rowan retweetledi
I got tired of reading AI slop PR descriptions
So I had @StageReviewApp just tell me what I actually want to know: why this PR and what it does
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rowan
22 posts
rowan
@donutsandloops
Founder @ Chronicle Labs | YC P26
Katılım Nisan 2026
61 Takip Edilen24 Takipçiler
Light Anchor (@lightanchor_ai) builds fully autonomous e-commerce brands at the speed of compute.
Today, Light Anchor operates one flagship brand and multiple experiment stores, all run by AI agents on a shared platform that compounds with every new brand launched. The vision is thousands of consumer businesses, operating with little to no human intervention.
Congrats on the launch, @sanghaya1 and @chasingjohnn!
ycombinator.com/launches/QFW-l…
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@ycombinator @chroniclelabs_ Congrats on the launch! We badly needed this, our agent has been making many mistakes to say the least in production
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rowan retweetledi
Chronicle Labs (@chroniclelabs_) is building a staging environment for enterprise AI agents. Like trading teams backtest algorithms before deploying capital, Chronicle helps teams replay production events in sandboxes to backtest agents before real-world deployment.
Congrats on the launch, @sir_aymansaleh and @donutsandloops!
ycombinator.com/launches/QFn-c…
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rowan retweetledi
Introducing the Stage CLI: a better way of reading your AI generated changes via a guided, elegant UI
Our early users begged us for a way to use the Stage chapters experience before they open a PR, so we did
Open source and runs completely locally. Just run /stage-chapters in any coding agent
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rowan retweetledi
Excited to annouce the launch of my company Chronicle Labs (YC P26); the staging environment for enterprise AI agents.
Just like trading teams backtest algorithms before deploying capital, companies should be able to backtest agents before deploying them into real workflows.
We turn operational history into replayable sandboxes, so teams can test, debug, and safely ship better agents.
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@irl_danB @sir_aymansaleh appreciate it dan - and same to you and OpenProse
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@sir_aymansaleh nice work ayman and rowan, can't wait to see more on this.
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backtest your agents on real prod data
Ayman Saleh@sir_aymansaleh
Excited to annouce the launch of my company Chronicle Labs (YC P26); the staging environment for enterprise AI agents. Just like trading teams backtest algorithms before deploying capital, companies should be able to backtest agents before deploying them into real workflows. We turn operational history into replayable sandboxes, so teams can test, debug, and safely ship better agents.
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@CatGodSandHive @maxkolysh Not skipping live validation.
Backtesting on prod data expands coverage across real production scenarios - v difficult to enumerate all scenarios upfront.
That said, we offer real-time monitoring + replay when behavior drifts outside historical baselines.
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@maxkolysh skipping live tests? lol silent failures are a thing now
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@michaelpisaac @sir_aymansaleh thanks for sharing this. this is exactly the type of failures we really care about. catching issues before production isn't just about crashes. its about detecting where behavior drifts from expected baselines, while the workflow still completes and appears functional
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In 388K Claude Code sessions, we found the most common production regression after a model update wasn't a crash but a silent behavioral drift: same task, fewer tool calls, subtly different output shape. Backtesting catches hard failures; in my opinion you need longitudinal baselines to catch the soft ones. Congrats on the launch!
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very cool idea and an even cooler website! gotta look out for them.
chronicle-labs.com
Ayman Saleh@sir_aymansaleh
Excited to annouce the launch of my company Chronicle Labs (YC P26); the staging environment for enterprise AI agents. Just like trading teams backtest algorithms before deploying capital, companies should be able to backtest agents before deploying them into real workflows. We turn operational history into replayable sandboxes, so teams can test, debug, and safely ship better agents.
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these guys are the most principled founders in the batch and its very obvious with chronicle
BULLISH
Ayman Saleh@sir_aymansaleh
Excited to annouce the launch of my company Chronicle Labs (YC P26); the staging environment for enterprise AI agents. Just like trading teams backtest algorithms before deploying capital, companies should be able to backtest agents before deploying them into real workflows. We turn operational history into replayable sandboxes, so teams can test, debug, and safely ship better agents.
English