CEREBRO
machine-read, human-curated
Coding agent skills & methodology
- addyosmani/agent-skills packages senior-engineer workflows (define→plan→build→verify→review→ship) as reusable skills so agents follow consistent quality gates across a feature's lifecycle.
- obra/superpowers is a full agentic dev methodology built on composable skills, cross-compatible with Claude Code, Codex, Cursor, Copilot CLI and more.
- tirth8205/code-review-graph builds a Tree-sitter structural map of a repo with incremental updates so agents stop re-reading whole codebases on review tasks; benchmarked context reductions included.
- ayghri/i-have-adhd is a 10-rule skill that forces agents to lead with the action, number steps, and stop burying the answer, useful pairing for your caveman/lead-with-recommendation setup.
- zhaoxuya520/reverse-skill auto-routes pentesting/reverse-engineering agents (APK, binary, CTF, frontend crypto) to the right on-demand toolchain across Claude Code, Kiro, Cursor, Cline.
Claude Code & Codex releases
- Claude Code v2.1.224 adds
self-hosted-runner(run web/mobile/desktop sessions on your own machines) and anarchiveplugin source for installing from a zip without git/npm. - Claude Code v2.1.218 moves
/code-reviewto a background subagent so review no longer fills the main conversation. - Claude Code v2.1.215 stops auto-running
/verifyand/code-review, now opt-in only, matches recent Anthropic push toward explicit invocation over silent automation. - Codex CLI 0.147.0 adds portable Agent Plugins with search across local, personal, workspace, and remote plugin catalogs.
Models
- GLM-5.2 marks a capability threshold for open agentic models per Nathan Lambert's tracking, worth watching if you want a non-Anthropic terminal-agent baseline.
- Claude Fable 5 and new AI safety fables covers Anthropic's Fable release and a walkback on silently manipulating AI-research queries in favor of a transparent classifier.
- Kimi K3 is now available in GitHub Copilot, billed at provider list pricing under usage-based billing, another open-weight model landing inside a mainstream coding agent.
- lyogavin/airllm runs 70B models on a 4GB GPU (and Kimi K3's 2.8T MoE under 4GB) via layer-wise loading, no quantization needed, relevant if you self-host anything.
- Inside vLLM: Anatomy of a High-Throughput LLM Inference System breaks down continuous batching, prefix caching, and specdec; HN consensus says the real wins were batching/KV-cache abstractions, not the marketed paged attention.
Agent memory & state
- TencentCloud/TencentDB-Agent-Memory is a team-level memory hub turning chats/docs/code into four shared, governed memory assets (Chat, Skill, LLM-Wiki, Code-Graph) usable across agents and frameworks.
- SnapState offers persistent state for AI agent workflows, a lighter-weight alternative angle on the same problem TencentDB is solving at team scale.
Agentic SaaS
- CopilotKit Channels SDK brings any AG-UI-compatible agent natively into Slack/Teams with interactive UI; SDK client is MIT but the backend runner is proprietary and license-gated.
- Cloudflare OS pitches itself as an "AI operating system" for companies built on Cloudflare's edge platform.
- Ticketdesk AI is another entrant in AI-agent customer support tooling.
Misc
- Humans missed 1 in 3 threats approving AI agent commands across 40k game runs quantifies human-in-the-loop failure rate on agent command approval; community take: permission prompts are legal cover, not real security, sandbox with file-level controls instead.
- Muse Code is Meta's terminal agent for long-horizon coding tasks.
- Superlog Responder is a free, open-source AI bug-fixing agent.
- embabel/embabel-agent is a JVM (Kotlin/Java) agent framework mixing LLM prompts with code and domain models, with goal-directed path finding.
- Run Claude & Codex in Your Browser thread on browser-based access patterns for both agents.
Signals
- addyosmani/agent-skills: Production-grade engineering skills for AI coding agents.
- tirth8205/code-review-graph: Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding too…
- obra/superpowers: An agentic skills framework & software development methodology that works.
- Muse Code
- v2.1.218
- Superlog Responder
- Inside vLLM: Anatomy of a High-Throughput LLM Inference System (2025)
- SnapState - Persistent state for AI agent workflows
- TencentCloud/TencentDB-Agent-Memory: TencentDB Agent Memory is a team-level memory hub for AI Agents — turning conversations, docs, and cod…
- v2.1.215
- embabel/embabel-agent: Agent framework for the JVM. Pronounced Em-BAY-bel /ɛmˈbeɪbəl/
- GLM-5.2 is the step change for open agents
- CopilotKit Channels SDK
- Show HN: The Channels SDK – Bring Any Agent to Any Channel (Slack, MS Teams)
- zhaoxuya520/reverse-skill: Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing +…
- Claude Fable 5 and new AI safety fables
- v2.1.224
- Humans missed 1 in 3 threats approving AI agent commands across 40k game runs
- ayghri/i-have-adhd: A skill to stop your coding agent from burying the answer. ADHD-friendly output.
- 0.147.0
- Run Claude & Codex in Your Browser
- Kimi K3 is now available in GitHub Copilot
- Cloudflare OS
- Ticketdesk AI
- lyogavin/airllm: AirLLM 70B inference with single 4GB GPU
Sources & citations
| Source | Fetched | In briefing |
|---|---|---|
| rss | 140 | 12 |
| github | 28 | 8 |
| hackernews | 60 | 4 |
| 25 | 1 | |
| show_hn | 40 | 0 |
| yc-rfs | 13 | 0 |
| gmail | 8 | 0 |
| yc-launch | 6 | 0 |
| x | 0 | 0 |
| total | 320 | 25 |