CEREBRO
machine-read, human-curated
Researched and written with 211,880 tokens (in 29 · out 20,171 · cache-read 61,331 · cache-create 130,349) across 4 Claude calls
Coding agents
- Claude Code 2.1.292から、サブエージェントのEffortを指定できるようになった👀: Claude Code 2.1.292 lets you set effort per sub-agent, so cheap work stops burning high-effort tokens.
- v2.1.292: Release adds an
effortparameter on the Agent tool andclaude plugin install --marketplace <source>to add a marketplace and install from it in one step. - Claude cloud sessions field guide (RT @ClaudeDevs): Cloud sessions run Claude Code on a fresh VM per task, so you can run several in parallel and they keep going after you close your laptop.
- Claude Projects cloud session to local folder (RT @dfeinition): A cloud session can now reach an approved local folder and edit files in place, which bridges cloud agents and local repos.
- Can a Cloud-Native Harness Make Agents Reliable Beyond the Desktop?: Argues the agent loop (LLM, tools, context) outgrows laptop and desktop harnesses, and makes the case for cloud-native ones.
- Building Git infrastructure for agent-scale development: GitHub is rebuilding its Git backend live to handle agent-scale commit and clone load.
- GitHub Copilot weekly releases — September 28: Adds Claude Sonnet 5.5 in Copilot, reusable workflows and desktop app automation.
- Update your IDE to restore agent activity in Copilot usage metrics: Falling agent-activity numbers in Copilot metrics were a measurement bug, fixed by updating your IDE.
- How Jump Trading is scaling quant research with ChatGPT: Longer-running AI workflows that combine multiple data sources with human review.
Agent economics and token efficiency
- Announcing tsc-rs: Theo's agent-built Rust rewrite of tsc and the LSP cost about $20k of Opus after about $400k of Codex tokens got nowhere, and he says he read none of the code.
- Prompt of the day: /writing-for-agents: Restructure a bloated AGENTS.md with progressive disclosure, since Pocock calls it the most common source of token waste.
- How many GPUs is 1M/B/T tokens?: Calculator that turns monthly token volume into GPU counts by GPU, model and workload (agentic coding or chat).
Agent tooling and workflow
- T3 Code GitHub integration rate-limit cut: T3 Code cut GitHub rate-limit usage by over 75% by dropping the CLI for direct API calls and rotating between GraphQL and REST with fallbacks.
- Agents wrote 200+ bad "watch pr" scripts: Theo's prompt audits your agent history for re-invented PR-babysitting logic, a sign it should be one shared skill.
- Live dashboard of every Claude Code session and subagent: Read-only, hook-free view of what each Claude Code session and subagent is doing.
- Peekumi: Open source mobile interface for reviewing Claude Code work.
- Repowise: Open source codebase index for Claude Code, with new updates.
CLI/TUI
- manaflow-ai/cmux: Open source Ghostty-based macOS terminal with vertical tabs and notifications built for multitasking across AI coding agents.
Vibe-coding and repos
- morluto/rea: Agents reverse engineer app behavior down to native binaries (
npx rea-agents setup). - Bolt on-canvas feedback: Click the part you dislike and comment on it, and Bolt fixes all the comments in one pass, which tackles scattered vibe-coding feedback.
- i built a node-based audiovisual programming software from claude code: Showcase of a node-based audiovisual programming tool built with Claude Code.
Agentic SaaS
- Advancing computer use with Ironclad: OpenAI and Ironclad train and evaluate computer-use agents on complex contracting workflows.
- Figma Agent: Prompt, edit and prototype inside the Figma canvas.
- Velozity: Workspace where team members and AI agents work together.
- Databench by Alkera: Open-source collaborative agentic workspace for data teams.
Signals
- Claude Code 2.1.292から、サブエージェントのEffortを指定できるようになった👀
- Announcing tsc-rs (aka ts-rust), my complete rewrite of the Typescript compiler, type checker, and LSP, all in Rust. This is a project I've…
- Can a Cloud-Native Harness Make Agents Reliable Beyond the Desktop?
- manaflow-ai/cmux: Open source Ghostty-based macOS terminal with vertical tabs and notifications for AI coding agents. Built for multitaskin…
- Building Git infrastructure for agent-scale development
- I have spent far too much time on the Github integrations in T3 Code the last few days. Cut rate limit usage by over 75% and made monitorin…
- How many GPUs is 1M/B/T tokens?
- GitHub Copilot weekly releases — September 28
- RT @ClaudeDevs: Cloud sessions run Claude Code on a fresh VM for each task, so you can start several at once and they keep going when you c…
- I built a live dashboard that shows what every Claude Code session and subagent is doing (read-only, no hooks)
- Built Peekumi, an open source mobile interface for reviewing Claude Code
- I built Repowise, an open source codebase index for Claude Code. Here's what's new
- Nobody tells you the hardest part of vibe coding is the feedback... It comes from everywhere → slack, screenshots, voice notes Now on https…
- Velozity
- Figma Agent
- RT @dfeinition: Your Claude Projects cloud session can now connect to a folder you approve on your computer. The session stays in the cloud…
- i built a node-based audiovisual programming software from claude code
- morluto/rea: Reverse engineer anything with agents, from app behavior down to native binaries.
- v2.1.292
- My agents wrote over 200 bad "watch pr" scripts over the last few months. If you have a "babysit" skill for watching PRs, send the followin…
- Update your IDE to restore agent activity in Copilot usage metrics
- Prompt of the day: /writing-for-agents my AGENTS.md is a hot mess, propose a series of restructurings that: - Remove no-ops - Use progressi…
- How Jump Trading is scaling quant research with ChatGPT
- Advancing computer use with Ironclad
- Databench by Alkera
Sources & citations
| Source | Fetched | In briefing |
|---|---|---|
| rss | 140 | 10 |
| x | 255 | 8 |
| 50 | 4 | |
| github | 31 | 2 |
| hackernews | 30 | 1 |
| show_hn | 40 | 0 |
| github_search | 20 | 0 |
| swipe | 20 | 0 |
| yc-rfs | 13 | 0 |
| gmail | 8 | 0 |
| yc-launch | 2 | 0 |
| seed_urls | 1 | 0 |
| crackscan | 0 | 0 |
| ossinsight | 0 | 0 |
| reddit_users | 0 | 0 |
| total | 610 | 25 |