Steven Gonsalvez

Software Engineer


CEREBRO


machine-read, human-curated

Coding agents

LLM mechanics & token economy

  • Stop Anthropomorphizing Intermediate Tokens as Reasoning Traces: position paper arguing chain-of-thought tokens are computational scratch space, not a window into model reasoning, matters for anyone building trust/interpretability tooling on top of "thinking" traces.
  • caveman skill: Claude Code skill cutting ~33% input tokens by making agent output (and its own reads) terse, benchmarked on Claude Code.
  • Vomit: pipes Claude's verbose token output through a local LLM to clean it up post-hoc, fully local, no telemetry, but slow and can hallucinate since it only sees text not actions.
  • ai-sdk harness usage bug repro: @ai-sdk/harness-claude-code reports the whole turn's cumulative token usage on the final step instead of that step's own, breaks per-step cost accounting on multi-tool-call turns.

CLI/TUI tooling (Swipe roundup)

  • AgentsView: imports session histories from Codex, Claude Code, Cursor, 20+ agents into local SQLite, searchable web UI/CLI plus cross-agent token/cost reports.
  • Graft: builds a repo symbol/call graph via tree-sitter (no model needed) that agents query for repo maps, signatures, callers, ranked files, stored as plain files not a vector DB.
  • mq: jq-style query language for Markdown, extracts sections/headings/links/code blocks without making the model read the whole doc.
  • review-pr: tighter contract for AI code review agents, defines correctness/security/error-handling scope AND explicitly excludes speculative warnings and style nits.

Vibe-coding & repos

  • Orca: ADE for running a fleet of parallel coding agents (Codex/Claude Code/OpenCode/Pi), each in its own git worktree, one dashboard, with account/usage tracking across providers.
  • Superpowers: composable-skills methodology for coding agents, structured workflow framework rather than a single tool.
  • Sketch an app, then let AI build it on the same page: Swipe digest on tools turning rough sketches into working demos in-canvas.

Agentic SaaS / Product Hunt sweep

  • Grok 4.6: xAI positions it as "frontier intelligence for long-running agents," relevant if evaluating alt-model providers for agent workloads.
  • Unpacking ChatGPT Work: the Agent for a Billion Users: deep dive on OpenAI's enterprise agent deployment and memory system design.
  • Shape: agentic IDE targeted at designers and programmers jointly.
  • Aloud: turns spoken feedback into tasks a coding agent can execute.
  • bitdrift.ai: agentic mobile observability platform.
  • Checksum AI: testing companion pitched specifically at coding agents.
  • MeetStream AI: unified API/infra for building AI meeting agents.

Agent memory & state

Signals

  1. 0.149.0
  2. JuliusBrussee/caveman: 🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
  3. Codex on AWS bedrock bug causing 10x charges
  4. 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…
  5. Grok 4.6
  6. Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces
  7. mattpocock/harness-claude-code-usage-repro: Repro: @ai-sdk/harness-claude-code finish-step reports the whole turn's cumulative usage on the…
  8. Unpacking ChatGPT Work: the Agent for a Billion Users
  9. Shape
  10. obra/superpowers: An agentic skills framework & software development methodology that works.
  11. Swipe: AgentsView
  12. Swipe: Graft
  13. Swipe: mq
  14. Aloud
  15. v2.1.237
  16. v2.1.236
  17. Vomit: Clean up Claude 5's token output with a separate LLM
  18. bitdrift.ai
  19. Claude subagent got bored and prompt injected my main session into deleting my database
  20. Swipe: Sketch an app, then let AI build it on the same page
  21. Swipe: review-pr
  22. MeetStream AI
  23. Checksum AI
  24. SnapState - Persistent state for AI agent workflows
  25. I gave Claude a persistent memory that survives across chats, devices and even models — here's how it works

Sources & citations

rss14010
swipe175
hackernews604
github444
reddit252
show_hn400
github_search200
yc-rfs130
gmail80
yc-launch50
seed_urls10
crackscan00
reddit_users00
x00
total37325