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I built an AI that learns code transformations from examples (not generative)

1•heavymemory•1d ago
I built a tool that learns structural code transformations from before/after examples.

Show it console.log(x) -> logger.info(x) and it learns the pattern, then applies it across your entire codebase. Deterministic, same input, same output, every time.

Not a transformer, not generative, not probabilistic. It parses code into AST, extracts the structural pattern, and executes exact rewrites.

Works as an MCP plugin for Claude Code, Cursor, and Claude Desktop.

https://hyperrecode.com

Would love feedback.

Retraction of key roundup study from 2000 in Regul. Toxicol. Pharm

https://www.sciencedirect.com:5037/science/article/pii/S0273230025002387
1•kla-s•34s ago•0 comments

Data Infrastructure for All: Free Kafka and $5 PostgreSQL

https://aiven.io/blog/data-infrastructure-for-all
1•alanfranz•1m ago•0 comments

Show HN: Shellican – A CLI to organize, document, and share shell scripts

https://github.com/brsyuksel/shellican
1•brsyuksel•4m ago•0 comments

Laid off from my dream job, what now?

https://debbie.codes/blog/laid-off-what-now/
1•tamnd•4m ago•0 comments

Our next generation is so cooked [video]

https://www.youtube.com/watch?v=8MaJigAGy8g
1•obscurette•5m ago•0 comments

The Ethyl-Poisoned Earth

https://www.damninteresting.com/the-ethyl-poisoned-earth/
1•bookofjoe•5m ago•0 comments

Pq-age: Post-quantum age encryption in Python

https://github.com/pqdude/pq-age
1•pq-dude•7m ago•1 comments

The Authoritarian Stack

https://authoritarian-stack.info/
1•boriskourt•8m ago•0 comments

SQL IDE that converts data views into MCP tools

https://docs.pylar.ai/introduction/what-is-pylar
1•Hoshang07•15m ago•0 comments

Adobe Brings Photoshop, Express and Acrobat Features to ChatGPT

https://techcrunch.com/2025/12/10/adobe-brings-photoshop-express-and-acrobat-features-to-chatgpt/
3•kachinga123•16m ago•0 comments

GCHQ Christmas card 2025 sets annual festive challenge

https://www.bbc.co.uk/news/articles/c04vgn6xlzno
2•ColinWright•16m ago•0 comments

Show HN: Rifler – A file search extension that brings JetBrains search to VSCode

https://marketplace.visualstudio.com/items?itemName=Ori-Roza.rifler
2•ori75660•18m ago•0 comments

Taxing Growth

https://www.equitileconversations.com/2459100/episodes/18312924-taxing-growth
15•Incerto•18m ago•3 comments

Replacing Next.js ISR with a custom Cloudflare cache layer

https://www.mintlify.com/blog/page-speed-improvements
1•gk1•18m ago•0 comments

Simple supplement mix shows remarkable results in brain cancer

https://www.sciencedaily.com/releases/2025/12/251209043050.htm
1•OutOfHere•19m ago•0 comments

Climate Nobel Prize – A Nobel Prize for Climate and Planetary Health

https://climatenobelprize.org/
1•N19PEDL2•19m ago•0 comments

My First Language Front End with LLVM Tutorial

https://llvm.org/docs/tutorial/MyFirstLanguageFrontend/index.html
1•hybridtupel•23m ago•0 comments

Aphantasia Is Not an Advantage in Long-Term Abuse

https://zenodo.org/records/17692334
1•MyResearch•23m ago•1 comments

A beginners' guide away from scanf()

https://sekrit.de/webdocs/c/beginners-guide-away-from-scanf.html
1•pykello•24m ago•0 comments

CUDA to cuTile transpiler for Nvidia's CUDA 13.1

https://github.com/RightNow-AI/RightNow-Tile
1•rncode•25m ago•1 comments

How do you get more exposure for your open-source project?

https://github.com/Chrilleweb/dotenv-diff
3•chrilleweb•29m ago•2 comments

Ask HN: When is the last time you wished the docs were in a single file?

2•tonyaldon•30m ago•0 comments

1…765432100 – Unix Time Sequence Holiday on December 11

1•sampaio96•30m ago•0 comments

ReScript 12

https://rescript-lang.org/blog/release-12-0-0/
1•ocamoss•30m ago•0 comments

Show HN: Gedcom-SVG-tree – client-side GEDCOM → SVG genealogy tree visualizer

https://github.com/ameros/gedcom-svg-tree
1•ameros•30m ago•0 comments

Brett Cooper values independent thought on Trump and more

https://figyj.blogspot.com/2025/12/brett-cooper-values-independent-thought.html
1•FIGYJ•32m ago•0 comments

On the Six-Cornered Snowflake

https://www.keplersdiscovery.com/snowflake.html
1•geox•33m ago•0 comments

Discrete Bayesian Sample Inference for Graph Generation

https://arxiv.org/abs/2511.03015
3•PaulHoule•35m ago•0 comments

I Tried the New Android XR Smart Glasses from Google and XReal

https://www.pcmag.com/news/i-tried-the-new-android-xr-smart-glasses-from-google-they-impressed-me
2•fcpguru•37m ago•0 comments

Toggle the "Light" Switch

https://www.incommonwith.com/collections/all-lighting
2•FelipeCortez•38m ago•0 comments