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I created a new training dataset for stale SOTA LLMs

2•rileygersh•6h ago
I ran into a common problem building with Apple's new iOS 26 Foundation Models framework. Every major LLM (GPT-4, Claude, Gemini) knows nothing about it due to training cutoffs.

Rather than wait months for model updates, I spent 2 hours building custom training data:

Research: Used Gemini's deep research to crawl all available docs, forums, GitHub repos, Reddit threads, YouTube transcripts. Looking for "iOS 26 Foundation Models Framework".

Optimization: Had Claude restructure everything into clean, hierarchical markdown optimized for LLM ingestion.

Implementation: Loaded into Claude Projects as a custom knowledge layer.

Result: Went from "I don't have information about that" to expert-level guidance on bleeding-edge APIs. My development workflow shifted from trial-and-error to smooth AI-assisted implementation.

The research was so thorough it even referenced my own Apple dev forum post from the day before—creating a weird recursive loop where I was training AI on knowledge I'd just contributed.

This approach works for any new framework or API. The pattern is predictable: every major release creates a temporary knowledge gap that custom training data can fill.

Technical writeup with methodology: https://rileygersh.medium.com/how-i-gave-claude-gemini-knowledge-of-ios-26s-foundation-models-03395d7e905c

Sca-fuzzer: Revizor – a fuzzer to search for microarchitectural leaks in CPUs

https://github.com/microsoft/sca-fuzzer
1•todsacerdoti•9m ago•0 comments

With farmed fish, RelationFish swims against the tide in fine dining

https://www.japantimes.co.jp/life/2025/06/29/food-drink/relationfish-sustainable-seafood-fine-dining/
1•PaulHoule•12m ago•0 comments

xAI issues apology for Grok's antisemitic posts

https://www.nbcnews.com/news/us-news/ai-chatbot-grok-issues-apology-antisemitic-posts-rcna218471
1•geox•12m ago•0 comments

Zig's New Async I/O

https://kristoff.it/blog/zig-new-async-io/
1•afirium•16m ago•0 comments

Ask HN: Is it still worth applying to YC after raising $1M–$5M from VCs?

1•Brandon_Chen•18m ago•0 comments

FMD Android: secure open source alternative to Google's Find My Device

https://gitlab.com/fmd-foss/fmd-android
2•miles•20m ago•0 comments

Riverside issues citations for illegal fireworks spotted by police drones

https://www.cbsnews.com/losangeles/news/riverside-issues-citations-for-illegal-fireworks-spotted-by-police-drones-over-fourth-of-july-weekend/
1•bikenaga•25m ago•0 comments

Institute for the Study of the Neurologically Typical

https://erikengdahl.se/autism/isnt/
1•akyuu•30m ago•0 comments

Great Software

https://maraoz.com/great-software/
2•maraoz•30m ago•0 comments

Light exposure at night predicts incidence of cardiovascular diseases

https://www.medrxiv.org/content/10.1101/2025.06.20.25329961v1
2•gnabgib•32m ago•0 comments

Simple live reload for developing static sites

https://leanrada.com/notes/simple-live-reload/
2•Bogdanp•32m ago•0 comments

Show HN: AGAI – A minimal, model-driven Go web framework

https://github.com/vrianta/agai
2•vrianta•33m ago•0 comments

What Happens to Creativity at Infinity?

https://www.mahirbansal.com/thoughts#thought-3
1•mbansal06•36m ago•0 comments

How do we live finite at infinity?

https://www.mahirbansal.com/thoughts#thought-2
1•mbansal06•36m ago•0 comments

Where Does "We" End?

https://www.mahirbansal.com/thoughts#thought-1
1•mbansal06•36m ago•0 comments

He became the first Black mayor of a town. A white minority locked him out

https://www.theguardian.com/us-news/2023/aug/26/black-mayor-alabama-town-locked-out
5•wredcoll•37m ago•2 comments

Biodegradable Polymer for Transient Organic Memory

https://onlinelibrary.wiley.com/doi/10.1002/anie.202422826
1•gnabgib•39m ago•0 comments

Stigmergy

https://en.wikipedia.org/wiki/Stigmergy
1•bob1029•41m ago•0 comments

Wallsync – A Curated Collection of Wallpaper Links for Your Desktop

https://github.com/leroiduflow/Wallsync
1•roigoatzzz•42m ago•1 comments

Everyutil C – Utility Library C

https://github.com/dailker/everyutil-c
2•dailker•42m ago•1 comments

It's Time to Let Go of 'African American'

https://www.nytimes.com/2025/07/10/opinion/african-american-language-label-mamdani.html
1•whack•44m ago•1 comments

Looking for a technical cofounder with experience in Synthetic Data ASAP

1•rayaanali•48m ago•0 comments

China's AI Gambit: Code as Standards

https://www.chinatalk.media/p/chinas-ai-strategy-for-open-source
1•gwintrob•52m ago•0 comments

Scanned Piano Rolls Database

http://www.pianorollmusic.org/rolldatabase.php
1•bookofjoe•52m ago•0 comments

Unpythonic: Supercharge your Python with parts of Lisp and Haskell

https://github.com/Technologicat/unpythonic
1•spapas82•54m ago•0 comments

I Solved the Century-Old Mystery of a Miraculous Shipwreck Survivor

https://thewalrus.ca/empress-of-ireland-survivor-mystery/
2•Thevet•55m ago•0 comments

Hope Catches a Tailwind

https://nautil.us/hope-catches-a-tailwind-1215966/
1•dnetesn•1h ago•0 comments

Does Anybody Know What Time Is?

https://nautil.us/does-anybody-really-know-what-time-is-1223272/
1•dnetesn•1h ago•0 comments

Rapid bursts of ageing are causing us to rethink how we grow old

https://www.newscientist.com/article/2485338-rapid-bursts-of-ageing-are-causing-a-total-rethink-of-how-we-grow-old/
2•rbanffy•1h ago•0 comments

Daniel Kleppner, Physicist Who Brought Atomic Clock Precision to GPS, Has Died

https://www.nytimes.com/2025/07/12/science/daniel-kleppner-dead.html
3•NaOH•1h ago•2 comments