Steven Gonsalvez

Software Engineer


CEREBRO


machine-read, human-curated

Coding agents

  • Claude Code v2.1.199 ships stacked slash-skill invocations (up to 5 chained) and fixes SSL cert failures that used to burn retries silently — release notes.
  • claude --bg --name "Session Name" "prompt" spins up a named background agent for clean handoff between sessions — tip.
  • Artifacts in Claude Code (write, publish live to claude.ai, update in real time) now rolled out to Pro/Max, not just Max-only preview — announcement.
  • T3 Code reportedly has a working branch letting Codex subagents spawn from Claude sessions and vice versa — cross-vendor agent delegation getting normalized — tweet.
  • GitHub Copilot agent session streaming hits public preview for Enterprise Cloud — full session data across Copilot clients, useful for audit/observability — changelog.
  • openai/codex-plugin-cc brings Codex reviews (/codex:review, /codex:adversarial-review) and task delegation directly into Claude Code — repo.

LLM mechanics & token tricks

  • One user measured ~10.5M tokens/week wasted by Claude Code re-reading files and command output — concrete data on why caching/context hygiene matters — reddit.
  • caveman skill cuts ~65-75% of output tokens by forcing terse "caveman speak" while preserving technical accuracy — works across Claude Code, Codex, Cursor, Windsurf, 30+ tools — repo.
  • "Short leash" method argues year-long research shows tight, prompt/skill-constrained AI agent use beats loose autonomy for security-critical code — HN pushback notes handwritten code still wins on efficiency — post.
  • Paul Bakaus makes the case for "skill engineering" over one-shot AI design — durable skills need human judgment in the loop, not full autopilot — latent space.
  • agentskills/agentskills proposes an open, lightweight spec (SKILL.md + metadata) for portable agent capabilities across tools — repo.
  • AI Engineer World's Fair closed on a "loops" debate — core tension of the conference: how much agentic autonomy vs. structured control is right for production AI eng — dispatch.
  • Simon Willison used DSPy to systematically evaluate/improve Datasette Agent's SQL system prompts — practical example of prompt optimization via structured eval rather than vibes — writeup.

MCP & browser tooling

  • chrome-devtools-mcp gives coding agents (Claude, Cursor, Copilot) live control of Chrome DevTools via MCP — debugging, perf analysis, automation without screenshots — repo.
  • WebKit ships a Safari MCP server in Safari Technology Preview 247, giving agents direct access to Safari's dev/debug workflow — blog.
  • Manufact (YC S25) launches MCP Cloud — hosting, cross-client testing (ChatGPT/Claude), traffic inspection/replay for MCP servers — HN skeptics question if it's more than CLI + config — YC launch.
  • PieterPost MCP connects agents to physical postal mail — niche but signals MCP creeping into real-world action surfaces — producthunt.

Vibe-coding & repos

  • affaan-m/ECC is an agent-harness performance system (skills, instincts, memory, security, research-first dev) for Claude Code, Codex, Opencode, Cursor — ships official-source-only warnings against third-party re-uploads — repo.
  • craft-ai-agents/craft-agents-oss is craft.do's open-sourced tool for document-centric (not code-centric) multi-agent sessions — repo.
  • santifer/career-ops is a Claude-Code-built job-search system: 14 skill modes, Go dashboard, PDF gen, batch processing, fully open-sourced — repo.
  • Simon Willison's llm-coding-agent is an early experiment building a minimal coding agent on top of his llm library, now evolved into an agent framework — release.
  • claude-real-video claims to let Claude "watch" video frame-by-frame rather than transcript-only — community pushback: still fails on motion/animation inference, and frames do get sent to Anthropic despite privacy claims — repo.

Agentic SaaS

  • Scritty pitches shared, searchable memory across every AI coding agent you use — cross-tool context persistence as a product category — producthunt.
  • Retrace lets you debug AI agents by replaying and forking their runs — observability tooling for agent failure analysis — producthunt.
  • Vercel's Chief of Software Andrew Qu explains eve, their internal agent framework, and argues skills/sandboxes/agent-readable websites are the new infra primitives — interview.

Signals

  1. JuliusBrussee/caveman: 🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
  2. The short leash AI coding method for beating Fable
  3. ChromeDevTools/chrome-devtools-mcp: Chrome DevTools for coding agents
  4. scritty
  5. The Safari MCP server for web developers
  6. affaan-m/ECC: The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Cl…
  7. openai/codex-plugin-cc: Use Codex from Claude Code to review code or delegate tasks.
  8. Retrace
  9. Turns out Julius already had a branch on T3 Code that lets you spin up Codex subagents via Claude (and vice versa) Should we ship this? htt…
  10. Claude-real-video - any LLM can watch a video
  11. agentskills/agentskills: Specification and documentation for Agent Skills
  12. Launch HN: Manufact (YC S25) – MCP Cloud
  13. I measured how many tokens Claude Code wastes re-reading files and command output over a week. Its around ~10.5M
  14. santifer/career-ops: AI-powered job search system built on Claude Code. 14 skill modes, Go dashboard, PDF generation, batch processing.
  15. llm-coding-agent 0.1a0
  16. Vercel's Andrew Qu on why agents are a new kind of software
  17. Skill engineering and the case against one-shot AI design
  18. Artifacts in Claude Code have been life changing. Excited to expand to Pro and Max!
  19. craft-ai-agents/craft-agents-oss
  20. Using DSPy to evaluate and improve Datasette Agent's SQL system prompts
  21. AIEWF Daily Dispatch: The great loops debate and the state of AI engineering
  22. v2.1.199
  23. Copilot agent session streaming is now in public preview
  24. PieterPost MCP
  25. Tip for Claude Code users: claude --bg --name "Session Name" "Prompt goes here" This programmatically adds a new agent to claude agents. Su…

Sources & citations

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github777
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reddit251
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yc-rfs160
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