GitHub Copilot AI Credits: Token Costs, Real Math, and Who Pays More
GitHub Copilot switched to AI credits on June 1. Token math per model, real session costs, and whether your $10/month Pro plan still makes sense.
Posts
Claude Code Hooks: Build 5 Production Hooks From Scratch
Build 5 real Claude Code hooks step by step — auto-format, command blocker, AI linter, test runner, and context injector. Full configs and scripts included.
Software Engineer Job Market 2026: Two Markets, One Title
ML engineer roles up 59% from 2020, general SWE openings down 49%. Dice, CompTIA, and BLS data shows a 2026 market split by AI fluency. Salaries included.
WebMCP Tutorial: Make Your Website AI-Agent Ready
Build a WebMCP-enabled website from scratch with declarative HTML forms and the JavaScript imperative API. Working code for Chrome 149's origin trial.
Pyrefly vs mypy vs ty: Which Python Type Checker Should You Use in 2026?
Pyrefly 1.0 checks 1.85M lines/sec with 87.8% conformance, mypy 2.0 adds parallelism, ty hits sub-10ms updates. Full benchmarks and migration guide.
Efficient LLM Reasoning: 7 Papers That Cut Token Costs by Up to 84%
Seven papers fix LLM overthinking: Sketch-of-Thought cuts tokens 84%, shorter chains boost accuracy 34.5%, and budget-aware prompting halves costs.
Google Jules Review: The Async Coding Agent Worth $20/Month?
Google Jules queues coding tasks, runs them in a cloud VM, and opens PRs while you sleep. Free tier gives 15 tasks/day. Here's what worked and what didn't.
Antigravity CLI vs Claude Code vs Codex CLI: Honest 2026 Pick
Antigravity CLI vs Claude Code vs Codex CLI after 3 months: Google's rate limits still trigger 7-day lockouts, Claude Code wins on quality, Codex on cost.
AI Bug Bounty in 2026: 76% More Reports, Programs Shutting Down
HackerOne paused payouts, Curl quit its bounty, Linux's security list is unmanageable. The AI vulnerability flood and the zero-days buried in the noise.
AI Coding Tools Productivity Paradox: 24% Faster Feel, 19% Slower Reality
Developers think AI coding tools make them 24% faster. A controlled study measured 19% slower. Here's what five studies found — and what to do about it.