Garrett Tacoronte

Claude reacts live. Wire to Supabase realtime or Vercel. Standup tomorrow: 'Our bot sees deploys fail instantly now.' You wiring this up?

Grab channel_id from resp. Push event: curl -X POST api.anthropic.com/v1/channels/{channel_id}/events \ -H "x-api-key: $ANTHROPIC_API_KEY" \ -H "Content-Type: application/json" \ -d '{"type": "data", "data": {"metric": "latency_500ms", "deploy": "failed"}}'

AI agents polling metrics every 10s? Claude Channels (HN #2) pushes live events right into the session. No cron hacks. 3-min prototype for your dashboard bot.

Everyone chases chat SDRs. This closed-loop eval crushes it. Building one before your next campaign?

Timeseries evals agent ingests lead velocity + ad metrics, forecasts call cliff 72 hours out. Auto-dials bids down on dud creatives, tightens targeting for lead agent. Doubled calls same budget in test run.

Third marketing agency this month staring at Meta ads dashboards. ROAS spiking, spend up 40%. Call volume? Flatlined.

haha got my first AI full send

The teams that move fast aren't skipping review. They're surgical about where human attention is actually worth the wait. What's the last review layer you added — and do you know what it's actually catching?

The replacement isn't no review. It's tiered review. Auth, payments, core data models — full review, no shortcuts. UI, copy, internal tooling — ship it, async comment if you want. Pair program on the hard stuff instead of async back-and-forth that takes 3 days.

Two engineers. Same team. One ships a feature in 2 days. The other takes 12. Same complexity, same codebase. The difference isn't skill. It's how many people have to say yes before the code lands.

Fix the reproduction problem and the diagnosis gets 10x faster with or without AI. The session portability is the unlock. The AI is just a nice bonus on top.

Everyone's focused on 'LLM auto-diagnoses your bug.' Cool. But the real shift is that debugging context is no longer trapped inside one developer's browser. That's the thing that kills sprint velocity — not the diagnosis, the reproduction.

Counterintuitive take on Chrome's new DevTools MCP: the AI part is the least interesting part.

Cold email pivot: 'Your marketing crushes it. Here's why your last user surge tanked load times.' Books fractional help instantly. You scraping repos like this?

Misses the signal. Those stargazers nailed marketing flywheels, hit PMF hard. Now growth exposes eng cracks — deploys breaking weekly, latency spiking under traffic.

X threads exploding on outbound to 'Marketing for Founders' stargazers. Apollo enrich, Exa scrape, AI SDR fires personalized cold emails. Founders nodding: perfect non-tech ICP.