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AI benchmarks are emerging as a massive startup opportunity. With traditional evaluations maxed out and severe supply-demand imbalance, building quality public AI benchmarks means controlling industry narratives.

Home Assistant unifies 2000+ smart home integrations locally, ending brand fragmentation. Open-source, privacy-first, and evolving from geek tool to mainstream.

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OpenAI announces ChatGPT, Codex, and Responses API now support private MCP servers, enabling secure enterprise intranet AI integration via outbound-only HTTPS.

Cursor launches Auto-review mode with smart risk assessment for tiered approval. Low-risk operations auto-approve while high-risk ones need manual confirmation.
TutorialsLearn how to switch to full-power Claude Opus 4 in Cursor, enable Max mode, manage quotas, and optimize prompts to dramatically boost your AI coding efficiency.
TutorialsComplete Claude Code guide covering Plan Mode, iterative development, MCP connectors, API integration, and GitHub/Vercel deployment through 6 hands-on projects.
TutorialsA viral GitHub project uses just 65 lines in a .md rules file with 12 coding principles to reduce AI programming errors from 41% to 3%. Learn the four golden rules and 8 advanced techniques.
TutorialsFirebase Functions now supports Dart, enabling shared code and business logic across frontend and backend. Learn about full-stack Dart, AOT compilation, deployment workflows, and current status.
TutorialsA deep dive into engineering Claude Code for API test automation, covering environment setup, Skill development, tool encapsulation, and Harness Engineering methodology.
TutorialsIn-depth comparison of MCP vs CLI architecture, Token costs (CLI ~1400 vs MCP ~54600), security mechanisms, and use cases with practical selection guidance for AI engineers.
TutorialsComplete practical guide to building AI Agent Frameworks with WindSurf, covering technology selection, component generation, code refactoring, debugging, and deployment tips.
TutorialsHow to build a fully automated invoice reimbursement system with local AI Agents, covering OCR, info extraction, and form generation with MinerU+Qwen3+Qianwen Po.
TutorialsA detailed guide to the Vibe Coding 6-Step Method: from requirements alignment and high-fidelity prototyping to technical planning, modular implementation, testing, and launch — helping non-coders build real products with AI.
Expert OpinionsLearned tons of AI courses but can't apply them? This article reveals the right direction: stop chasing tools, use AI agents to solve real business problems with 10x efficiency gains.
TutorialsA non-programmer built a vocabulary app with human-like pronunciation, verb conjugation lookup, and SM2 spaced repetition by conversing with Claude AI—zero coding required.
Industry InsightsWhy does Apple Intelligence keep getting delayed? From Siri's acquisition to AI team infighting, a deep dive into the organizational failures behind Apple's AI struggles.
TutorialsDeep dive into Harness Engineering: how engineers shift from coders to AI supervisors. Learn to solve agent drift, feedback optimization, and build future-proof engineering skills.