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Show HN: EB3F A framework to turn LLM audits into a legal-grade

1•seesea•10h ago
We’ve been working with auditors and compliance teams in regulated sectors (finance, healthcare) and hit a wall: LLM risk assessments are subjective, non-reproducible, and don't satisfy growing regulatory demands for evidence, not just opinions.

So we built EB3F (Evidence-Based Framework for Foundational Models). It's a packaged methodology that transforms an audit from a consultant's report into a standardized process for producing reproducible, legally-admissible exhibits.

The twist: We're not selling consulting services. We're structuring it as a transferable asset (like a franchise model). We sell the complete framework – methodology, tools, templates – so that consultancies, RegTech firms, or in-house teams can run their own certified audits.

We're looking for:

1. Feedback from experts in AI governance, compliance, and ML security. Is this approach useful? What's missing? 2. First partners (especially in consulting or RegTech) who want to implement this as their own service line. We're ready to discuss details under NDA.

Why would you buy this? Our estimate (based on building similar frameworks in corps): it saves 18-24 months and $750K-$1M+ in R&D, legal reviews, and piloting that you'd spend to build this in-house.

What does the community think? Can a "framework as an asset" model work in the AI governance space?

Show HN: I created an interactive tool to visualize various ML algorithms

https://github.com/YashArote/descent-visualisers
1•yasharote28•4m ago•0 comments

Location Aware AI Landscaping

https://hadaa.pro/
1•Fh_•7m ago•1 comments

Quake Setup Guide (2023)

https://sarge945.xyz/guides/quake-guide/
1•Lammy•11m ago•0 comments

Notion used Product Hunt to grow, not just launch

https://www.firstmillion.club/p/notion
1•elananandhan•12m ago•0 comments

The 3k-Person Team Working in Secret to Create Disney Magic (WSJ)

https://www.wsj.com/business/media/disney-cruise-rides-characters-imagineers-adventure-b5c03c1d
1•aenean•16m ago•0 comments

Show HN: I auto-generate alt text using Gemini 3 Flash

https://sarthakmishra.com/blog/automating-image-alt-text
1•sarthak_drool•23m ago•0 comments

More than one hundred years of Film Sizes

https://wichm.home.xs4all.nl/filmsize.html
2•exvi•29m ago•0 comments

BTS of OpenTelemetry Instrumentation

https://newsletter.signoz.io/p/bts-of-opentelemetry-auto-instrumentation
2•elza_1111•31m ago•0 comments

Claude Codes

https://thezvi.substack.com/p/claude-codes
1•nsoonhui•35m ago•0 comments

Sir Nicholas Winton – BBC Programme "That's Life" Aired in 1988 [video]

https://www.youtube.com/watch?v=6_nFuJAF5F0
1•handfuloflight•36m ago•0 comments

Spectral Geodesic Routing: Traffic Engineering via Laplacian Potentials

https://zenodo.org/records/18193686
3•andrespi•37m ago•0 comments

Native iOS and Android Nullschool App

https://twitter.com/cambecc/status/2010254018598392022
1•pppone•38m ago•0 comments

Uruguay's Renewable Charge: A Small Nation, a Big Lesson for the World

https://www.forbes.com/sites/kensilverstein/2025/10/19/uruguays-renewable-charge-a-small-nation-a...
2•ciconia•38m ago•0 comments

A Practical Guide to Build Secure MCP Servers

https://go.mcptotal.io/blog/a-practical-guide-to-build-secure-mcp-servers
2•agentictime•40m ago•0 comments

Whenwords: A relative time formatting library, with no code

https://github.com/dbreunig/whenwords
1•todsacerdoti•42m ago•0 comments

Mossad urges Iran protests, says agents present

https://www.jpost.com/middle-east/iran-news/article-881733
2•ParentiSoundSys•44m ago•0 comments

21 years of IDE evolution in one chart (2004 – 2025)

https://twitter.com/willwangcc/status/2010259528391307510
2•will_wang•44m ago•1 comments

Annote: A Turing complete language using only Java annotations as its syntax

https://github.com/kusoroadeolu/annote
1•kushv•45m ago•1 comments

Things I've quit doing at my desk

https://justinjackson.ca/i-quit-my-desk
2•Tomte•45m ago•0 comments

A Unique Performance Optimization for a 3D Geometry Language

https://cprimozic.net/notes/posts/persistent-expr-memo-optimization-for-geoscript/
2•Ameo•53m ago•0 comments

Markdown Is a Disaster: Why and What to Do Instead

https://www.karl-voit.at/2025/08/17/Markdown-disaster/
2•todsacerdoti•53m ago•1 comments

Elon Musk says X's new algorithm will be made open source next week

https://www.engadget.com/big-tech/elon-musk-says-xs-new-algorithm-will-be-made-open-source-next-w...
3•O1111OOO•53m ago•0 comments

I hope to help you evaluate your GenAI App

https://github.com/shihongDev/evalyn
1•shloveai•1h ago•1 comments

After 20 Years, This Scientist Proved Birds Can Talk and Use Grammar [video]

https://www.youtube.com/watch?v=jmys2abx4co
2•theogravity•1h ago•0 comments

What do you think about a "linter" for code logic?

https://commitguard.ai
1•moshetanzer•1h ago•1 comments

Removing Tahoe's Unwanted Menu Icons

https://weblog.rogueamoeba.com/2026/01/10/removing-tahoes-unwanted-menu-icons/
1•dbushell•1h ago•0 comments

Gixy-Next: Nginx Configuration Security and Hardening Scanner

https://gixy.io/
1•mmsc•1h ago•0 comments

Debian Taco – Towards a GitSecDevOps Debian

https://blog.josefsson.org/2026/01/09/debian-taco-towards-a-gitsecdevops-debian/
1•pabs3•1h ago•0 comments

Netlify Is Down

https://www.netlifystatus.com
1•forgingahead•1h ago•0 comments

Linus is vibe coding

https://github.com/torvalds/AudioNoise
9•dhruv3006•1h ago•2 comments