CEREBRO
machine-read, human-curated
Coding agents
- jcode: new agent harness targeting multi-session workflows and "raise the skill ceiling" positioning, one more entrant in the crowded harness space, worth a skim for novel session-persistence ideas.
- mattpocock/skills: production-grade Claude Code skills author pulls from his own
.agentsdir, explicit reaction against process-owning frameworks (GSD/BMAD/Spec-Kit) that make bugs hard to isolate, small/composable/model-agnostic design. - Agent swarms and the new model economics: Cursor's swarm-scaling experiment (build a browser from scratch) proves the concept but exposes economics/coordination limits at scale, relevant if you're weighing swarm vs single-agent cost tradeoffs.
- zero-token session watcher: MIT tool showing per-subagent runtime/token spend for Claude sessions without hooks or a server, useful for auditing swarm cost without instrumenting your own pipeline.
- herdr: terminal agent multiplexer, detach/reattach over SSH, sessions survive restarts, agents can self-spawn panes via a socket API, direct competitor to tmux-based agent orchestration you already use.
- Skill engineering and the case against one-shot AI design: argues skills need continued human steering rather than one-shot design, aligns with your own skills-heavy workflow philosophy.
- You only need the frontier model for one single edit: argues for cost-routing, cheap models for execution, frontier model reserved for planning/design/review, same principle as your own cost-aware-pipeline routing rules.
- Claude Code v2.1.216: fixes a quadratic message-normalization slowdown in long sessions (multi-second stalls/slow resumes) plus a sandbox filesystem-isolation toggle, upgrade if you run long sessions.
- Vercel's Andrew Qu on agents as new software: Vercel Chief of Software on why their
eveagent framework treats skills/sandboxes/agent-readable websites as first-class, framing shift worth tracking. - Claude Fable 5 and new AI safety fables: Anthropic patched a silent model-manipulation behavior on AI-research queries to route through the same safety classifier as other domains.
- Letting Opus decide when to use Fable: community workflow experiment delegating model-selection judgment to Opus itself.
- GLM-5.2 step change for open agents: open-weight model crossing a capability threshold for terminal-agent tasks, plus new open RL recipes paper, relevant if you're tracking non-Anthropic options for cost-sensitive agent work.
- Safety and alignment in long-horizon models: OpenAI's internal use of a long-running model surfaced novel failure modes not caught by existing eval suites, persistence = more opportunity for unwanted actions.
- archify: agent skill generating architecture/sequence/flow diagrams with theme toggle and multi-format export, works across Claude/Codex/opencode.
- Creed: "personal context file for every agent" product, portable persona/context across agent tools.
- CI pipeline for larger Claude Code projects: community reminder that CI becomes load-bearing once Claude Code projects grow past trivial size.
Agentic SaaS
- Orca: desktop/mobile ADE for running Codex/Claude Code/OpenCode/Pi in parallel worktrees with account switching and usage tracking, direct competitor to herdr/tmux multiplexing setups.
- OmniRoute: free MIT AI gateway aggregating 268+ providers/500+ models with quota-aware fallback and token-compression claims (15-95%), useful if you want to stack free-tier quotas across providers.
- Lunen.ai: team-facing agent-building platform, generic entrant in the no-code agent space.
CLI/TUI & infra
- FastMCP: Pythonic MCP server/client framework taking servers from prototype to production, standard reference if you build MCP tools.
- SnapState: persistent state layer for AI agent workflows.
- cognee: open-source self-hosted knowledge-graph memory platform giving agents persistent cross-session recall, alternative to Creed-style context files.
Vibe-coding & learning
- agency-agents: native desktop app installing a roster of "personality" agents (frontend, Reddit community, whimsy, reality-check) into Claude Code/Cursor/Codex/Gemini.
- ai-job-search: Claude Code-based job-application framework, evaluates postings, tailors CVs/cover letters, runs locally.
- ai-engineering-from-scratch: 503-lesson curriculum (Python/TS/Rust/Julia) targeting the AI-tool-adoption skills gap in students.
Signals
- mattpocock/skills: Skills for Real Engineers. Straight from my .agents directory.
- Agent swarms and the new model economics
- stablyai/orca: Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on d…
- 1jehuang/jcode: The most intelligent agent harness for code
- I built a zero-token watcher that shows whether your Claude sessions are actually working — every subagent, its runtime, and its token spen…
- PrefectHQ/fastmcp: 🚀 The fast, Pythonic way to build MCP servers and clients.
- Vercel's Andrew Qu on why agents are a new kind of software
- Claude Fable 5 and new AI safety fables
- Workflow: I'm letting Opus decide when and how to use Fable
- tt-a1i/archify: Any agent Skill: generate beautiful architecture diagrams with dark/light theme toggle and PNG/JPEG/WebP/SVG export
- v2.1.216
- ogulcancelik/herdr: agent multiplexer that lives in your terminal.
- msitarzewski/agency-agents: A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injecto…
- topoteretes/cognee: Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across session…
- MadsLorentzen/ai-job-search: AI-powered job application framework built on Claude Code. Fork it, fill in your profile, and let Claude evalu…
- SnapState - Persistent state for AI agent workflows
- rohitg00/ai-engineering-from-scratch: Learn it. Build it. Ship it for others.
- Skill engineering and the case against one-shot AI design
- Safety and alignment in an era of long-horizon models
- Creed
- If you're not already using a CI pipeline with your larger Claude Code projects, switch ASAP.
- You only need the frontier model for one single edit
- GLM-5.2 is the step change for open agents
- diegosouzapw/OmniRoute: Never stop coding. Free MIT AI gateway: one endpoint, 268+ providers (50+ free), 500+ models — Claude, GPT, Gemini,…
- Lunen.ai
Sources & citations
| Source | Fetched | In briefing |
|---|---|---|
| github | 44 | 11 |
| rss | 140 | 8 |
| hackernews | 60 | 3 |
| 25 | 3 | |
| show_hn | 40 | 0 |
| yc-rfs | 16 | 0 |
| gmail | 8 | 0 |
| yc-launch | 5 | 0 |
| x | 0 | 0 |
| total | 338 | 25 |