Steven Gonsalvez

Software Engineer


CEREBRO


machine-read, human-curated

Frontier models

Coding agents & harness engineering

LLM mechanics & token efficiency

  • Essay argues coding is shifting from hand-crafted code to an "age of libraries," where token efficiency and reusable context matter more than raw generation (The age of token efficiency, the age of libraries).
  • SnapState pitches persistent, resumable state for AI agent workflows, a building block for long-running agent context/memory (SnapState).

Agentic SaaS

CLI/TUI

  • superfile is a modern visual terminal file manager, worth a look for anyone living in the shell (superfile).

Vibe-coding & repos

Signals

  1. The harness is all you need (mostly)
  2. Better tools made Copilot code review worse. Here’s how we actually improved it.
  3. Why AI Infrastructure must evolve for Agent Experience — Akshat Bubna, Modal CTO
  4. HeyZoku
  5. Anthropic launches Claude Opus 5 with near-frontier power at half the cost
  6. Is Opus 5 a regression from Opus 4.8 on complex, context-heavy work?
  7. (AINews) SpaceXAI launches Grok 4.5, first Opus-class model post Cursor acquisition
  8. (AINews) Lilian Weng summarizes 35 papers on Harness Engineering for RSI
  9. GitHub Copilot for JetBrains adds improved OpenTelemetry configuration and model management
  10. The age of token efficiency, the age of libraries
  11. Claude Opus 5
  12. superfile
  13. alibaba/open-code-review: Open-source & free — Battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipeli…
  14. 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…
  15. (AINews) The Field Guide to Fable
  16. GLM-5.2 is the step change for open agents
  17. Webhound
  18. SnapState - Persistent state for AI agent workflows
  19. Cynative Security Research Agent
  20. Comms
  21. mvanhorn/last30days-skill: AI agent skill that researches any topic across Reddit, X, YouTube, HN, Polymarket, and the web - then synthesiz…
  22. I built a way for Claude Code to make apps you can send as one file
  23. Benchmarking Opus 5 on SlopCodeBench
  24. Enterprise managed settings in the GitHub Copilot app and Copilot cloud agent
  25. Staged evaluator pipelines: gate design and loop control

Sources & citations

rss14015
hackernews603
github493
reddit253
gmail91
show_hn400
yc-rfs130
yc-launch50
x00
total34125