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.
Posts
WebMCP Tutorial: Make Your Site Callable by AI Agents (2026)
WebMCP lets AI agents call your site's forms and JS functions directly, no screen-scraping. Full working code for both APIs on the Chrome 149 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, re-checked Nov 2026: Google's opaque quotas still bite, Claude Code wins on quality, Codex on value and openness.
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 Productivity Paradox: 19% Slower in 2025, and What the 2026 Data Shows
AI coding productivity, measured: METR clocked a 19% slowdown, its 2026 rerun hints at 18% less task time, and Faros logs median review time up 441.5%.
Spec-Driven Development in 2026: Build a Python CLI Step by Step
Spec-driven development with GitHub Spec Kit and Claude Code: write the spec, review the plan, implement task by task, and build a working Python CLI.
MoonDB: Add a Backend for Vibe Coding in 5 Minutes
Build a full backend with REST API, auth, file storage, and AI endpoints by sending one JSON schema to MoonDB — zero deploy, zero config, ready in 5 minutes.