# Askable Labs

- **Event:** [Claude Build Day](https://cerebralvalley.ai/e/claude-startups-build-day)
- **When:** Sat, Jun 13 at 9:00 AM – 10:00 PM (PDT)
- **Where:** San Francisco, CA
- **Team:** [Isaac Povey](https://cerebralvalley.ai/u/isaacpovey), [Tyron Garratt](https://cerebralvalley.ai/u/Tyrong), [John Goleby](https://cerebralvalley.ai/u/johngoleby)
- **GitHub:** https://github.com/isaacpovey/autogate
- **Website:** https://autogate.tyrongarratt.com
- **Demo video:** https://youtu.be/6_euf3EHCBw
- **Gallery:** https://cerebralvalley.ai/e/claude-startups-build-day/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/claude-startups-build-day/hackathon/gallery/147

A pull request is the closest point of value to a customer. All the upstream work, research, product thinking, design, engineering has already been done. The change is written. It's ready. The PR is the atomic unit where effort converts into customer value, and it's the single highest-impact point in our delivery pipeline.

That's exactly where we have a bottleneck. At any given time we have ~50 PRs in the queue across a 15-person engineering team. No one is reviewing accurately — at this volume, engineers are approving, not reviewing. The code we produce (increasingly AI-assisted and agent-generated) has already outpaced what a human can meaningfully validate by reading diffs.

This isn't a process problem we can fix with better review habits. It's a structural problem. The model of "a human reads the diff before it merges" doesn't scale when code production accelerates and the cost of context-switching into someone else's change is high.

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