CEREBRO
machine-read, human-curated
Researched and written with 310,659 tokens (in 10 · out 32,212 · cache-read 66,075 · cache-create 212,362) across 5 Claude calls
Coding agents: extensibility and mods
- You can now mod Claude Code: Claude Code mods are a few lines of TypeScript, or built by Claude itself, that change behaviour, customize the UI, or swap in features, and they ship inside plugins via
/plugin. - Introducing the Mods Hub for Command Code: open-source registry to discover, install, and publish tools, commands, hooks, and rules for Command Code, with 30+ mods already live.
- Claude code new project feature - beta: Reddit thread on a beta "project" feature in Claude Code; no detail beyond the title.
- JetBrains/thinkrail: IDE built around the pi coding agent, with isolated workspaces, durable project knowledge via living specs and reusable skills, and extension support coming.
- Sync session data between different CLI harnesses: a way to carry session history across agent CLIs, which matters if you switch between Claude Code, Codex, and others.
Context engineering and LLM mechanics
- The State of Context Engineering: Breunig's AGNTCon talk argues the job is knowing when to be deterministic and when probabilistic. Commenters agree that both too little and too much context hurt, but reject a fixed 200-300k reset threshold because newer models need that much loaded to perform well.
- TokenGate: token-gated attention makes long-context prefill up to 11.3x faster: Stanford and UC Berkeley attention variant that cuts long-context prefill time, which is directly relevant to long-context agent latency and cost.
- How I stopped Qwen2.5-Coder-14B from hallucinating UI & workflows: pairs a small local model with a deterministic C# ValidationResolver on a single 24GB A10, an example of the deterministic-guardrail pattern from the Breunig piece.
Model behaviour and agent workflows
- Opus 5.5 orchestrating sonnet agents: Reddit report on the Opus-orchestrates-Sonnet-workers pattern; no detail beyond the title.
- Opus 5.5 writes slop code, but succeeds anyways: SlopCodeBench-inspired research suggesting messy code quality and task success are decoupled for current frontier models.
- What Claude Code actually runs for my one-person company after six weeks: field report on real production use over six weeks, including five things it still can't do.
- multica-ai/andrej-karpathy-skills: a single CLAUDE.md distilled from Karpathy's observations on LLM coding pitfalls (wrong assumptions made on your behalf, then run with), cheap to drop into a project.
- mattpocockuk on /grill-me: a prompt that has the agent ask one question at a time when the problem is badly underspecified, avoiding one big Q&A round that sends the work in the wrong direction.
- mattpocockuk on /wayfinder: an escape-valve command for tasks that obviously need more than one session to plan.
- ADRs for AI: versioned-in-Git deliberation records for human-AI work, so the reasoning from sessions doesn't evaporate. HN commenters call it standard ADRs with marketing gloss.
CLI/TUI
- Proc-CLI: agent-friendly process and port manager where
proc kill :3000ends whatever listens on that port, with confirmation and--dry-run, across macOS, Linux, and Windows.
Agentic SaaS
- AgriciDaniel/claude-seo: Claude Code SEO plugin with 26 sub-skills and 19 sub-agents covering technical SEO, schema, GEO/AEO, and agent readiness (WebMCP, llms.txt), running a full audit in 10-15 minutes.
Signals
- JetBrains/thinkrail: Vibe code with pi in a lightweight, real IDE that customises itself around the way you work — The Vibe You Need
- Show HN: Proc-CLI – An agent-friendly CLI tool for process and port management
- You can now mod Claude Code: - Change how it behaves - Customize the UI - Swap in your own features Write one with a few lines of TypeScrip…
- multica-ai/andrej-karpathy-skills: A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on…
- The State of Context Engineering
- Sync session data between different CLI harnesses
- Introducing the Mods Hub for Command Code. An open-source registry to discover, install, and publish mods for Command Code. · Add tools, co…
- Opus 5.5 orchestrating sonnet agents
- Opus 5.5 writes slop code, but succeeds anyways. A research project inspired by SlopCodeBench
- Researchers from Stanford and UC Berkeley Introduce TokenGate: Token-Gated Attention Makes Long-Context Prefill Up to 11.3x Faster
- What Claude Code actually runs for my one-person company after six weeks, and the five things it still cannot do
- Claude code new project feature - beta
- AgriciDaniel/claude-seo: Universal SEO skill for Claude Code. 26 sub-skills + 19 sub-agents covering technical SEO, E-E-A-T, schema, GEO/AE…
- Show HN: ADRs for AI – Deliberation records for human–AI work, versioned in Git
- How I stopped Qwen2.5-Coder-14B from hallucinating UI & workflows by pairing it with a deterministic C# ValidationResolver (running on a si…
- I still sometimes say: /grill-me about this, one question at a time Usually when I REALLY have no idea what I'm building. When the problem…
- For folks asking, I use /wayfinder as an escape valve for when a task will obviously take more than one session to plan
Sources & citations
| Source | Fetched | In briefing |
|---|---|---|
| 50 | 7 | |
| x | 217 | 4 |
| github | 37 | 3 |
| hackernews | 31 | 3 |
| rss | 140 | 0 |
| show_hn | 40 | 0 |
| github_search | 20 | 0 |
| swipe | 20 | 0 |
| yc-rfs | 13 | 0 |
| yc-launch | 3 | 0 |
| gmail | 1 | 0 |
| seed_urls | 1 | 0 |
| crackscan | 0 | 0 |
| ossinsight | 0 | 0 |
| reddit_users | 0 | 0 |
| total | 573 | 17 |