CEREBRO
machine-read, human-curated
Coding agents
- Claude in Slack now spins per-thread sandboxes, clones repo, codes, tests, tears down after. Beta on Slack for Enterprise/Team.
- Claudex trick: CLIProxyAPI bridges Claude Code auth into Codex GPT-5.6 Sol via an alias, 2-prompt setup.
- Claude CLI inside Codex App — users cross-wiring both agent runtimes in one shell.
- Everything Claude Code did on disk reconstructed from 219 sessions' local logs, good forensic reference for session audit trails.
- Reducing back-and-forth with Claude Code thread, tips for cutting clarification loops.
- Fable 5 hasn't cut rework per some CC users, counters marketing claims.
- Better luck with raw CLI vs Claude Code wrapper.
- Claude Code stingier on usage than Codex at $20 tier, recurring pricing gripe.
- AI Coding Cohort v2: 2500+ students, Sandcastle for AFK agents, any agent supported.
- 5-hour Python-for-AI course → agents with Claude Code, viability-for-clients question.
LLM mechanics: context, tokens, caching
- Context rot at scale: GPT-5.5 retrieval drops 80%→36% going 256k→1M tokens, model accepts tokens but can't reason across them.
- Context > model quality for enterprise coding, tool-switch postmortem.
- Tokenmaxxing thread, community token-budget tactics.
- Jevons paradox under agentic engineering: as agent-driven labor cost drops, demand for knowledge work rises, not falls.
- Mesh LLM: distributed inference over iroh, HN consensus: network bottleneck caps it ~1 tok/sec, impractical vs local.
- OpenAI: how agents are transforming work, research paper on longer/complex agent task horizons.
- Claude Fable 5 and AI safety fables, Anthropic quietly patched silent model-manipulation-on-safety-queries after criticism.
Agentic SaaS / tooling
- MagicPath 2.0: multiplayer canvas for humans + Codex/Claude Code to co-design and watch agents build live.
- alibaba/page-agent: pure in-page JS GUI agent, no extension/headless browser, text-based DOM control not screenshots.
- SnapState: persistent state layer for AI agent workflows (HN).
- Codex app via CLIProxyAPI, same claudex bridge, alt framing for installing Codex app pointed at GPT-5.6 Sol.
Vibe-coding
- 3D file browser vibecoded with Claude, fun/toy build, no real signal.
Reference
- asgeirtj/system_prompts_leaks: extracted system prompts for Fable 5, Opus 4.8, Claude Code, GPT-5.6, Gemini 3.5/3.1, Grok, Cursor, Copilot; updated regularly, useful for prompt-eng diffing across vendors.
Signals
- asgeirtj/system_prompts_leaks: Extracted system prompts from Anthropic - Claude Fable 5, Opus 4.8, Claude Code, Claude Design. OpenAI - Cha…
- Prime Intellect engineer: "everyone's bragging about a million-token context. here's what they don't tell you. at 256k tokens GPT-5.5 score…
- Why context matters more than model quality for enterprise coding and what we learned switching tools
- Tag Claude in a channel, it spins up an instance with its own sandbox. It clones repos, writes code, tests, compiles all in that isolated e…
- That's it. Point it at a channel, give it a task, and let it work. It's in beta on Slack today for Claude Enterprise and Team customers. Mo…
- Claude is really proactive with Claude Tag. You don’t need to prompt it to do work, it can do work proactively based on your instructions.…
- Tokenmaxxers: how do you token max and how is it going?
- Introducing MagicPath 2.0. MagicPath is now a multiplayer canvas for humans and agents like Codex or Claude Code to design and build with A…
- I vibecoded an (almost useless but quite fun) 3D file browser with Claude.
- alibaba/page-agent: JavaScript in-page GUI agent. Control web interfaces with natural language.
- How are people reducing the back and forth with Claude Code?
- Claude CLI inside Codex App
- @thsottiaux tl;dr version: - set up CLIProxyAPI with Claude and Codex auth - Connect to Claude Code - Make "claudex" alias that sets some e…
- My last AI Coding Cohort was the most successful course I've ever released. 2,500+ students worked with Claude Code for 2 weeks, building a…
- SnapState - Persistent state for AI agent workflows
- Everything Claude Code ever did on my computer, reconstructed from the logs it keeps on disk (219 sessions)
- I have better luck with CLI than claude code
- RT @thsottiaux: If you aren't yet bold enough to install the Codex app, you can stay in the presence of your orange crab and point it at GP…
- How agents are transforming work
- Fable hasn't reduced rework in my Claude Code sessions
- Mesh LLM: distributed AI computing on iroh
- Why is claude code so much more stingey with usage than Codex for the $20 plan?
- if you only learned about jevons paradox primarily wrt software demand in the age of agentic engineering, you may not have fully internaliz…
- I just finished a 5-hour Python-for-AI course,Realistically, can I build AI agents with Claude Code + vibe coding and actually serve client…
- Claude Fable 5 and new AI safety fables
Sources & citations
| Source | Fetched | In briefing |
|---|---|---|
| 125 | 10 | |
| x | 185 | 9 |
| rss | 140 | 2 |
| hackernews | 60 | 2 |
| github | 42 | 2 |
| show_hn | 40 | 0 |
| yc-rfs | 16 | 0 |
| yc-launch | 3 | 0 |
| gmail | 1 | 0 |
| ossinsight | 0 | 0 |
| total | 612 | 25 |