A practical teardown of alibaba/open-code-review: deterministic engineering owns file selection and positioning; the agent owns deep reasoning. Covers AACR-Bench, delegation mode, CI hooks, copyable patterns, and limits.
A teardown of cloudflare/security-audit-skill: Skill distribution, six audit phases, confirmed / needs_validation / rejected verdicts, adversarial validation, and fail-open behavior without a sandbox—plus install steps and enterprise limits.
A teardown of affaan-m/ECC—how Skills, Hooks, Instincts, Memory Vault, and AgentShield tackle performance, memory, and security; what actually plugs into Claude Code/Codex/Cursor; what enterprises can copy versus roadmap hype.
A deep read of arXiv:2609.26760 Growing Harness—turning recurring control into executable code via task feedback—contrasted with “just stuff more context” and with in-site harness / Skills / deterministic-pipeline narratives.
A viral YouTube clip ties Jev to Claude Code, but Jev cannot be the CLI chat model. This post covers the official skill, boundary hooks, MCP, and per-turn routing, contrasts NobodyWho’s 25-line minimal build, and discusses OpenAI fast-follow pressure.
A source-backed look at Jev through TypeSafe's writing, developer experiments, and awesome-jev projects: browser actions, model routing, triage, citation checking, context management, and deployment boundaries.
Claude Code's source was briefly exposed. We read all 1,884 TypeScript files. Here is what the architecture reveals about where AI coding tools are actually heading.
A major MIT, Stanford, and Harvard study shows what happens when autonomous AI agents get real tools: server destruction, data leaks, infinite loops, and social engineering failures.
Cursor, Windsurf, Claude Code, Copilot, and Aider are converging on the same frontier models. The real fight is now workflow: IDE convenience versus terminal-native agents.
Anthropic's Claude Code Review turns pull request analysis into a multi-agent workflow, signaling that AI code review is shifting from autocomplete add-on to core engineering infrastructure.
GitHub shipped a tight sequence of March 2026 Copilot updates around memory, planning, review instructions, and task decomposition. Together they look less like feature polish and more like an agentic development stack.
GitHub’s March 10, 2026 Copilot SDK push reframes Copilot as an embedded execution runtime for developer tools, not just an assistant inside GitHub surfaces.
NVIDIA's March 16, 2026 GTC announcements suggest the enterprise AI race is shifting beyond models toward a full runtime stack: guardrails, retrieval, evaluation, and operational control for production agents.
Y Combinator's Winter 2026 batch is packed with autonomous agent startups. The deeper signal is not more AI copilots, but software that replaces SaaS workflows outright.
Microsoft has cancelled several planned Copilot integrations in Windows 11, including Settings, File Explorer, and notification center features. For developers, this is a product lesson about why AI-first does not mean AI-everywhere.
Elon Musk says xAI can catch OpenAI, Google, and Anthropic by the end of 2026. But with 9 of 11 co-founders gone, layoffs underway, and staff describing constant upheaval, developers should pay attention to more than benchmark charts.