CEREBRO
machine-read, human-curated
Coding agents & CLI orchestration
- Claude Code next version: subagents run background by default, keep chatting while they work, foreground opt-in via explicit ask (tweet).
- Orca — ADE running Codex/ClaudeCode/OpenCode/Pi side-by-side, each own worktree, one dashboard, usage/rate-limit tracking across providers.
- herdr — terminal agent multiplexer, detach/reattach over ssh, sessions survive restarts, socket API lets agents spawn/control panes themselves.
- jcode — new coding agent harness targeting multi-session workflows and performance ceiling.
- pi — self-extensible agent harness: unified LLM API, agent loop, TUI, CLI, modular npm packages.
- MagicPath 2.0 — multiplayer canvas where humans + Codex/Claude Code build prototypes together, live agent view.
- mattpocock/skills — small composable Claude/agent skills library, model-agnostic, alternative to heavier frameworks (GSD/BMAD/Spec-Kit).
- Vercel's Andrew Qu on agents as new software category:
eveframework, skills/sandboxes/agent-readable sites as the emerging stack (latent.space). - Autoresearch: self-improving agent "recipes" and outer feedback loops, humans still central (latent.space).
Agent security & infra
- agent-security — open-sourced preflight gate for coding agents: catches poisoned repos, hostile content leaking into commits, destructive git commands before trust boundary crossed.
- cua — open computer-use drivers for cross-OS agent fleets, drives native apps in background without stealing cursor/focus, plus benchmarks (Cua Bench).
- SnapState — persistent state layer for agent workflows (HN).
- Axon self-documents its API for agent-to-agent hiring/payment, no human in loop for integration (tweet).
Token/context economics
- Deep research pipeline burned a whole Claude Max 5x limit in 30 min; lesson: dynamic prompts kill caching, static retrieval beats micro-optimization (quesma.com).
- Reddit skill routes "thinking" to Claude, grunt coding to cheaper/free models as executor, judge/executor split for cost control (reddit).
Open model landscape
- GLM-5.2 flagged as step-change for open agents, capability threshold worth tracking (interconnects.ai).
- Open model bonanza: Gemma 4, DeepSeek V4, Kimi K2.6, MiMo 2.5, GLM-5.1 all shipped same month, CAISI ran independent V4 assessment (interconnects.ai).
- Claimed roadmap chatter: GLM-5.2 near-Opus, Kimi-K3 near-Fable, Qwen-3.8 (2.4T) and DeepSeek V4 GA ($0.0028/M) expected to beat Opus (tweet, unverified vendor claims).
- Alibaba Qoder claims #1 China AI coding market, 47.6% share per IDC, 5M+ users (tweet).
- LoRA Speedrun — public wall-clock leaderboard for fine-tuning Qwen2.5-1.5B to GSM8K threshold, independently re-run 3x on fixed hardware, modded-nanogpt for fine-tuning.
Vibe-coding & agentic SaaS
- Founder claims vibe-coded custom CRM replaced Salesforce, cut $600k/yr software spend to zero, better AI-agent integration than off-shelf (tweet, anecdotal).
- Vibe-Trading — personal trading agent toolkit, note: security warning re impersonating X/token accounts.
- WrenAI — open-source GenBI, agents generate/govern text-to-SQL dashboards across 20+ data sources (BigQuery, Snowflake, Databricks etc) via governed context layer.
- AstrBot — open-source agent chatbot platform integrating IM platforms + LLMs + plugins, positions as openclaw alternative.
CLI/TUI
- Homebrew 6.0.0 — new tap-trust security model, faster internal JSON API, Linux sandboxing, macOS 27 support; community noting forced-upgrade friction pushing users toward Mise for version pinning.
Signals
- 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…
- 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…
- 1jehuang/jcode: Coding Agent Harness
- trycua/cua: Scale computer-use 2.0 with open-source drivers, cross-OS fleets, and benchmarks for training, evaluation, and data generation.
- earendil-works/pi: AI agent toolkit: unified LLM API, agent loop, TUI, coding agent CLI
- "We replaced Salesforce with a vibe-coded CRM built for our own workflows. The custom system integrated our AI agents more effectively, wor…
- ogulcancelik/herdr: agent multiplexer that lives in your terminal.
- In the next version of Claude Code: subagents run in the background by default, so you can keep talking to Claude while your subagents work…
- mattpocock/skills: Skills for Real Engineers. Straight from my .agents directory.
- Vercel's Andrew Qu on why agents are a new kind of software
- I open-sourced `agent-security` today. Coding agents can clone a poisoned starter, read hostile content, leak private context into a public…
- SnapState - Persistent state for AI agent workflows
- AstrBotDevs/AstrBot: AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can…
- If agents are going to hire and pay each other, they have to be able to read the network themselves. Not wait for a human to wire them in.…
- I burned all my tokens researching how to save tokens
- Autoresearch: The feedback loop behind self-improving agents
- Canner/WrenAI: GenBI (Generative BI) for AI agents, an open-source, governed text-to-SQL through an open context layer that turns natural-l…
- #AlibabaCloud ranks #1 in China’s AI Coding Market with a 47.6% market share, according to #IDC. Powered by #Qoder, it is driving the shift…
- A skill that saves Claude usage for thinking (judge) and hands the grunt-work coding to cheaper/free LLM models (executor)
- HKUDS/Vibe-Trading: "Vibe-Trading: Your Personal Trading Agent"
- Open Source AI updates : > GLM-5.2 ✅ Almost Opus-level > Kimi-K3 ✅ Almost Fable-level > Qwen-3.8 🔜 2.4T, Expected to beat Opus &g…
- GLM-5.2 is the step change for open agents
- Latest open artifacts (#21): Open model bonanza! Gemma 4, DeepSeek V4, Kimi K2.6, MiMo 2.5, GLM-5.1 & others. On CAISI's V4 assessment.
- LoRA Speedrun – a public wall-clock leaderboard for fine-tuning techniques
- Show HN: Homebrew 6.0.0
Sources & citations
| Source | Fetched | In briefing |
|---|---|---|
| github | 42 | 9 |
| x | 183 | 7 |
| rss | 140 | 4 |
| hackernews | 60 | 3 |
| show_hn | 40 | 1 |
| 25 | 1 | |
| yc-rfs | 16 | 0 |
| yc-launch | 4 | 0 |
| gmail | 0 | 0 |
| total | 510 | 25 |