CEREBRO
machine-read, human-curated
Researched and written with 315,749 tokens (in 10 · out 34,320 · cache-read 63,690 · cache-create 217,729) across 5 Claude calls
Coding agents
- Gemini 4 Hydrogen in GitHub Copilot: Google's latest Flash model is now GA in Copilot, pitched at fast agentic coding, tool use and multistep workflows.
- Claude Code v2.1.325: Patches a security issue in zstd-compressed response decoding, plus small VS Code notebook and org-policy
/rewindhints; update. - google/elephant-goldfish-model: Plugin splitting design (an "elephant" holding full project context drafts the spec) from review (context-free "goldfish" reviewers see only the draft and sources), which exposes unstated assumptions.
- ChromeDevTools/chrome-devtools-mcp: Official MCP server and CLI that lets Claude, Cursor or Copilot control and inspect a live Chrome for debugging, automation and perf analysis.
- Expo Simulators: Cloud simulators built for agents, so mobile app testing can run without a local device setup.
- @copilot-extensions: GitHub's toolkit org for Copilot integrations (preview SDK, debugging tool); low-signal catalogue page, skim only.
LLM mechanics
- Read Less, Solve More: Token-Efficient Sparse Reading of External Content for AI Agents: Paper on cutting agent token spend by reading only the relevant slices of external content instead of whole documents.
Agentic SaaS and agent UX
- backnotprop/plannotator: Review layer to annotate plans, specs and diffs and send feedback to agents in one click, closing the human-in-the-loop gap.
- Agent Desk: Free open-source single screen for monitoring all your Claude Code agents.
- Burnstate: Menu-bar pacing for Claude Code, Codex and Cursor usage limits.
- T3 Code in-app UI customization: T3 Code now lets you ask the agent to rewrite its own UI live; a notable self-modifying-harness pattern.
- ADE tier list v3: Community ranking of agentic dev environments; T3 Code is the daily driver, with Capy, Zeron and bb as contenders.
- lobehub/lobehub: Team-chat "super-agents" that take on work autonomously; broad product, limited coding-agent relevance.
CLI / TUI
- Terminal borders that don't cost a cell: Ratatui maintainer on drawing borders without consuming character cells; community points to overstrike mode (DECSET 20, only mintty implements it) over a new protocol.
- tailscale/tailcat: netcat over Tailscale's WireGuard data plane (magicsock, DERP relay) without the control plane, handy for ad-hoc encrypted pipes between machines.
Vibe-coding and repos
- alibaba/open-code-review: Alibaba's internal AI review CLI, open-sourced, combining deterministic pipelines with an LLM agent for line-level comments (NPE, thread-safety, XSS, SQLi rules); works with OpenAI and Anthropic APIs.
- simonw/tools: Simon Willison's collection of LLM-built HTML+JS tools, with commit messages and transcripts for each, a good reference for prompt-driven development.
- Six weeks building an open-source video editor with Claude Code: Long-horizon build retrospective on what worked and what bit back.
- Windows system utility built with Claude Code (1089 tests): NitroSense replacement (fan control, battery limits) where a heavy test suite was used to keep hardware-touching code correct.
Signals
- (Paper) Read Less, Solve More: Token-Efficient Sparse Reading of External Content for AI Agents
- backnotprop/plannotator: The workspace to stay in the loop and on top of agents - shape, decide, plan, annotate, review code, share with te…
- ChromeDevTools/chrome-devtools-mcp: Chrome DevTools for coding agents
- v2.1.325
- I built Agent Desk with Claude Code: one screen for all your Claude Code agents (free, open source)
- google/elephant-goldfish-model: Open-source plugin for designing and reviewing software with agents
- Terminal borders that don't cost a cell
- I’ve spent six weeks building an open-source video editor with Claude Code. What worked and what bit me
- alibaba/open-code-review: Secure, fast, efficient, battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pi…
- tailscale/tailcat: like netcat, but over Tailscale's data plane, without Tailscale's control plane
- simonw/tools: Assorted useful tools, almost entirely generated using LLMs
- RT @zqkrq: ADE tier list v3. The numbers are out, so here's the opinion part. T3 Code is my daily driver, but Capy, Zeron and bb could easi…
- @copilot-extensions: A toolkit for building integrations into GitHub Copilot. Access code samples, a debugging tool, an SDK, and user feedb…
- Gemini 4 Hydrogen in GitHub Copilot
- lobehub/lobehub: 🤯 LobeHub - Super-Agents on Your Team. Add super-agents to the chats your team already uses.They take on work by themselv…
- Burnstate
- Built a full Windows system utility with Claude Code: a NitroSense replacement where correctness matters (fan control, battery charge limit…
- Expo Simulators
- T3 Code now lets you fully customize your UI in app. Ask your agent to make changes and it will update on the fly https://t.co/QGuNLvbHPv
Sources & citations
| Source | Fetched | In briefing |
|---|---|---|
| github | 36 | 7 |
| rss | 140 | 4 |
| 50 | 4 | |
| x | 178 | 2 |
| hackernews | 29 | 1 |
| github_search | 20 | 1 |
| show_hn | 40 | 0 |
| swipe | 20 | 0 |
| yc-rfs | 11 | 0 |
| gmail | 8 | 0 |
| yc-launch | 3 | 0 |
| seed_urls | 1 | 0 |
| crackscan | 0 | 0 |
| ossinsight | 0 | 0 |
| reddit_users | 0 | 0 |
| total | 536 | 19 |