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Practical notes on AI models, API costs, and production workflows.

Model updates, integration guides, pricing breakdowns, and tool workflows for developers and teams.

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Kimi K3 vs Claude Fable 5: Verification Depth or Faster Delivery?
July 17, 2026400 viewsEnglishComparison

Kimi K3 vs Claude Fable 5: Verification Depth or Faster Delivery?

A live four-task API benchmark comparing Kimi K3 and Claude Fable 5 across mathematical verification, physics, executable Python, constraint reasoning, latency, and output limits.

Codex CLI Installation Guide 2026: macOS, Linux, Dev Containers, and Proxies
July 17, 2026201 viewsEnglishTutorial

Codex CLI Installation Guide 2026: macOS, Linux, Dev Containers, and Proxies

Install and harden Codex CLI for real developer teams, including proxy settings, dev containers, CI usage, and API fallback patterns.

Gemini Advanced Review 2026: Is It Worth It for Developers and API Teams?
July 17, 2026174 viewsEnglishReview

Gemini Advanced Review 2026: Is It Worth It for Developers and API Teams?

A practical Gemini Advanced review for builders comparing the subscription with Gemini API access and multi-model routing.

Qwen2.5-Omni Guide: Real-Time Voice and Vision Agents for Developers
July 16, 2026207 viewsEnglishTutorial

Qwen2.5-Omni Guide: Real-Time Voice and Vision Agents for Developers

A developer-focused qwen2.5-omni guide guide with examples, pricing tradeoffs, alternatives, and an API workflow using Crazyrouter.

GPT-5.6-sol vs GPT-5.6-terra: What Does a 2x Price Gap Buy in Performance?
July 13, 2026361 viewsEnglishComparison

GPT-5.6-sol vs GPT-5.6-terra: What Does a 2x Price Gap Buy in Performance?

A real-world price-performance test using the Crazyrouter OpenAI-compatible API: gpt-5.6-sol and gpt-5.6-terra are compared across four tasks involving a probabilistic state machine, multi-stage physics, log aggregation, and stable routing. The evaluation covers correctness, response time, completion tokens, reasoning tokens, local code tests, and per-request costs estimated from public list prices.

Gemini 2.5 Flash and Flash-Lite for High-RPM APIs: Why Throughput and Low Cost Matter in Production
July 7, 2026296 viewsEnglishTutorial

Gemini 2.5 Flash and Flash-Lite for High-RPM APIs: Why Throughput and Low Cost Matter in Production

A production-oriented guide to using gemini-2.5-flash and gemini-2.5-flash-lite for high-RPM, high-concurrency, cost-sensitive AI workloads through Crazyrouter.

GLM 4.6 API Guide 2026: Tool Calling, RAG, and Bilingual Agent Workflows
July 7, 2026244 viewsEnglishGuide

GLM 4.6 API Guide 2026: Tool Calling, RAG, and Bilingual Agent Workflows

A GLM 4.6 API guide for developers building bilingual agents, RAG systems, and function-calling workflows with cost controls.

Qwen2.5-Omni Guide 2026: Real-Time Voice, Vision, and Multimodal Agents
July 7, 2026249 viewsEnglishGuide

Qwen2.5-Omni Guide 2026: Real-Time Voice, Vision, and Multimodal Agents

Build real-time multimodal agents with Qwen2.5-Omni: architecture, prompts, streaming, tool calls, pricing, and deployment patterns.