AI coding guides & resources
Engineering decisions, tutorials, and video guides from the OTF team.
AI supply chain risks: understanding slopsquatting
Slopsquatting pre-registers packages AI models hallucinate. Learn the registry-level defenses that close the gap.
7 min read
Run Claude, Codex, and Gemini in one unified desktop app
Patapim wraps Claude, Codex, and Gemini CLIs in one project-rooted desktop cockpit — premise, announced features, and what to verify.
7 min read
Claude Code transforms digital archaeology with AI
How AI helps preserve computing history: one engineer's account of using Claude Code to write working occam for Transputers at TNMoC.
7 min read
AI coding tools fuel 60% surge in global app launches
AI coding tools are tied to a reported 60% surge in app launches — what the number means, where AI fits, and the review layer you cannot skip.
6 min read
VibeGuard 2.0 brings endpoint guardrails to secure coding with AI agents
VibeGuard 2.0 puts endpoint-resident guardrails on coding agents and their skills. How it works and how to adopt it.
7 min read
Microsoft's Bold AI Vision: Satya Nadella's Plan to Transform Enterprise Intelligence
Nadella's FY2026 thesis: models are interchangeable inputs, your data is the moat. What builders do Monday morning.
8 min read
enable smooth AI Coding with Project-Aware Agent Configs
CLAUDE.md and .cursorrules are the biggest UX win in AI coding. Most are too thin — ship richer configs with the repo.
7 min read
Manual deployment vs. OTF kits: what ships, and what you still configure
Compare manual deployment with OTF kit files: a Cloudflare Workers deploy script, a Dockerfile and a guide, plus the hosting steps teams still configure.
7 min read
Why fast coding agents still need thoughtful architecture
Coding agents are lightning-fast, but architecture decisions remain crucial for building the right system.
7 min read
Enterprises Embrace Continuous AI Security Testing for Modern Development
The annual pentest can't survive daily deploys and AI-generated code. How continuous DAST turns security into a sensor.
8 min read
React Native ecosystem updates: what SDK 56, 0.85, and React 19.2 change
A verified guide to React Native 0.85, React 19.2, and Expo SDK 56, with upgrade checks for production mobile apps.
7 min read
Unify Your Codebase: AI Agents Meet Cross-Platform Consistency with OTF Kits
How OTF Kits stop AI agents fragmenting one button into three platforms.
8 min read
React Native 0.86 makes Android upgrades easier without user-facing breaks
React Native 0.86 adds Android 15 edge-to-edge fixes, DevTools emulation, and no user-facing breaking changes. Here is what production teams should test.
8 min read
AI agent code quality: review generated UI against real docs
Improve AI agent code quality by grounding generated UI in your repo’s package docs, design tokens, and review checks.
6 min read
Unify AI Reasoning with UI: smoothly Integrate Ontologies with OTF Kits
How OTF Kits use one typed schema for AI agents and UI components.
7 min read
Supabase evals: benchmarking AI agents on real-world tasks
Supabase releases an open source benchmark to evaluate AI agents on real Supabase tasks like schema building and debugging.
8 min read
Grok 4.5 and Cursor training: what the coding model changes for builders
Grok 4.5 was trained alongside Cursor and targets coding, agentic work, and knowledge tasks. Here is what builders can verify and use today.
7 min read
Claude Opus 4.8 rewards codebases that explain themselves to coding agents
Claude Opus 4.8 is more likely to flag uncertainty. Here is what that changes for codebase conventions, agent workflows, and production migrations.
7 min read
Proton Drive CLI makes encrypted file workflows scriptable across three operating systems
What Proton Drive CLI supports, how to use its terminal commands, and what developers should verify before automating encrypted file workflows.
7 min read
Cursor pricing in 2026: what individual and team builders actually pay
A current, source-checked guide to Cursor’s individual, Teams, and Enterprise pricing, plus a practical way to budget agent usage before shipping.
7 min read
smoothly Transition AI-Assisted Code from Sandbox to Production
A working prototype in five minutes is a real thing now. An AI coding partner reads your repo, drops a button, wires a fetch, and you have something on screen before the coffee is cool. The next step
9 min read
Why SpaceX's $60B Cursor Acquisition Signals a New Era for IDEs
A $60 billion price tag on a code editor looks like a fat-finger until you change what you think the editor is. The deal, argued in a recent analysis of the SpaceX Cursor acquisition, walks and quacks
7 min read
OpenAI服务器故障：ChatGPT与Codex宕机应对指南
When your AI provider goes dark, your UI shouldn't OpenAI's servers went down. ChatGPT stopped answering. Codex stopped completing. That's what the Sina report tells us — and the rest, for now, is wai
7 min read
AI-Powered Linux Incident Triage: A Safer DevOps Approach
A read-only AI triage loop is the most underrated idea in agentic DevOps The piece from Saim Ausman on AI-assisted Linux incident triage with Bash and Claude Code lands on a distinction most "AI for D
8 min read
