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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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Gemini Advanced Review for Developers: Is It Worth It Beside the API?
July 31, 2026162 viewsEnglishComparison

Gemini Advanced Review for Developers: Is It Worth It Beside the API?

A practical Gemini Advanced review that separates subscription value from API economics for coding and research workflows.

Claude Code Pricing for Monorepos: Token Budgets, CI Agents, and API Fallbacks
July 31, 2026156 viewsEnglishGuide

Claude Code Pricing for Monorepos: Token Budgets, CI Agents, and API Fallbacks

Estimate Claude Code costs in large repositories with context budgets, CI controls, and provider fallback strategies.

AI API Pricing Comparison 2026: Long-Context, Caching, and Routing Costs
July 31, 2026182 viewsEnglishComparison

AI API Pricing Comparison 2026: Long-Context, Caching, and Routing Costs

A practical AI API pricing comparison for developers building long-context, RAG, and agent workloads in 2026.

Claude Opus 5 vs GPT-5.6 Luna: 18 Verifiable Tasks, No Speed Leaderboard
July 30, 2026277 viewsEnglishComparison

Claude Opus 5 vs GPT-5.6 Luna: 18 Verifiable Tasks, No Speed Leaderboard

A correctness-first benchmark of Claude Opus 5 and GPT-5.6 Luna across math, physics, executable algorithms, false-premise resistance, constraints, and instruction following.

Claude Opus 5 vs GPT-5.6-SOL: Both Score 10/10 on Core Answers in API Validation
July 29, 2026244 viewsEnglishComparison

Claude Opus 5 vs GPT-5.6-SOL: Both Score 10/10 on Core Answers in API Validation

An evidence-led evaluation of Claude Opus 5 and GPT-5.6-SOL through the same Crazyrouter OpenAI-compatible API, covering 10 mathematics, physics, logic, statistics, and executable coding tasks. Both models scored 10/10 on core-answer accuracy. The analysis also examines complete task success, executable validation, hidden-test results, and compliance with strict JSON instructions. Network-dependent response speed is not treated as a comparison dimension.

Claude Opus 5 vs Claude Fable 5: A Seven-Task Real API Benchmark and Production Routing Notes
July 25, 2026320 viewsEnglishComparison

Claude Opus 5 vs Claude Fable 5: A Seven-Task Real API Benchmark and Production Routing Notes

A controlled comparison of Claude Opus 5 and Claude Fable 5 through the same OpenAI-compatible API, using identical prompts and parameters across math, physics, constrained reasoning, code review, strict JSON, and experimental-design tasks, with results tracked for delivery rate, content filtering, latency, token usage, and retries.

Kimi K2 Thinking Guide 2026: Reasoning Agents, Evaluation, and Cost Control
July 22, 2026205 viewsEnglishGuide

Kimi K2 Thinking Guide 2026: Reasoning Agents, Evaluation, and Cost Control

Explore Kimi K2 Thinking for reasoning-heavy agents, coding, research, and structured tasks, with practical routing, evaluation, and API examples.

Building an AI SaaS on a Budget in 2026: Unit Economics Before Features
July 22, 2026185 viewsEnglishTips

Building an AI SaaS on a Budget in 2026: Unit Economics Before Features

A practical guide to launching AI SaaS economically with model routing, quotas, caching, queues, observability, and a realistic cost-per-user model.