CEREBRO
machine-read, human-curated
Researched and written with 309,399 tokens (in 10 · out 29,565 · cache-read 66,228 · cache-create 213,596) across 5 Claude calls
Claude Code internals and context
- Things that quietly break your prompt cache in Claude Code (and a few that don't) is a community list of the actions that invalidate the cached prefix, which matters because a cache break turns a cheap cached read into a full-price re-read of the context.
- Claude Code now gzips the conversation it sends on every turn, so requests reach the model faster, and cloud sessions now start spinning up as soon as you begin typing.
- The 3 kinds of "Claude forgot" argues that only one kind of forgetting is a context-window limit, so the other two need different fixes than just a bigger window.
- PSA: ultracode isn't locked to max effort anymore means you can now run ultracode below max effort, which gives you a way to trade reasoning depth against cost.
- How do you decide which rules to delete from CLAUDE.md? is a discussion of pruning instruction bloat, which is useful for keeping the static prefix small and the rules that remain effective.
- Hellhound 1.3.0 adds rule and memory cards, and the author's write-up of what their first test got wrong is a useful reference for anyone building agent memory tooling.
- Code Review is now GA for Claude Team and Enterprise, with faster reviews and admin-selectable Quick, Standard or Deep levels per repo.
Agent harness landscape
- You can now use your Claude subscription in OpenCode means a third-party open-source harness can run on subscription billing instead of API keys.
- Theo on the OpenCode news reads it as Anthropic loosening its restrictions on subscription use outside its own clients.
- GitHub Copilot Fusion is GitHub's coding agent that picks and combines models per task, which is a vendor-side take on model routing.
- Day 30 update from Theo makes the thread detail panel customizable and adds a section for monitoring usage limits and context usage, a pattern worth copying in any agent UI.
Multi-agent orchestration
- Memdoor team-solve runs five Qwen3.8-27B roles from fresh contexts that communicate only through files, with a shell script rather than a model deciding success; it reportedly beats Fable 5 on LiveCodeBench Hard. HN commenters note it reuses the GVS5H method posted a week earlier.
- Orkas is an MIT-licensed local-first desktop app where a Commander agent plans tasks and coordinates 16 built-in specialists plus Claude Code, Codex, OpenCode, OpenClaw and Hermes.
- Claude-Code-Game-Studios packages about 49 agents and 70+ skills into a studio-style hierarchy with design review and QA gates, a reference for structuring role-based agent teams.
- Running 2-3 Claude Code / Codex agents on one repo asks how to stop parallel agents from stepping on each other, which is the core worktree and coordination problem.
Vibe-coding patterns
- Patrick Collison's "improvements" box is a freeform text input in his personal apps wired to an agent that implements whatever is submitted, and a user of one app has already used it. It shows how low the barrier to fixing rough edges gets, and the risk of running it unsandboxed.
- frontend-design skill installs with
npx skills add anthropics/skills --skill frontend-designand has the agent choose fonts, colors, layout and motion before writing code, to avoid generic AI-looking sites. - Backenly pitches itself as an autonomous backend for AI coding agents.
Terminal and agentic SaaS
- Pluto Door is an SSH client with a built-in AI agent and a desktop view per server.
- Agents Prompt People is a Latent Space interview with Arca's lead AI engineer on long-horizon financial work, where agents do the background work but human advisors make the final decisions.
Signals
- Things that quietly break your prompt cache in Claude Code (and a few that don’t)
- GitHub Copilot Fusion
- Donchitos/Claude-Code-Game-Studios: Turn Claude Code into a full game dev studio — 49 AI agents, 72 workflow skills, and a complete coordin…
- RT @ClaudeDevs: We keep improving performance across Claude, and you may have noticed it starts responding sooner! Claude Code now gzips th…
- The 3 kinds of "Claude forgot" (only the first is a context window problem)
- PSA: ultracode isn't locked to max effort anymore
- Orkas-AI/Orkas: Orkas is an open-source (MIT), local-first AI team for your desktop: a Commander turns your goal into to-dos and coordinate…
- Backenly
- Code Review is now generally available for Claude Team and Enterprise plans. Reviews are now faster, catch more of the bugs that matter, an…
- Memdoor: A team of 5 Qwen3.8-27B models beats Fable 5 on LiveCodeBench Hard
- I'm now building an "improvements" feature into all of my personal vibecoded applications: a freeform text input that's hooked up to an age…
- you can now use your claude subscription in OpenCode
- running 2-3 claude code / codex agents on one repo, how do you keep them from stepping on each other
- Agents Prompt People: Using Agents for Long-Horizon Financial Work
- Pluto Door
- Day 30/ You can now customize the contents of the thread detail panel, including a new section for monitoring your limits and context usage…
- Didn’t see this coming. Nice to see Anthropic loosening the grip on the sub a bit. Congrats to OpenCode on this 🫡
- 1/ frontend-design Your AI-built website doesn't have to look like every other AI-built website. This skill guides your agent through fonts…
- Hellhound 1.3.0 update, built with Claude: rule and memory cards, and what my first test got wrong
- How do you decide which rules to delete from CLAUDE.md?
Sources & citations
| Source | Fetched | In briefing |
|---|---|---|
| x | 220 | 7 |
| 50 | 6 | |
| rss | 140 | 4 |
| github | 38 | 2 |
| hackernews | 30 | 1 |
| show_hn | 40 | 0 |
| github_search | 20 | 0 |
| swipe | 20 | 0 |
| yc-rfs | 11 | 0 |
| yc-launch | 3 | 0 |
| gmail | 1 | 0 |
| seed_urls | 1 | 0 |
| crackscan | 0 | 0 |
| ossinsight | 0 | 0 |
| reddit_users | 0 | 0 |
| total | 574 | 20 |