内 5 分钟接入教程。Wed, 18 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/gpt-5-4-pro-api-deep-performance-review-2026/https://ofox.io/zh/blog/gpt-5-4-pro-api-deep-performance-review-2026/旗舰还是浪费？GPT-5.4 Pro / 标准版 / Mini / Nano 四档定价、能力差异和场景选型全拆解，附 ofox 低延迟直连代码示例，改一行 base_url 即可跑。Tue, 28 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/gpt-5-4-vs-claude-opus-vs-gemini-flagship-comparison-2026/https://ofox.io/zh/blog/gpt-5-4-vs-claude-opus-vs-gemini-flagship-comparison-2026/2026 年实测对比 GPT-5.4、Claude Opus 4.6、Gemini 3.1 Pro 三大旗舰模型：SWE-Bench 编程、GPQA 推理、多模态识别、上下文长度、API 价格全维度评分。含 Python 统一调用代码和按场景选型的决策指南。Tue, 24 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/gpt-5-5-instant-openai-default-model-overview-2026/https://ofox.io/zh/blog/gpt-5-5-instant-openai-default-model-overview-2026/OpenAI 5 月 5 日把 ChatGPT 默认模型换成 GPT-5.5 Instant，API 名 chat-latest。高风险领域幻觉率降 52.5%、回答字数缩 30.2%，和 4 月 23 日发的 GPT-5.5 旗舰是两条产品线。这次升级到底改了什么、要不要现在切？Wed, 06 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/gpt-5-5-release-guide-2026/https://ofox.io/zh/blog/gpt-5-5-release-guide-2026/OpenAI 4 月 23 日发布 GPT-5.5——自 GPT-4.5 以来第一次从零重训的基座模型。API 支持 1M 上下文，Terminal-Bench 2.0 拿到 82.7%，价格直接翻倍到 $5/$30。拆一下这次到底变了什么、哪些场景值得升级。Fri, 24 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/gpt-image-2-release-guide-2026/https://ofox.io/zh/blog/gpt-image-2-release-guide-2026/OpenAI 在 2026 年 4 月 21 日发布 GPT-Image-2，Arena 文字生图榜 1512 分，领先第二名 Nano Banana 2 整整 242 分，是这个榜单有史以来最大的差距。本文带你看 gpt-image-2 到底离谱在哪里，以及如何通过 ofox 直接调用。Wed, 22 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/gpt-image-2-generation-failures-fixes/https://ofox.io/zh/blog/gpt-image-2-generation-failures-fixes/GPT-Image-2 调一次等 3 分钟没结果，504 报错，提示词被拒，并发一上就 429——这些不是模型坏了，是 5 个非常具体的根因在卡你。本文给真实生成耗时数据、超时链路拆解、可复制的修复代码。Fri, 15 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/gpt-image-2-vs-seedream-vs-flux-image-comparison-2026/https://ofox.io/zh/blog/gpt-image-2-vs-seedream-vs-flux-image-comparison-2026/2026 年最强三款图像生成 API 横向对比：文本渲染、价格、参考图、推理能力一次说清。附 ofox 平台接入 Flux 2 Max 的实战代码。Thu, 21 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/grok-4-1-api-china-guide-2026/https://ofox.io/zh/blog/grok-4-1-api-china-guide-2026/详解 xAI Grok 4.1 系列和 Grok 4.20 Beta 多智能体模型的 API 接入方案、定价对比、核心能力和国内调用攻略。覆盖 Grok 4.1 Fast、4.20 Multi-Agent、图片视频生成等全线产品，含 OfoxAI 一键中转配置。Tue, 07 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/hermes-agent-self-improving-ai-complete-guide-2026/https://ofox.io/zh/blog/hermes-agent-self-improving-ai-complete-guide-2026/深度解析 Nous Research 的 Hermes Agent：闭环学习机制、Skill 自动生成、持久记忆、MCP 支持。从技术原理到快速上手，以及为什么开发者正在从 OpenClaw 迁移过来。Wed, 15 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/hermes-agent-vs-openclaw-migration-china/https://ofox.io/zh/blog/hermes-agent-vs-openclaw-migration-china/OpenClaw 仍能用，但 Hermes Agent v0.14.0 在 skills 自演化、多 provider 兜底、官方一键迁移这几件事上拉开了距离。本文给一条 10 分钟可执行的迁移路径，一个 ofox API Key 走通 Claude、GPT、Gemini 全模型。Wed, 20 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/how-to-use-gpt-5-2-api-in-china-2026/https://ofox.io/zh/blog/how-to-use-gpt-5-2-api-in-china-2026/开发者调用 GPT-5.2、Claude、Gemini API 的三种方案深度对比：官方直连、自建代理、API 聚合平台各自的优劣势分析，含三家原生 SDK 完整代码示例、2026 最新价格对比表和实测延迟数据，稳定可靠访问，5 分钟完成接入。Mon, 02 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/kimi-api-key-moonshot-api-guide-2026/https://ofox.io/zh/blog/kimi-api-key-moonshot-api-guide-2026/手把手教你获取 Kimi API Key，详解月之暗面 Moonshot API 的注册流程、密钥管理、模型选择和调用方法，附免费额度获取技巧和常见踩坑解决方案。Sun, 29 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/kimi-k2-5-agent-swarm-multimodal-api-guide-2026/https://ofox.io/zh/blog/kimi-k2-5-agent-swarm-multimodal-api-guide-2026/Kimi K2.5 Agent Swarm 怎么用？100 个子 Agent 并行协作的实际效果、多模态 API 的视觉编程能力，以及免费体验 K2.5 的三种途径。附真实场景下的使用体验和踩坑记录。Thu, 02 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/kimi-k2-5-coding-capability-benchmark-2026/https://ofox.io/zh/blog/kimi-k2-5-coding-capability-benchmark-2026/实际用 Kimi K2.5 写代码一周后的真实体验。代码生成、bug 调试、代码重构、解释代码四个场景全面测试，和 Claude Sonnet 4.6、GPT-5.4 对比，附 Python/TypeScript 接入示例。Mon, 06 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/kimi-k2-5-openclaw-configuration-guide-2026/https://ofox.io/zh/blog/kimi-k2-5-openclaw-configuration-guide-2026/在 OpenClaw 中配置 Kimi K2.5 模型，通过 API 聚合平台和月之暗面官方两种方式接入。附 models.yaml 配置、三种模型路由策略和一周实测体验。Tue, 31 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/kimi-k2-5-vs-claude-sonnet-vs-gpt-comparison-2026/https://ofox.io/zh/blog/kimi-k2-5-vs-claude-sonnet-vs-gpt-comparison-2026/Kimi K2.5、Claude Sonnet 4.6、GPT-5.4 实测横评：编程、推理、多模态、长文本四大场景表现对比，附价格测算和选型建议。Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/kimi-k2-6-api-guide-2026/https://ofox.io/zh/blog/kimi-k2-6-api-guide-2026/Kimi K2.6 正式发布，256K 上下文窗口、原生多模态（图片+视频）、长程编码能力全面升级，benchmark 超越 Claude Opus 4.6。本文介绍 K2.6 核心能力及通过 ofox 接入的完整方法。Tue, 21 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/kimi-minimax-free-quota-benchmark-2026/https://ofox.io/zh/blog/kimi-minimax-free-quota-benchmark-2026/Kimi API 充值 $1 起步，$5 累计充值送 $5 代金券；MiniMax M2.7 按量付费 $0.30/百万 token，是 Kimi K2.5 的一半价格。本文逐一拆解两家的免费/低成本方案，帮你用最少的钱跑通测试流程。Wed, 22 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/kimi-k2-5-api-guide-2026/https://ofox.io/zh/blog/kimi-k2-5-api-guide-2026/Kimi K2.5 API 怎么接入？月之暗面官方 API、API 聚合平台、OpenClaw 三种调用方式的配置步骤、价格对比和实测体验。Sun, 29 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/kiro-ide-spec-driven-ai-coding-guide-2026/https://ofox.io/zh/blog/kiro-ide-spec-driven-ai-coding-guide-2026/Kiro 是 AWS 推出的 Spec-Driven AI IDE，主打「先写需求文档再写代码」的开发模式。本文从实际体验出发，拆解 Spec-Driven Development 的工作方式、Auto Agent 的表现、定价方案对比，以及和 Cursor、Claude Code 的差异，帮你判断 Kiro 是否值得一试。Thu, 16 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/kling-2-6-pro-video-api-complete-guide-2026/https://ofox.io/zh/blog/kling-2-6-pro-video-api-complete-guide-2026/Kling 2.6 Pro 是快手推出的专业级 AI 视频生成模型，支持文生视频和图生视频，原生音视频同步。本文详解 Kling 2.6 Pro API 的完整使用流程，含代码示例和常见问题排查。Sun, 03 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/langchain-ai-api-china-guide-2026/https://ofox.io/zh/blog/langchain-ai-api-china-guide-2026/手把手教你在国内用 LangChain 稳定调用 Claude Sonnet 4.6、GPT-4.1、DeepSeek V3 等大模型 API，彻底解决网络延迟和访问不稳定问题。含完整 Python 代码示例、LCEL 链式调用实战和多模型动态切换配置。Tue, 03 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/lark-claude-bot-open-source-feishu-agent-2026/https://ofox.io/zh/blog/lark-claude-bot-open-source-feishu-agent-2026/Anthropic 限制 OpenClaw 等第三方工具使用 Claude 订阅额度后，已有订阅的用户怎么办？lark-claude-bot 基于 Claude Code 官方 CLI，在飞书群里直接用订阅额度跑 Agent，开源免费。Tue, 07 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/llama-4-api-china-access-complete-guide-2026/https://ofox.io/zh/blog/llama-4-api-china-access-complete-guide-2026/Meta 开源最强模型 Llama 4（Scout/Maverick）技术深度解读，涵盖 MoE 架构原理、三版变体参数对比、实际表现分析与部署方案。Tue, 05 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/llama-4-open-source-vs-closed-cost-analysis-2026/https://ofox.io/zh/blog/llama-4-open-source-vs-closed-cost-analysis-2026/Meta Llama 4 开源模型与 Claude Opus 4.6、GPT-5.4 闭源模型的全方位对比：API 成本、自托管成本、性能差异、适用场景。帮你选出最适合的 LLM 方案。Fri, 01 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/lobechat-api-configuration-guide-2026/https://ofox.io/zh/blog/lobechat-api-configuration-guide-2026/LobeChat 配置第三方 API 的完整教程：从 Base URL 设置到接入 GPT-5.4、Claude Opus 4.7、Gemini 2.5 Pro 等 80+ 大模型，手把手教你把 LobeChat 变成全能 AI 客户端。附多模型切换、插件配置、常见报错解决方案。Fri, 17 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/mcp-protocol-ai-agent-tools-guide-2026/https://ofox.io/zh/blog/mcp-protocol-ai-agent-tools-guide-2026/手把手教你用 FastMCP 框架搭建 MCP Server，让 Claude、GPT、Gemini 等大模型 Agent 通过统一协议调用数据库、API、文件系统等外部工具。对比传统 Function Calling 的局限性，附完整 Python 代码和 3 个生产级实战案例。Mon, 23 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/minimax-m2-5-deploy-m2-7-free-guide-2026/https://ofox.io/zh/blog/minimax-m2-5-deploy-m2-7-free-guide-2026/MiniMax M2.5 开源模型怎么自己部署？M2.7 有没有免费额度？本文覆盖 M2.5 本地部署的硬件要求、推理框架选型、实际踩坑经验，以及 M2.7 的三种免费或低成本使用方案。Fri, 03 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/minimax-m2-5-api-guide-2026/https://ofox.io/zh/blog/minimax-m2-5-api-guide-2026/MiniMax M2.5 API 怎么接入？官方平台、API 聚合平台、OpenClaw 三种调用方式详解，附价格对比、免费额度获取和实际使用体验。Sun, 29 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/mcp-server-development-chinese-complete-guide/https://ofox.io/zh/blog/mcp-server-development-chinese-complete-guide/用 Python FastMCP 3.0 三十行写一个 MCP server，再用 TypeScript SDK + Zod 加类型校验，最后切到 Streamable HTTP transport 部署到云上。附 MCP Inspector 调试、Claude Desktop / Cursor / Codex CLI 客户端配置、常见报错对照。Fri, 22 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/minimax-m2-5-vs-claude-sonnet-vs-gpt-comparison-2026/https://ofox.io/zh/blog/minimax-m2-5-vs-claude-sonnet-vs-gpt-comparison-2026/MiniMax M2.5 对比 Claude Sonnet 4.6 和 GPT-5.4 实测横评：编码、推理、中文能力、成本四个维度详细对比，帮你判断开源模型能不能替代闭源方案。Tue, 31 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/minimax-m2-7-api-guide-2026/https://ofox.io/zh/blog/minimax-m2-7-api-guide-2026/MiniMax M2.7 国内怎么调？标准模式 vs Highspeed 模式延迟差 3 倍。本文实测两种模式响应时间、token 价格、适用场景，并给出 Claude Code、Cursor、Cline 三工具的 Base URL + API Key 配置参数，5 分钟跑通。Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/minimax-m2-7-coding-tts-practical-guide-2026/https://ofox.io/zh/blog/minimax-m2-7-coding-tts-practical-guide-2026/MiniMax M2.7 编程能力深度实测：代码生成、debug、与 Claude/GPT 横向对比；加上 MiniMax TTS 语音合成 API 完整教程，含 Python 示例和通过 ofox.ai 调用的完整方案。Mon, 06 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/minimax-m2-7-self-evolving-ai-model-2026/https://ofox.io/zh/blog/minimax-m2-7-self-evolving-ai-model-2026/MiniMax M2.7 是首个在训练中实现自我进化的大模型：100+ 轮自主优化、SWE-bench Verified 78%、价格仅 $0.30。深度拆解自我进化机制、实际表现和开发者能拿到什么。Wed, 08 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/minimax-m2-7-vs-claude-opus-coding-comparison-2026/https://ofox.io/zh/blog/minimax-m2-7-vs-claude-opus-coding-comparison-2026/MiniMax M2.7 和 Claude Opus 4.6 编程能力正面对比：SWE-bench、SWE-Pro、Terminal Bench 全维度跑分，价格差 50 倍，实际代码任务实测对比，帮你选对模型。Wed, 08 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/minimax-openclaw-claude-code-configuration-guide-2026/https://ofox.io/zh/blog/minimax-openclaw-claude-code-configuration-guide-2026/MiniMax M2.7 怎么在 OpenClaw 和 Claude Code 里用？通过 API 聚合平台一个 Key 同时配好两个工具，附模型路由策略、实际体验和避坑要点。Wed, 01 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/model-specific-api-errors-claude-openai-gemini-deepseek-2026/https://ofox.io/zh/blog/model-specific-api-errors-claude-openai-gemini-deepseek-2026/模型名称写错、版本不存在、权限不足、迁移兼容问题——这类报错和通用 429/401 完全不同，搜索引擎几乎找不到答案。本文逐一拆解 Claude、OpenAI、Gemini、DeepSeek 四大平台的模型特定报错，给出精确的排查步骤和修复方案。Thu, 23 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/multi-model-routing-cost-optimization-2026/https://ofox.io/zh/blog/multi-model-routing-cost-optimization-2026/多模型 API 聚合是 2026 年 AI 应用降本增效的核心策略。本文详解如何根据任务类型智能路由到不同模型，用 20% 的预算完成 90% 的工作，附真实场景对比和选型建议。Fri, 27 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/multimodal-ai-api-vision-tts-whisper-guide-2026/https://ofox.io/zh/blog/multimodal-ai-api-vision-tts-whisper-guide-2026/深度实战指南：如何用 OpenAI 兼容协议统一接入 GPT-4o Vision 图片识别、TTS 文字转语音、Whisper 语音转文字等多模态能力。覆盖 OpenAI、Claude、Gemini 三大平台，含完整 Python 代码示例、各模型成本对比和生产级架构设计方案。Wed, 11 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/nano-banana-image-api-complete-tutorial-2026/https://ofox.io/zh/blog/nano-banana-image-api-complete-tutorial-2026/Nano-Banana（Gemini 3.1 Flash Image Preview）是 Google 2026 年推出的高效图像生成模型，单张成本 $0.01-0.03，支持对话式编辑和多轮迭代。本文详解 Nano-Banana API 接入方法、参数配置、定价策略，以及通过 ofox 在国内稳定调用的完整方案。Sun, 03 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/nodejs-ai-chatbot-streaming-guide-2026/https://ofox.io/zh/blog/nodejs-ai-chatbot-streaming-guide-2026/手把手教你用 Node.js + Express 从零构建支持流式输出的 AI 聊天机器人。一套代码接入 GPT、Claude、Gemini 等 50+ 模型，附完整可运行代码、前端 UI 和生产部署方案。Fri, 27 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/ofox-image-generation-six-providers-comparison-2026/https://ofox.io/zh/blog/ofox-image-generation-six-providers-comparison-2026/ofox.ai 已上架 6 款图像生成 API，涵盖 GPT Image 2、GPT Image 1.5、Nano Banana 2、Nano Banana Pro、Seedream 4.5、Seedream 5.0 Lite。本文从画质、速度、中文支持、场景适配四个维度横评实测，帮你选对模型不踩坑。Wed, 06 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/ofox-tts-voice-four-providers-elevenlabs-indextts2-2026/https://ofox.io/zh/blog/ofox-tts-voice-four-providers-elevenlabs-indextts2-2026/深度对比 ofox.ai 上架的四款语音 API：ElevenLabs、IndexTTS2、Gemini TTS（Chirp 3）和 Whisper V3，涵盖 TTS 合成与语音识别，附 Python 调用示例和选型建议。Thu, 07 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/open-source-llm-china-roundup-2026/https://ofox.io/zh/blog/open-source-llm-china-roundup-2026/2026 年 4 月一个月内，中国五家头部厂商扎堆发布开源/半开源大模型。这篇横评把版本号、协议、参数、上下文、定价、典型场景一次拆清楚，告诉你哪一款值得跟。Mon, 25 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/open-source-vs-closed-source-model-api-guide-2026/https://ofox.io/zh/blog/open-source-vs-closed-source-model-api-guide-2026/开源模型 API 够用吗？什么时候该用付费闭源模型？本文从实际开发视角对比 DeepSeek、Qwen、Llama 等开源模型与 GPT-5.4、Claude Opus 4.6、Gemini 3 Pro 等闭源模型的真实差距，给出不同场景的选型建议和省钱策略。Sat, 28 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/openai-sdk-migration-to-ofoxai-guide-2026/https://ofox.io/zh/blog/openai-sdk-migration-to-ofoxai-guide-2026/只改两行代码，把 OpenAI SDK 无缝迁移到 OfoxAI。详解 Python、TypeScript 配置方法，覆盖 LangChain、LlamaIndex、Vercel AI SDK 三大框架，附模型名映射表、兼容性列表和 FAQ。Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/openai-workspace-agents-open-source-lark-feishu-2026/https://ofox.io/zh/blog/openai-workspace-agents-open-source-lark-feishu-2026/OpenAI 4 月 22 日发布 Workspace Agents，把"Agent 应该进工作系统"写进了产品定义。我们开源的 Lark/飞书 Bot Marvin 半年前就在走这条路——MIT 开源、接任意模型、任意 MCP 工具，跑在你自己的机器上。本文讲 Workspace Agents 是什么、为什么这个方向对、以及一个可以直接自己跑的开源参考实现。Thu, 23 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/openclaw-8-models-benchmark-comparison-2026/https://ofox.io/zh/blog/openclaw-8-models-benchmark-comparison-2026/实测 OpenClaw 8 大 AI 模型——GPT-5.4、GPT-4o、Claude Opus 4.6、Claude Sonnet 4.6、Gemini 3 Pro、Gemini 3 Flash、DeepSeek V3.2、Qwen3.5，从推理能力、代码生成、工具调用、响应速度、成本五个维度横评打分，附场景推荐矩阵和性价比排名。Tue, 17 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/openclaw-api-providers-comparison-2026/https://ofox.io/zh/blog/openclaw-api-providers-comparison-2026/实测对比 5 大 OpenClaw API 接入方案——官方直连、Ofox 聚合平台、DeepSeek 国产模型、云厂商托管、本地部署，从延迟、价格、模型覆盖、稳定性等 8 个维度横向打分。附场景推荐表、成本计算器和 12 个高频 FAQ。Tue, 17 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/openclaw-china-acceleration-domestic-models-2026/https://ofox.io/zh/blog/openclaw-china-acceleration-domestic-models-2026/OpenClaw 在国内用着卡顿？本文整理 5 种实测有效的加速方案，从 API 中转到模型选择全覆盖。附 6 款国产模型在 OpenClaw 上的实测表现对比，帮你找到延迟低、效果好、价格合理的最优组合。Mon, 06 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/openclaw-china-guide-api-setup-2026/https://ofox.io/zh/blog/openclaw-china-guide-api-setup-2026/OpenClaw 用什么 API 最稳定？模型怎么配置最划算？本文对比官方直连、自建代理、聚合平台等四种接入方案，推荐最佳 API 提供商和模型选择策略，解决 search provider、延迟优化等高频问题。附价格对比表和 15 个 FAQ。Wed, 04 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/openclaw-error-troubleshooting-handbook-2026/https://ofox.io/zh/blog/openclaw-error-troubleshooting-handbook-2026/OpenClaw 报错怎么办？本文整理 20 个最常见的 OpenClaw 错误，覆盖 API 连接失败、there's an issue with the selected model、429 限流、模型配置错误等，每个报错给出原因和解决步骤，附快速对照表。Tue, 17 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/openclaw-free-api-zero-cost-guide-2026/https://ofox.io/zh/blog/openclaw-free-api-zero-cost-guide-2026/OpenClaw 开源免费但 API 要花钱？不一定。本文整理 5 种免费 AI API 方案——DeepSeek 免费额度、Google Gemini 免费 Tier、Ofox 注册赠送、Groq 免费调用、本地 Ollama，附横向对比表格和混合策略，让你零成本跑通 AI Agent。Tue, 17 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/openclaw-docker-deployment-guide-2026/https://ofox.io/zh/blog/openclaw-docker-deployment-guide-2026/手把手教你用 Docker 部署 OpenClaw 私有 AI Agent，涵盖环境准备、一键安装、镜像加速、API 配置、Agent 沙箱、Slack/飞书等多平台接入的完整流程。附 docker-compose.yml 逐行详解和 15 个常见问题解答。Mon, 23 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/openclaw-model-recommendations-ranking-2026/https://ofox.io/zh/blog/openclaw-model-recommendations-ranking-2026/OpenClaw 用什么模型最好？2026 年 4 月最新排行榜数据，从旗舰到免费模型逐一点评，按使用场景给出具体推荐方案。附模型配置方法、费用估算和常见踩坑提醒。Mon, 06 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/openclaw-multi-agent-collaboration-guide-2026/https://ofox.io/zh/blog/openclaw-multi-agent-collaboration-guide-2026/手把手教你配置 OpenClaw 多 Agent 协作系统，包括 agents.list 多智能体定义、Sub-Agent 子智能体派生、Swarm 编排模式、跨 Agent 通信，以及如何用 Ofox API 为不同 Agent 分配最优模型。Thu, 26 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/openclaw-model-configuration-complete-guide-2026/https://ofox.io/zh/blog/openclaw-model-configuration-complete-guide-2026/OpenClaw 模型怎么配置？本文从 onboard 初始化开始，详解 ~/.openclaw/ 目录结构、模型参数配置、多模型轮询与 fallback 策略、不同场景的最佳配置方案，以及常见配置错误排查。附完整 YAML 示例和 12 个 FAQ。Tue, 17 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/openclaw-onboard-initialization-guide-2026/https://ofox.io/zh/blog/openclaw-onboard-initialization-guide-2026/OpenClaw onboard 怎么配置？本文手把手带你完成 OpenClaw 初始化配置全流程：安装、Onboard 向导、API Key 设置、接入国内大模型（Kimi/DeepSeek/Qwen）、连接 Telegram 和飞书，以及 5 个高频 onboard 报错的解决办法。Fri, 10 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/openclaw-search-provider-setup-guide-2026/https://ofox.io/zh/blog/openclaw-search-provider-setup-guide-2026/OpenClaw 的 Search Provider 怎么配？Tavily、Google Custom Search、Bing Search 三大方案详细对比，附配置步骤、价格对比表、全球可用性分析和常见问题排查。让你的 AI Agent 从「闭眼回答」升级到「联网搜索后再回答」。Tue, 17 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/openclaw-skills-clawhub-complete-guide-2026/https://ofox.io/zh/blog/openclaw-skills-clawhub-complete-guide-2026/深度解析 OpenClaw Skills 技能生态与 ClawHub 市场，精选 10 大必装技能清单，详解安全审计避坑策略，手把手教你从零开发自定义 Skill，含完整代码示例与 Ofox API 接入方案。Thu, 26 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/openclaw-vs-cursor-vs-claude-code-comparison-2026/https://ofox.io/zh/blog/openclaw-vs-cursor-vs-claude-code-comparison-2026/从架构设计、模型支持、价格成本、适用场景四个维度，深度对比 2026 年 OpenClaw、Cursor、Claude Code 三款主流 AI 编程工具的核心差异与各自优劣势，帮你选出最适合自己工作流的方案。附实际配置示例和月度成本计算。Thu, 26 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/opencode-api-configuration-guide-2026/https://ofox.io/zh/blog/opencode-api-configuration-guide-2026/OpenCode 配置第三方 API 的完整教程：从安装到环境变量设置、config.toml 配置文件编写，手把手教你用 OpenCode 接入 Claude、GPT、Kimi 等大模型。附推荐模型选择、常见问题排查。Mon, 30 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/openrouter-alternative-ofoxai-comparison-migration-2026/https://ofox.io/zh/blog/openrouter-alternative-ofoxai-comparison-migration-2026/找 OpenRouter 替代方案？本文对比 OfoxAI 与 OpenRouter 在模型覆盖、定价、支付方式、API 兼容性和国内延迟等维度的差异，并提供详细迁移指南——只改两行代码，5 分钟完成切换。Mon, 06 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/openrouter-china-access-solutions-2026/https://ofox.io/zh/blog/openrouter-china-access-solutions-2026/OpenRouter 国内能用，但网络延迟高、不支持支付宝、注册需要海外邮箱。本文提供 2026 年最新解决方案：网络加速技巧、充值替代方案、国内直连替代平台对比，以及从 OpenRouter 迁移到 OfoxAI 的完整教程。Fri, 24 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/openrouter-complete-guide-china-developers-2026/https://ofox.io/zh/blog/openrouter-complete-guide-china-developers-2026/OpenRouter 国内访问延迟 1500ms+，注册需美国信用卡，免费额度每天 5 次。本文拆完整注册/充值/API 流程，对比 3 个支持支付宝、延迟 200-500ms 的平替方案。Fri, 10 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/openrouter-cursor-windsurf-roo-code-configuration-guide-2026/https://ofox.io/zh/blog/openrouter-cursor-windsurf-roo-code-configuration-guide-2026/Roo Code 原生支持 OpenRouter，Cursor 需要手动覆盖 API 地址，Windsurf 目前不支持 OpenRouter。本文逐一拆解三款工具的配置方法，并介绍延迟更低、支持支付宝的 ofox.ai 替代方案。Wed, 22 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/qwen-3-7-max-bianma-pingce-code-arena-vs-claude-2026/https://ofox.io/zh/blog/qwen-3-7-max-bianma-pingce-code-arena-vs-claude-2026/Qwen3.7-Max 定价 $2.5/$7.5 per 1M tokens，Code Arena WebDev 榜单第4名，距 Claude Opus 4.6 Thinking 仅差1分。本文拆解真实跑分、vs Claude Opus 4.7横评，以及 80/20 混用策略与 API 接入方式。Wed, 27 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/qwen-3-7-plus-vs-qwen-3-7-max-pingce-2026/https://ofox.io/zh/blog/qwen-3-7-plus-vs-qwen-3-7-max-pingce-2026/Qwen 3.7 Plus（$0.40/M）vs Max（$2.50/M）：便宜约 6 倍，同 1M 上下文、同 35 小时自治运行，多了图像和视频。3 个真实工程任务实测，含价格表与选型建议。Wed, 03 Jun 2026 00:00:00 GMThttps://ofox.io/zh/blog/qwen-api-guide-qwen3-max-qwen3-6-2026/https://ofox.io/zh/blog/qwen-api-guide-qwen3-max-qwen3-6-2026/通义千问 Qwen API 怎么调用？本文梳理 2026 年 Qwen 全系列模型（Qwen3 Max、Qwen 3.5、Qwen 3.6 Plus Preview、Qwen3 Coder Next），帮你选对模型、接好 API，附定价对比和实际使用体验。Wed, 08 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/qwen3-6-27b-vs-claude-opus-4-6-coding-2026/https://ofox.io/zh/blog/qwen3-6-27b-vs-claude-opus-4-6-coding-2026/Qwen3.6-27B 在 SWE-bench Verified 拿到 77.2，Claude Opus 4.6 是 80.8；前者 Apache 2.0 开源、一张 4090 能跑，后者输出 $25/M token。怎么选，本文用真实数据算账。Fri, 15 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/qwen3-6-max-preview-vs-plus-vs-coder-china-2026/https://ofox.io/zh/blog/qwen3-6-max-preview-vs-plus-vs-coder-china-2026/Qwen 3.6 Max-Preview、Qwen 3.6 Plus、Qwen3-Coder-Next 三款怎么挑？本文给出能力差距、定价、上下文窗口和场景选型清单，附 ofox.ai 一个 Key 调全部三款的 Python 示例。Mon, 18 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/qwen3-6-plus-vs-glm-5-1-china-llm-2026/https://ofox.io/zh/blog/qwen3-6-plus-vs-glm-5-1-china-llm-2026/Qwen3.6 Plus（1M context、$0.5/M）和 Z.AI GLM-5.1（754B MoE、MIT 开源）是 2026 春两条截然不同的国产路线。本文用 SWE-Bench、Terminal-Bench 2.0 真实跑分对比、价格账算到 token 级，给出按场景选型的明确建议。Sat, 23 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/qwen3-6-vs-glm-5-1-open-weight-china-2026/https://ofox.io/zh/blog/qwen3-6-vs-glm-5-1-open-weight-china-2026/2026 年 4 月，阿里 Qwen3.6-27B 和智谱 GLM-5.1 接连开源，一个 27B Dense 小钢炮、一个 754B MoE 巨兽，都进了 SWE-Bench Pro 顶位。本文拆解架构差异、编程能力实测、开源协议和部署门槛，给国内团队一份选型清单。Sun, 24 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/qwen3-max-vs-deepseek-v3-2-coding-2026/https://ofox.io/zh/blog/qwen3-max-vs-deepseek-v3-2-coding-2026/阿里闭源旗舰 Qwen3-Max 对上开源权重 MoE DeepSeek-V3.2，代码场景下到底差多少？SWE-bench 数据、三个可复现的实测任务、ofox 调用代码与成本估算，一次讲透。Thu, 14 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/reduce-ai-api-cost-guide-2026/https://ofox.io/zh/blog/reduce-ai-api-cost-guide-2026/AI API 调用成本居高不下？本文分享 7 个经过生产环境实测的降本策略：Prompt 精简、缓存复用、模型分级路由、Batch API、Token 预算控制等，附 GPT/Claude/Gemini 最新价格对比表和 Python 代码示例，帮你把 API 月度账单砍掉 60% 以上。Sat, 07 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/roo-code-api-configuration-guide-2026/https://ofox.io/zh/blog/roo-code-api-configuration-guide-2026/Roo Code（原 Roo Cline）VS Code 插件配置第三方 API 完整指南：OpenAI Compatible 和 Anthropic 双协议接入方式，Profile 配置管理，国内无需科学上网接入 Claude Opus 4.6、Sonnet 4.6、GPT-5.4、Gemini 3.1 等 80+ 模型，附模型选型建议和常见报错排查。Fri, 10 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/seedream-4-5-doubao-image-api-tutorial-2026/https://ofox.io/zh/blog/seedream-4-5-doubao-image-api-tutorial-2026/Doubao Seedream 4.5 是字节跳动 2026 年推出的图像多模态模型，整合文生图、图生图、组图输出能力，融合常识和推理。本文详解 Seedream 4.5 API 接入方法、参数配置、定价策略，以及通过 ofox 在国内稳定调用的完整方案。Mon, 04 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/seedream-5-0-lite-vs-4-5-deep-dive-china-2026/https://ofox.io/zh/blog/seedream-5-0-lite-vs-4-5-deep-dive-china-2026/Seedream 5.0 Lite 是字节跳动 2026 年 2 月发布的新一代图像模型，首次集成 web search 和深度推理能力，比 4.5 便宜约 12%、快 2 倍以上，但写实质感弱于 4.5。本文拆 6 个维度对比 5.0 Lite 与 4.5，给出国内开发者的渠道与选型决策。Tue, 19 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/qwen3-coder-api-guide-coding-agent-2026/https://ofox.io/zh/blog/qwen3-coder-api-guide-coding-agent-2026/Qwen3-Coder-480B 是阿里云 2025 年 7 月发布的编程专用大模型，SWE-Bench 成绩比肩 Claude Sonnet 4，开源可用。本文讲清楚模型系列选型、国内 API 接入方法，以及如何配置到 OpenClaw、Cursor、Hermes Agent 等工具。Sun, 19 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/shadow-api-fake-models-study-2026/https://ofox.io/zh/blog/shadow-api-fake-models-study-2026/CISPA 研究团队系统性审计了 17 家 AI API 中转站，发现 45.83% 的端点返回的并非你付费购买的模型。医疗场景准确率暴跌 47%，GPT-5 被偷换成 GLM-4-9B。本文解读论文核心发现，教你识别模型欺诈，选对靠谱的 API 服务。Fri, 06 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/siliconflow-vs-ofox-api-platform-comparison-2026/https://ofox.io/zh/blog/siliconflow-vs-ofox-api-platform-comparison-2026/硅基流动只接开源模型不支持 Claude/GPT/Gemini，ofox 全模型聚合 + OpenAI 协议兼容，OpenRouter 海外路由国内延迟高。本文从模型覆盖、定价、API 兼容性、国内可用性 4 个维度做深度横评，并按使用场景给出选型建议。Thu, 23 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/spring-ai-kimi-minimax-domestic-model-integration-2026/https://ofox.io/zh/blog/spring-ai-kimi-minimax-domestic-model-integration-2026/Java 开发者用 Spring AI 接入 Kimi K2.5、MiniMax M2.7、Qwen 3.5 等国产大模型的完整方案。对比 Spring AI 官方和 Spring AI Alibaba 两条路线，附 OfoxAI 统一网关配置，解决国内模型接入的选型、配置和避坑问题。Tue, 07 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/spring-ai-java-llm-api-complete-guide-2026/https://ofox.io/zh/blog/spring-ai-java-llm-api-complete-guide-2026/手把手教你用 Spring AI 2.0 + Spring Boot 在 Java 项目中接入 GPT、Claude、Gemini 等 50+ 大模型。附完整可运行代码、流式输出、Function Calling、RAG 实战和生产部署方案。Fri, 27 Mar 2026 00:00:00 GMThttps://ofox.io/zh/blog/veo-3-1-video-api-china-tutorial-2026/https://ofox.io/zh/blog/veo-3-1-video-api-china-tutorial-2026/通过 ofox 在国内直接调用 Google Veo 3.1 Pro/Fast/Lite API，实现文字生成视频和图片生成视频，零代码修改，附完整调用示例和参数说明。Tue, 28 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/vibe-coding-ai-workflow-guide-2026/https://ofox.io/zh/blog/vibe-coding-ai-workflow-guide-2026/Vibe Coding 是什么？怎么用 Claude Code、Cursor、OpenClaw 搭建一套顺手的 AI 编程工作流？本文从概念讲到实战，涵盖工具选型、国内配置、心流保护，以及如何避开常见的 AI 编程陷阱。Fri, 10 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/vibe-coding-tools-comparison-cursor-windsurf-roo-code-claude-code-2026/https://ofox.io/zh/blog/vibe-coding-tools-comparison-cursor-windsurf-roo-code-claude-code-2026/2026 年 vibe coding 四大主流工具深度对比：Cursor、Windsurf、Roo Code、Claude Code，从 Agent 能力、定价到国内配置，帮你找到最适合自己工作流的那一个。Mon, 20 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/what-is-mcp-model-context-protocol-china-explained/https://ofox.io/zh/blog/what-is-mcp-model-context-protocol-china-explained/MCP 是 Anthropic 在 2024 年提出、2025 年 12 月捐给 Linux 基金会的开放协议，让 LLM 能用统一接口连接外部工具和数据。本文讲清 MCP 的核心架构、三种 server primitive、最新 2025-11-25 spec 变化、和国内开发者怎么通过 ofox 跑起来。Mon, 11 May 2026 00:00:00 GMThttps://ofox.io/zh/blog/windsurf-ai-ide-cascade-api-configuration-guide-2026/https://ofox.io/zh/blog/windsurf-ai-ide-cascade-api-configuration-guide-2026/Windsurf 2026 最新 SWE-1.6 模型 + Cascade Agent 深度评测，原生 BYOK 只支持 Anthropic 官方 Key 的真相，国内用户怎么用 Roo Code 扩展接第三方 API（ofox/OpenRouter）跳过 credits 限制，与 Cursor / Claude Code 三选一决策清单。Tue, 14 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/windsurf-ai-programming-complete-tutorial-ofox-api-2026/https://ofox.io/zh/blog/windsurf-ai-programming-complete-tutorial-ofox-api-2026/Windsurf 2026 最新版完整上手教程：从安装到 Cascade Agent 实战，手把手教你配置 ofox API 接入 GPT-5.4、Claude Opus 4.7、Gemini 3.1 Pro 等全模型，实现 BYOK 自由切换。Fri, 24 Apr 2026 00:00:00 GMThttps://ofox.io/zh/blog/zed-editor-ai-configuration-guide-2026/https://ofox.io/zh/blog/zed-editor-ai-configuration-guide-2026/手把手教你在 Zed Editor 中配置 AI 功能：通过 OpenAI 兼容协议接入 OfoxAI，使用 GPT-5.4-mini、GPT-5.3 Codex、Kimi K2.5、Qwen3-Max 等模型。涵盖 Agent Panel GUI 配置、settings.json 手动配置，附完整代码示例和常见问题排查。Mon, 30 Mar 2026 00:00:00 GMT