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Instantly turning AI-generated code production ready

https://www.polarity.cc/
2•mihaipo•2h ago

Comments

mihaipo•2h ago
Hi HN,

============================================================================================= We built Polarity, a developer tool that makes AI-generated code production-ready instantly.

The problem: AI tools write code fast, but teams still spend hours fixing style, context, and structure before merging. That review loop kills velocity.

The fix: Polarity runs automated review passes on every PR, improving style, safety, and consistency while aligning with your repository patterns and context.

=============================================================================================

Under the hood: Code-aware agents process your repo using embeddings to preserve intent

Integrates directly with GitHub (no IDE setup or extensions)

=============================================================================================

How it’s different: Tools like Greptile and CodeRabbit help you understand your code. Polarity helps you ship it automatically.

=============================================================================================

Thanks for checking it out, Mihai, Alex, Shane, and Jay

China tries shock-and-awe on Donald Trump

https://www.economist.com/international/2025/10/12/china-tries-shock-and-awe-on-donald-trump
2•zerosizedweasle•1m ago•0 comments

SearcherO 2.0 – Search Smart, Search Multiple

https://searchero.org
1•jacktheprogram•2m ago•0 comments

China could use U.S. farmland to attack America

https://www.cbsnews.com/news/how-china-could-use-us-farmland-to-attack-america-60-minutes/
2•zerosizedweasle•2m ago•0 comments

Microsoft's OneDrive spots your mates, remembers their faces, and won't forget

https://www.theregister.com/2025/10/13/microsoft_face_grouping_ondrive/
2•rntn•6m ago•0 comments

Brace for trade-war turmoil 'high-stakes game of chicken' between U.S. and China

https://www.marketwatch.com/story/investors-should-brace-for-more-trade-war-volatility-as-high-st...
2•zerosizedweasle•6m ago•0 comments

Major US online retailers remove listings for prohibited Chinese electronics

https://www.reuters.com/sustainability/boards-policy-regulation/major-us-online-retailers-remove-...
2•fidotron•13m ago•0 comments

The Oddest Car Park in the World? (2015)

https://www.speedhunters.com/2015/01/the-oddest-car-park-in-the-world/
1•oftenwrong•15m ago•0 comments

World's Largest Monopoly Collection

https://www.theguardian.com/lifeandstyle/2025/oct/10/experience-i-own-the-worlds-largest-monopoly...
1•bookofjoe•15m ago•0 comments

Starling – Local, Free, Fast, Speech to Text

https://github.com/Ryandonofrio3/Starling
1•Ryandonofrio3•15m ago•0 comments

China now leads the U.S. in open-weight AI

https://www.washingtonpost.com/technology/2025/10/13/china-us-open-source-ai/
1•kschaul•18m ago•0 comments

Ask HN: Are web development jobs over in the age of AI?

2•colesantiago•19m ago•1 comments

Google's Photoshop-killer AI model is coming to search, Photos, and NotebookLM

https://arstechnica.com/google/2025/10/googles-nano-banana-ai-image-editor-is-coming-to-search-ph...
1•pseudolus•22m ago•0 comments

Show HN: DINOtool – ViT feature extraction for images and videos

https://github.com/mikkoim/dinotool
1•mikkoim•25m ago•0 comments

Tests Don't Prove Code Is Correct They Just Agree with It

https://medium.com/@arnonaxelrod/proof-driven-development-or-the-business-value-of-clean-code-b84...
2•birdculture•26m ago•0 comments

Unpoly: Progressive Enhancement for HTML

https://unpoly.com/
1•vemy•27m ago•0 comments

DJI's Promo Shows Drone Footage from Prohibited National Parks and Tribal Lands

https://dronexl.co/2025/10/12/dji-mavic-4-pro-drone-footage-prohibited-national-parks/
9•josephcsible•30m ago•1 comments

Position of Now in Time Visualised

https://timeline.genxdev.net/
1•vicke4•30m ago•1 comments

Geekbench 6 Benchmark Internals [pdf]

https://www.geekbench.com/doc/geekbench6-benchmark-internals.pdf
1•gdevillers•33m ago•0 comments

AWS Service Availability Updates

https://aws.amazon.com/about-aws/whats-new/2025/10/aws-service-availability/
3•dabinat•33m ago•0 comments

Can OpenAI build a social network

https://maxread.substack.com/p/can-openai-build-a-social-network
2•HR01•37m ago•0 comments

The faculty are riding horses

https://hollisrobbinsanecdotal.substack.com/p/the-faculty-are-riding-horses
1•HR01•39m ago•0 comments

My Bet with Charles Murray

https://www.theatlantic.com/science/2025/10/genetics-intelligence-charles-murray/684544/
1•pseudolus•41m ago•1 comments

This month in Julia World 2025-09

https://discourse.julialang.org/t/this-month-in-julia-world-2025-09/133110
1•miguelraz•42m ago•0 comments

Dismissing something just because is AI generated is not critical thinking

3•tomdesantis•45m ago•4 comments

German state replaces Microsoft Exchange and Outlook with open-source email

https://www.zdnet.com/article/german-state-replaces-microsoft-exchange-and-outlook-with-open-sour...
4•CrankyBear•45m ago•0 comments

LLMs are getting better at character-level text manipulation

https://blog.burkert.me/posts/llm_evolution_character_manipulation/
2•curioussquirrel•47m ago•0 comments

Is Kansas City Still the Barbecue Capital of America?

https://www.nytimes.com/2025/10/10/dining/kansas-city-barbecue.html
1•paulpauper•48m ago•0 comments

Seriousness

https://www.punkrockbio.com/p/on-seriousness
2•paulpauper•50m ago•1 comments

Joel Mokyr, Philippe Aghion and Peter Howitt Share Nobel in Economics

https://www.nytimes.com/2025/10/13/business/nobel-prize-economics.html
2•paulpauper•51m ago•0 comments

Generative Sign-Description Prompts with Contrastive Learning for Sign Language

https://www.mdpi.com/1424-8220/25/19/5957
1•PaulHoule•52m ago•0 comments