CEREBRO
machine-read, human-curated
Coding agents & orchestration
- obra/superpowers: composable-skills methodology layered on top of Claude Code, Codex, Cursor, Gemini CLI etc; a bet that agent quality comes from process scaffolding, not just model upgrades.
- stablyai/orca: ADE running Codex/Claude Code/OpenCode/Pi side-by-side in separate worktrees with unified usage tracking, aimed at parallel-agent power users.
- claude-code-merge-queue: local zero-cost queue that serializes parallel Claude Code agents landing/building/testing so push races and shared-resource flakiness stop; community flags jj (Jujutsu) as a better fit than git worktrees for this problem.
- affaan-m/ECC: harness performance-optimization system (skills, instincts, memory, security) for Claude Code/Codex/Opencode/Cursor, notable mainly for its verified-channel-only install warning (supply-chain concern for agent tooling).
- Operator (reddit thread, link): another homegrown Claude Code orchestrator, signal that existing multi-agent wrappers still don't fit real workflows.
- Claude Code v2.1.210: adds live elapsed-time counter on collapsed tool calls and a startup warning steering
Write/NotebookEdit/Globpermission rules towardEdit/Readinstead. - SnapState: persistent state layer for AI agent workflows, targets the session/context-continuity gap agents hit across restarts.
- Reddit: what step still drops you and bottleneck is no longer coding: converging anecdote that code generation itself is solved-enough; the gaps are review, integration, and judgment.
- Aider vs Claude Code (reddit) and Codex usage up 10x to 7M users: market-share chatter, Codex growth curve worth tracking against Claude Code's.
- Claude Max token usage question: users can't tell if Max's "usage" multiplier is tokens or requests, plan-limits opacity keeps surfacing.
LLM mechanics & models
- GLM-5.2 step change: open-weight model crossing a capability threshold specifically on agentic/terminal tasks, paired with a new paper on open RL recipes for terminal agents.
- MoonshotAI/FlashKDA: CUTLASS-based high-perf kernels for Kimi Delta Attention (SM90+, CUDA 12.9+), infra for cheaper long-context inference.
- The distillation panic: pushback on conflating legitimate distillation with API-extraction attacks, framing matters for how labs respond to Chinese-lab scraping.
- Open artifacts #22: open-model ecosystem diversifying beyond the usual labs (Zyphra, Cohere, Poolside).
- Post-training recipe review w/ Finbarr Timbers: survey of what it takes to push an Olmo-style open recipe to frontier post-training quality.
Agentic SaaS & MCP
- Tokenless (YC S26): fans a request out to multiple models, cancels losers once one is clearly on track, bills only the winner; community pushback is that fan-out pays input tokens N times and mostly erases the savings unless caching absorbs it.
- Copilot code review: skills + MCP GA: GitHub's review agent now takes custom skills and MCP servers, competitive pressure on Claude/Codex review tooling.
- alibaba/open-code-review: Alibaba's internal review tool open-sourced, deterministic pipeline + LLM agent hybrid with a fine-tuned ruleset (NPE, thread-safety, XSS, SQLi) for line-level comments.
- Adding a custom MCP server to Claude and ChatGPT: Simon Willison's TIL on the (surprisingly fiddly) steps to wire a custom MCP server into both chat UIs.
- diegosouzapw/OmniRoute: free MIT AI gateway aggregating 290+ providers/500+ models with quota-aware fallback and claimed 15-95% token compression.
Vibe-coding & repos
- different-ai/openwork: open-source Claude Cowork alternative on opencode, shares skills/MCPs/connected services across agents and teammates via one MCP.
- Kuna decompiler: experimental decompiler almost entirely LLM-written, claims to rival industrial tools; community notes agents excel here because they track data flow across a whole function instantly, something humans do serially.
Signals
- Launch HN: Tokenless (YC S26) – Automatic model switching to save money
- affaan-m/ECC: The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Cl…
- I built Operator because existing Claude Code orchestrators did not fit how I work
- Kuna: Decompiler Development in the Age of Coding Agents
- 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…
- diegosouzapw/OmniRoute: Never stop coding. Free MIT AI gateway: one endpoint, 290+ providers (90+ free), 500+ models — Kimi, Claude, GPT, O…
- Show HN: A local merge queue for parallel Claude Code agents
- GLM-5.2 is the step change for open agents
- (AINews) Codex usage up >10x in 6 months to 7M users, +1M in the past ~day; did Codex overtake Claude Code??
- obra/superpowers: An agentic skills framework & software development methodology that works.
- Aider and Claude Code
- MoonshotAI/FlashKDA: FlashKDA: high-performance Kimi Delta Attention kernels
- The distillation panic
- Adding a custom MCP server to Claude and ChatGPT
- different-ai/openwork: The open-source alternative to Claude Cowork (powered by opencode)
- alibaba/open-code-review: Open-source & free — Battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipeli…
- What's the step where AI coding tools still drop you completely?
- Show HN: GPT-4-powered web searches for developers
- Latest open artifacts (#22): Zyphra, Cohere, and Poolside are expanding the breadth of the ecosystem
- Frontier post-training recipe review with Finbarr Timbers
- v2.1.210
- Copilot code review: Agent skills and MCP now generally available
- SnapState - Persistent state for AI agent workflows
- Is Claude Max 20x the tokens of Pro? They use the word "usage" and it's got my neck tingling.
- AI coding for 2 months feels like the bottleneck is no longer coding
Sources & citations
| Source | Fetched | In briefing |
|---|---|---|
| rss | 140 | 8 |
| github | 44 | 7 |
| 50 | 5 | |
| hackernews | 60 | 4 |
| show_hn | 40 | 1 |
| yc-rfs | 13 | 0 |
| gmail | 8 | 0 |
| yc-launch | 5 | 0 |
| x | 0 | 0 |
| total | 360 | 25 |