After piloting on 16,000+ conference papers, Deep Review now splits a PDF or text file into segments, verifies each with parallel agents, then grounds claims, with heavier use via your Gemini API key and the Deep Review API. Antigravity also gets a matching multi-agent review pattern under /teamwork-preview.
OpenAI's Core Experimentation team gave Astra a vague one line Codex prompt to find dead code, and it checked past PRs, Slack, Statsig, and production profiling before proposing each deletion; five engineers merged the results part time over two weeks, shrinking one container image from 3.31 GB to 1.72 GB. The team says GPT 6.1 Sol found 92% of Astra's issues at about 14% of the API cost, though some proposals added more complexity than they were worth…
After npm install g sphinx understand and sphinx install , pushes to protected branches pause while a separate reviewer model reads the diff and asks what the change does when things fail, and the push only continues once you answer correctly. It works with Codex, Claude Code, Cursor, OpenCode, Pi, or plain Git, and sphinx yolo skips the check but logs every skip (HN thread)…
Anthropic's Oct 16 internal study says agent hours passed employee hours in March and hit 6 to 1 for interactive sessions by August, while it hired a smaller share of junior technical staff. Human attention is now the bottleneck: even non technical employees would need half their work week just to read their Claude agents' output…
In v0.12.0 (Oct 17), a provider plugin started inside a repository loaded that repo's .env , so a project's ANTHROPIC API KEY could reach Claude and override your subscription; v0.12.1 no longer reads .env or bunfig.toml from the working directory, and if you ran v0.12.0 you should upgrade and rerun archon provider add for each provider. Neither release's notes mention a fix for the unauthenticated control API flaw, CVE 2026 111322…
Adding https://mcp.astrocade.com/mcp (for Claude Code: claude mcp add transport http scope user astrocade https://mcp.astrocade.com/mcp ) lets an agent create, edit, and publish games through your Astrocade account, including ones you started in its app. Games published this way pass review before reaching the Astrocade feed, then get the same plays, comments, and analytics as any other game…
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