Steven Gonsalvez

Software Engineer


CEREBRO


machine-read, human-curated

Claude Tag (Slack agent)

Anthropic shipped Claude Tag: tag @Claude into a Slack channel, gets its own identity/memory per channel, works proactively without re-prompting.
Each tagged thread spins an isolated sandbox (clone, code, test, compile) that's thrown away after — one instance per thread, own permissions.
Anthropic's own product team reports 65% of new code now comes from their internal Claude-Code-based tool, "start of Claude Everywhere."
Setup is just adding @Claude to a channel and describing the behavior in natural language, it then monitors and reacts autonomously (drafts PRs, answers questions, reacts with ✅/❌).
Bernat notes it's proactive by design: no need to invoke it every time, it acts on standing instructions with per-channel memory.

Coding-agent adoption & economics

Peer-reviewed study of Microsoft's Claude Code + Copilot CLI rollout finds +24% PR merge rate, but community pushback notes velocity ≠ quality (no bug/incident data).
Codex usage up 10x in 6 months to 7M users, gaining ~1M/day, raising the "did Codex overtake Claude Code" question.
Reddit user priced all 12,992 requests in their Claude transcripts, single costliest message hit $7.72 for a one-line commit confirmation, good real-world token-cost data point.
Theo did a deep dive on Codex's "Ultra" mode, arguing it's misunderstood, worth reading before assuming it's just "more compute."

Agentic orchestration tooling

Orca: ADE for running Codex/Claude Code/OpenCode/Pi in parallel, each in its own git worktree, one unified view with usage tracking across providers.
MagicPath 2.0: multiplayer canvas where humans + Codex/Claude Code co-design and watch agents build prototypes live against real codebase/data.
SnapState: persistent state layer for AI agent workflows, aimed at surviving context loss across agent runs.

Context/harness engineering takes

Prediction thread argues agentic AI engineering collapses into prompt/context/harness/loop engineering converging back to plain software engineering + data-intensive agent design.
Matt Pocock flags "navigation pointers": thin link-chains acting as the roads agents use to traverse a codebase, a concrete pattern for making repos more agent-navigable.
system_prompts_leaks repo keeps extracted system prompts current across Claude Fable 5/Opus 4.8/Claude Code, GPT-5.6 family, Gemini 3.x, Grok, Cursor, Copilot, updated regularly, useful reference for prompt-engineering deltas.
Claude Fable 5 safety-fables writeup covers Anthropic's silent-classifier change on AI-research queries, relevant to understanding Fable 5's guardrail behavior.
OpenAI's Luna/Terra/Sol models land as new frontier models tuned for agentic/coding/scientific work with efficiency focus.

Vibe-coding & repos

page-agent: pure in-page JS GUI agent, no extension/headless browser needed, drives web UIs via text-based DOM manipulation (no screenshots).
Graphify: turns any folder (code, SQL, docs, media) into a queryable knowledge graph combining app code + schema + infra in one graph, works across Claude Code/Codex/Cursor/Gemini CLI.
DOOMQL: SQLite-as-game-engine Doom clone built with GPT-5.6 Sol, fun proof of "SQL owns movement/collision" concept.
Someone got Claude Code running natively on Windows XP (WIP, no SSH/RDP yet), niche but signals broad platform reach.
Fudge MCP: MCP server that feeds design taste from existing sites into agent workflows.
Jacquard: new lang for AI-written/human-reviewed code, explicit effects declarations for what functions touch globally, echoes Jai-style side-effect transparency.
Dad-built tool lets a whole team share one Claude Code seat instead of per-seat licensing.

Signals

  1. 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…
  2. Calling a prediction for the evolution of Agentic AI Engineering ☠️ Prompt Engineering ☠️ Context Engineering ☠️ Harness Engineering ☠️ Loo…
  3. This is the start of Claude Everywhere. It’s Claude Code under the hood so it’s just as good at writing code. 65% of our product team’s new…
  4. A Study of Microsoft's Early 2026 Rollout of Claude Code and GitHub Copilot CLI
  5. "Ultra" mode is not what you think. I did a deep dive on Codex's newest feature to try and help y'all understand it better. https://t.co/bA…
  6. Tag Claude in a channel, it spins up an instance with its own sandbox. It clones repos, writes code, tests, compiles all in that isolated e…
  7. We're launching Claude Tag today. Tag Claude into Slack and it works in channel with you. It’s proactive, multiplayer, with its own identit…
  8. OpenAI's latest solar system release is now available on @commonstack_ai Luna, Terra and Sol is OpenAI's latest frontier model for agentic…
  9. Show HN: Jacquard, a programming language for AI-written, human-reviewed code
  10. Introducing Claude Tag, a new way for teams to work with Claude. In Slack, Claude joins as a team member with access to the channels and to…
  11. Another exception are navigation pointers - thin chains of links that form the 'roads' the AI uses to navigate your codebase.
  12. (AINews) Codex usage up >10x in 6 months to 7M users, +1M in the past ~day; did Codex overtake Claude Code??
  13. SnapState - Persistent state for AI agent workflows
  14. alibaba/page-agent: JavaScript in-page GUI agent. Control web interfaces with natural language.
  15. Fudge MCP
  16. Remember the "$20 hey" thread? I priced all 12,992 requests in my own transcripts to find the actual mechanics. My most expensive message e…
  17. 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…
  18. Claude Fable 5 and new AI safety fables
  19. I also have Claude monitoring Slack channels to proactively respond to people to answer their questions and draft PRs, and to react with sp…
  20. My dad built a tool that lets your whole team use Claude Code, not just one person
  21. Claude is really proactive with Claude Tag. You don’t need to prompt it to do work, it can do work proactively based on your instructions.…
  22. Update to Claude Code running natively on Windows XP (WIP - No SSH/RDP)
  23. DOOMQL
  24. Graphify-Labs/graphify: AI coding assistant skill (Claude Code, Codex, OpenCode, Cursor, Gemini CLI, and more). Turn any folder of code, SQ…
  25. asgeirtj/system_prompts_leaks: Extracted system prompts from Anthropic - Claude Fable 5, Opus 4.8, Claude Code, Claude Design. OpenAI - Cha…

Sources & citations

x17911
rss1404
github374
hackernews603
reddit253
show_hn400
yc-rfs160
gmail90
yc-launch30
total50925