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Source: [Hacker News](https://doi.org/10.22541/essoar.15008581/v1)
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Linear cut CI runner-time in half while tests quadrupled. The review gate can't do that trick.
Linear put up a really good post about reworking their CI because AI coding agents had turned it into the bottleneck. The numbers are worth reading on their own terms: their test suite roughly quadrupled since the start of the year, yet they brought PR wait time down from over 6 minutes to just ...
Handling Warped Phone Photos in Python Coordinate-Based OMR Grading
Handling Warped Phone Photos in Python Coordinate-Based OMR Grading Introduction Optical Mark Recognition (OMR) sheet grading systems are widely used in various educational and professional settings to quickly and accurately grade multiple-choice exams. In this blog post, we'll explore a common ...
Two AI code review benchmarks disagree on the winner, and agree on what to measure
The top of the Google results for "best AI code review tools" is a wall of vendor listicles. Most of them rank the publisher's own product first and support that rank with feature bullets, not numbers. Two pages on that SERP actually publish a method, and they are worth reading together because...
When agents sped up, two teams hit the same wall: validation couldn't keep up
Agents made it faster to write code. Two engineering teams published what happened on the validation side when they did, and the two write-ups land on the same structural claim from opposite ends. Linear found its CI gate became the bottleneck.
My fact-checker said CONFIRMED about a group that doesn't exist
I built a tool that fact-checks crypto claims. You paste a sentence like "Whales are holding $XYZ" and it plans the on-chain calls that claim needs, runs them against Nansen 's API, and answers CONFIRMED / OVERSTATED / CONTRADICTED / UNVERIFIABLE with the numbers that decided it. Last week it a...
Peloton Launches First Foldable Treadmill, Adds More AI Features
The Tread Flex, one of three new models, is also the company’s least expensive treadmill at $2,200.