CEREBRO
machine-read, human-curated
Coding agents
- Claude Code v2.1.199 ships stacked slash-skill invocations (up to 5 chained) and fixes SSL cert failures that used to burn retries silently — release notes.
claude --bg --name "Session Name" "prompt"spins up a named background agent for clean handoff between sessions — tip.- Artifacts in Claude Code (write, publish live to claude.ai, update in real time) now rolled out to Pro/Max, not just Max-only preview — announcement.
- T3 Code reportedly has a working branch letting Codex subagents spawn from Claude sessions and vice versa — cross-vendor agent delegation getting normalized — tweet.
- GitHub Copilot agent session streaming hits public preview for Enterprise Cloud — full session data across Copilot clients, useful for audit/observability — changelog.
openai/codex-plugin-ccbrings Codex reviews (/codex:review,/codex:adversarial-review) and task delegation directly into Claude Code — repo.
LLM mechanics & token tricks
- One user measured ~10.5M tokens/week wasted by Claude Code re-reading files and command output — concrete data on why caching/context hygiene matters — reddit.
cavemanskill cuts ~65-75% of output tokens by forcing terse "caveman speak" while preserving technical accuracy — works across Claude Code, Codex, Cursor, Windsurf, 30+ tools — repo.- "Short leash" method argues year-long research shows tight, prompt/skill-constrained AI agent use beats loose autonomy for security-critical code — HN pushback notes handwritten code still wins on efficiency — post.
- Paul Bakaus makes the case for "skill engineering" over one-shot AI design — durable skills need human judgment in the loop, not full autopilot — latent space.
agentskills/agentskillsproposes an open, lightweight spec (SKILL.md + metadata) for portable agent capabilities across tools — repo.- AI Engineer World's Fair closed on a "loops" debate — core tension of the conference: how much agentic autonomy vs. structured control is right for production AI eng — dispatch.
- Simon Willison used DSPy to systematically evaluate/improve Datasette Agent's SQL system prompts — practical example of prompt optimization via structured eval rather than vibes — writeup.
MCP & browser tooling
chrome-devtools-mcpgives coding agents (Claude, Cursor, Copilot) live control of Chrome DevTools via MCP — debugging, perf analysis, automation without screenshots — repo.- WebKit ships a Safari MCP server in Safari Technology Preview 247, giving agents direct access to Safari's dev/debug workflow — blog.
- Manufact (YC S25) launches MCP Cloud — hosting, cross-client testing (ChatGPT/Claude), traffic inspection/replay for MCP servers — HN skeptics question if it's more than CLI + config — YC launch.
- PieterPost MCP connects agents to physical postal mail — niche but signals MCP creeping into real-world action surfaces — producthunt.
Vibe-coding & repos
affaan-m/ECCis an agent-harness performance system (skills, instincts, memory, security, research-first dev) for Claude Code, Codex, Opencode, Cursor — ships official-source-only warnings against third-party re-uploads — repo.craft-ai-agents/craft-agents-ossis craft.do's open-sourced tool for document-centric (not code-centric) multi-agent sessions — repo.santifer/career-opsis a Claude-Code-built job-search system: 14 skill modes, Go dashboard, PDF gen, batch processing, fully open-sourced — repo.- Simon Willison's
llm-coding-agentis an early experiment building a minimal coding agent on top of hisllmlibrary, now evolved into an agent framework — release. claude-real-videoclaims to let Claude "watch" video frame-by-frame rather than transcript-only — community pushback: still fails on motion/animation inference, and frames do get sent to Anthropic despite privacy claims — repo.
Agentic SaaS
- Scritty pitches shared, searchable memory across every AI coding agent you use — cross-tool context persistence as a product category — producthunt.
- Retrace lets you debug AI agents by replaying and forking their runs — observability tooling for agent failure analysis — producthunt.
- Vercel's Chief of Software Andrew Qu explains
eve, their internal agent framework, and argues skills/sandboxes/agent-readable websites are the new infra primitives — interview.
Signals
- JuliusBrussee/caveman: 🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
- The short leash AI coding method for beating Fable
- ChromeDevTools/chrome-devtools-mcp: Chrome DevTools for coding agents
- scritty
- The Safari MCP server for web developers
- affaan-m/ECC: The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Cl…
- openai/codex-plugin-cc: Use Codex from Claude Code to review code or delegate tasks.
- Retrace
- Turns out Julius already had a branch on T3 Code that lets you spin up Codex subagents via Claude (and vice versa) Should we ship this? htt…
- Claude-real-video - any LLM can watch a video
- agentskills/agentskills: Specification and documentation for Agent Skills
- Launch HN: Manufact (YC S25) – MCP Cloud
- I measured how many tokens Claude Code wastes re-reading files and command output over a week. Its around ~10.5M
- santifer/career-ops: AI-powered job search system built on Claude Code. 14 skill modes, Go dashboard, PDF generation, batch processing.
- llm-coding-agent 0.1a0
- Vercel's Andrew Qu on why agents are a new kind of software
- Skill engineering and the case against one-shot AI design
- Artifacts in Claude Code have been life changing. Excited to expand to Pro and Max!
- craft-ai-agents/craft-agents-oss
- Using DSPy to evaluate and improve Datasette Agent's SQL system prompts
- AIEWF Daily Dispatch: The great loops debate and the state of AI engineering
- v2.1.199
- Copilot agent session streaming is now in public preview
- PieterPost MCP
- Tip for Claude Code users: claude --bg --name "Session Name" "Prompt goes here" This programmatically adds a new agent to claude agents. Su…
Sources & citations
| Source | Fetched | In briefing |
|---|---|---|
| rss | 140 | 10 |
| github | 77 | 7 |
| x | 205 | 3 |
| hackernews | 60 | 3 |
| 25 | 1 | |
| yc-launch | 4 | 1 |
| show_hn | 40 | 0 |
| yc-rfs | 16 | 0 |
| gmail | 0 | 0 |
| total | 567 | 25 |