CEREBRO
machine-read, human-curated
Claude Code & Anthropic
- Claude Code v2.1.219 adds Opus 5 as default (1M context, $10/$50 per Mtok fast mode) plus a
sandbox.network.strictAllowlistsetting for locking down sandboxed command network access — release notes - v2.1.218 moves
/code-reviewto a background subagent so reviews no longer eat your active conversation context — release notes - Opus 5 lands near Fable-level benchmarks at half Fable's price, a real inflection in cost-per-capability for agent workloads — AINews writeup
Coding agent tooling
- oh-my-pi (fork of Pi) ships hash-anchored edits, LSP/DAP integration, browser control and subagents in an ~80k-line Rust core, 60+ providers — repo
- addyosmani/agent-skills packages senior-engineer workflows (define→plan→build→verify→review→ship) as reusable skills for coding agents — repo
- Orca gives you an ADE to run Codex/Claude Code/OpenCode/Pi side-by-side in separate worktrees with unified usage tracking — repo
- bb is a self-hosted agentic IDE that orchestrates multiple coding agents across desktop/web/CLI/HTTP with live, steerable threads — repo
- openwiki (LangChain) auto-generates and maintains a linked Markdown wiki from your codebase, meant as agent-readable memory — repo
- archify turns a repo or system description into self-contained, interactive architecture/sequence/flow diagrams for agent skills like Claude Code/Cursor — repo
- Paritok claims 85% cost cuts and 3x longer coding-agent sessions via some context-compression trick — Product Hunt
- Prime Agent (Prime Intellect) pitches a coding agent that refines its own harness — Product Hunt
Small & local models
- Meta's Muse Glimmer: 30B open (Apache 2.0) model tuned for always-on local agent workflows, runs on a single consumer GPU — blog; community notes it still needs 32-64GB memory, limiting real consumer adoption
- Needle 2: 45M-param, 14MB tool-calling model that runs in 28MB RAM for phones/wearables/robots, but reportedly fails basic tasks (returned confidence=0 on a lock_door call) — details
- LiquidAI's LFM2.5 (2.6B) claims parity with models 4x its size, targeting reliability at tiny scale — model card
- GLM-5.2 marks a capability step-change for open agentic models per Interconnects' ongoing tracking — analysis
- h3.c brings native MiniMax-H3 inference to Apple Silicon via Metal, running on 64GB machines with quantization (needs workflow changes for tools like ComfyUI) — repo
Agent memory & context engineering
- TencentDB Agent Memory: team-level memory hub turning conversations/docs/code into four governed, shareable memory types (Chat Memory, Skill, LLM-Wiki, Code-Graph) — repo
- Reddit thread on a homegrown persistent-memory layer for Claude Code, addressing the "forgets everything between sessions" gap — thread
- Two weeks of notes cataloguing Claude failure modes invisible in any single turn, useful for long-session agent debugging — thread
- Someone's converting 10k+ new arXiv papers into Claude Code skills instead of re-researching from scratch each time — thread
- Mcptoon: MCP CLI client cutting tool-discovery overhead from ~10k tokens to ~350 by avoiding full schema dumps — repo; relevant as MCP tool counts climb past 100+
- Dan Luu's token-efficiency-by-language post resurfaces: dynamic/concise languages score lower token cost, but community pushback says the delta is small next to correctness — post
Agentic SaaS
- OmniRoute: free MIT AI gateway aggregating 290+ providers/500+ models behind one endpoint, with quota-aware fallback and RTK+Caveman compression claiming 15-95% token savings — repo
- Paperclip: open-source Node/React orchestration layer to run a "company" of AI agents with shared goal tracking and cost dashboards — repo
- GitHub ships a Copilot SDK for Java, letting enterprise Java devs drive Copilot via annotations and virtual threads — post
Signals
- Muse Glimmer: 30B-parameter model optimized for always-on local agent workflows
- v2.1.219
- can1357/oh-my-pi: ⌥ AI Coding agent for the terminal — hash-anchored edits, optimized tool harness, LSP, Python, browser, subagents, and mo…
- addyosmani/agent-skills: Production-grade engineering skills for AI coding agents.
- Show HN: Mcptoon – MCP CLI client that cuts tool discovery tokens by 97%
- What's the best programming language for coding agents?
- Turning 10k+ new arXiv papers into Claude Code skills instead of researching again
- 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…
- get-bb/bb: The agent IDE that builds itself
- Paritok
- Prime Agent
- diegosouzapw/OmniRoute: Never stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+ models — Kimi, Claude, GPT, O…
- v2.1.218
- Show HN: Needle2: 14MB agentic LLM for phones, wearables, smart home and robots
- (AINews) Claude Opus 5: Fable-level performance at Opus price (half Fable)
- Claude Code forgets everything between sessions, so I built it a memory
- paperclipai/paperclip: The open-source app everyone uses to manage agents at work
- LFM2.5 2.6B model competitive with 4x larger models
- GLM-5.2 is the step change for open agents
- H3-metal – Native MiniMax-H3 inference for Apple Silicon
- TencentCloud/TencentDB-Agent-Memory: TencentDB Agent Memory is a team-level memory hub for AI Agents — turning conversations, docs, and cod…
- Using the GitHub Copilot SDK for Java
- langchain-ai/openwiki: OpenWiki is a CLI that writes and maintains agent documentation for your codebase.
- Failure modes that are invisible in any single turn: two weeks of notes from long-session work with Claude.
- tt-a1i/archify: Agent skill for beautiful, verifiable architecture, workflow, sequence, data-flow, and lifecycle diagrams—self-contained HT…
Sources & citations
| Source | Fetched | In briefing |
|---|---|---|
| github | 64 | 9 |
| rss | 140 | 7 |
| hackernews | 60 | 6 |
| 50 | 3 | |
| show_hn | 40 | 0 |
| yc-rfs | 13 | 0 |
| gmail | 9 | 0 |
| yc-launch | 7 | 0 |
| x | 0 | 0 |
| total | 383 | 25 |