CEREBRO
machine-read, human-curated
Researched and written with 312,891 tokens (in 10 · out 32,222 · cache-read 66,228 · cache-create 214,431) across 5 Claude calls
Coding agents
- v2.1.307 and v2.1.308: Claude Code adds
/claude-api api-versionto migrate API code to version2026-10-21and aclaude_code.safety_eventOpenTelemetry event for every tool call that a permission rule, auto mode, safety check, hook or sandbox stopped, prompted or sent back, which makes agent guardrails observable. - 0.167.0: Codex opens an agent command center with
codex agents --no-daemon, and both it and the session picker now mark unread results. - Claude Code sends your email address to websites: a bug report says Claude Code puts the user's email in the User-Agent header during web searches, and commenters tie it to spam and phishing and say Codex doesn't do this.
- Show HN: Stroq: a local audit (
npx @stroq/cli) that reads your last 30 days of Claude Code and Codex sessions and reports how many commands came from text the agent had read (a prompt-injection signal) and which keys left your machine; commenters say eBPF would cover more adversarial cases and dev work should run in a VM anyway. - Prompt of the day: asking the agent "How do we make this change fully verifiable?" makes it verify its work by signing up for real services and clicking through the frontend.
- Gave Claude Code the Chrome DevTools MCP and a broken page: a report that Claude Code found two bugs on a broken page through the DevTools MCP without the user opening DevTools.
- Built with Claude Code: Still lets Claude Code drive browser tasks in background tabs: a Claude Code-built tool that lets the agent run browser tasks in background tabs, so it doesn't take over your active window.
LLM context and local inference
- "You Don't Need Long Context": NVIDIA reports that agents can finish long-horizon tasks without carrying the full conversation, using frequent compaction that summarizes progress and retrieves details on demand, even resetting context after every action, which cuts inference cost.
- Qwen3.8-27B Benchmark: compares 6 inference engines, GGUF vs NInfer, at 256K context on both speed and quality, which is useful if you pick a local serving stack for long-context agent work.
Agent tooling and skills
- vercel-labs/agent-browser: a native Rust CLI where
snapshotreturns the page as a compact accessibility tree with refs like@e1, and the agent acts on a ref and re-reads the page to verify, one shell command at a time. - Leonxlnx/taste-skill: an Agent Skill (v2.5.0) that pushes coding agents toward art direction, reference images and a browser check instead of generic AI-looking sites.
- google/skills: Google's Agent Skills for its products, including Google Cloud, installed with
npx skills add google/skillsinto your chosen agents and scope.
Agentic SaaS
- Launch HN: Rivet (YC W23): long-lived Actors with in-memory state, SQLite, WebSockets and scheduling, one per agent, user or session, claiming 4.99 ms p99 cold starts and 72 KB RAM each; commenters find the UX confusing.
- Cosyra: launch and steer agents on your own machines from your phone.
- Vibeconferencing: puts your Claude Code session into a Meet, Zoom or Teams call.
- Glasshand: gives an agent a real iPhone and Mac to operate.
- Okapi: AI agents that fix API breaking changes in your repos.
Signals
- v2.1.307
- "You Don't Need Long Context" NVIDIA finds that LLM agents can complete complex long-horizon tasks without maintaining their entire convers…
- 0.167.0
- Show HN: Stroq – a local audit of what your coding agent did and why
- vercel-labs/agent-browser: Browser automation CLI for AI agents
- Leonxlnx/taste-skill: Agent skills that give coding agents taste: art direction, reference images and a browser check instead of generic AI…
- Built with Claude Code: Still lets Claude Code drive browser tasks in background tabs
- Gave Claude Code the Chrome DevTools MCP and a broken page. It found both bugs without me opening DevTools once
- Prompt of the day is a simple one: "How do we make this change fully verifiable?" Makes the agent bend over backwards to verify all its cha…
- v2.1.308
- Cosyra
- Launch HN: Rivet (YC W23) – Scale and Orchestrate Agents on S3
- google/skills: Agent Skills for Google products and technologies
- Okapi
- Vibeconferencing
- Claude Code sends your email address to websites
- Qwen3.8-27B Benchmark: 6 Inference Engines, GGUF vs NInfer, 256K Context — Comparing Both Speed AND Quality
- Glasshand
Sources & citations
| Source | Fetched | In briefing |
|---|---|---|
| rss | 140 | 7 |
| 50 | 3 | |
| github | 40 | 3 |
| hackernews | 30 | 3 |
| x | 192 | 2 |
| show_hn | 40 | 0 |
| github_search | 20 | 0 |
| swipe | 20 | 0 |
| yc-rfs | 11 | 0 |
| gmail | 8 | 0 |
| yc-launch | 4 | 0 |
| seed_urls | 1 | 0 |
| crackscan | 0 | 0 |
| ossinsight | 0 | 0 |
| reddit_users | 0 | 0 |
| total | 556 | 18 |