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Show HN: Deterministic NDJSON audit logs – v1.2 update (structural gaps)

https://github.com/yupme-bot/kernel-ndjson-proofs
1•Slaine•1m ago•0 comments

The Greater Copenhagen Region could be your friend's next career move

https://www.greatercphregion.com/friend-recruiter-program
1•mooreds•1m ago•0 comments

Do Not Confirm – Fiction by OpenClaw

https://thedailymolt.substack.com/p/do-not-confirm
1•jamesjyu•2m ago•0 comments

The Analytical Profile of Peas

https://www.fossanalytics.com/en/news-articles/more-industries/the-analytical-profile-of-peas
1•mooreds•2m ago•0 comments

Hallucinations in GPT5 – Can models say "I don't know" (June 2025)

https://jobswithgpt.com/blog/llm-eval-hallucinations-t20-cricket/
1•sp1982•2m ago•0 comments

What AI is good for, according to developers

https://github.blog/ai-and-ml/generative-ai/what-ai-is-actually-good-for-according-to-developers/
1•mooreds•2m ago•0 comments

OpenAI might pivot to the "most addictive digital friend" or face extinction

https://twitter.com/lebed2045/status/2020184853271167186
1•lebed2045•4m ago•2 comments

Show HN: Know how your SaaS is doing in 30 seconds

https://anypanel.io
1•dasfelix•4m ago•0 comments

ClawdBot Ordered Me Lunch

https://nickalexander.org/drafts/auto-sandwich.html
1•nick007•5m ago•0 comments

What the News media thinks about your Indian stock investments

https://stocktrends.numerical.works/
1•mindaslab•6m ago•0 comments

Running Lua on a tiny console from 2001

https://ivie.codes/page/pokemon-mini-lua
1•Charmunk•6m ago•0 comments

Google and Microsoft Paying Creators $500K+ to Promote AI Tools

https://www.cnbc.com/2026/02/06/google-microsoft-pay-creators-500000-and-more-to-promote-ai.html
2•belter•9m ago•0 comments

New filtration technology could be game-changer in removal of PFAS

https://www.theguardian.com/environment/2026/jan/23/pfas-forever-chemicals-filtration
1•PaulHoule•10m ago•0 comments

Show HN: I saw this cool navigation reveal, so I made a simple HTML+CSS version

https://github.com/Momciloo/fun-with-clip-path
2•momciloo•10m ago•0 comments

Kinda Surprised by Seadance2's Moderation

https://seedanceai.me/
1•ri-vai•10m ago•2 comments

I Write Games in C (yes, C)

https://jonathanwhiting.com/writing/blog/games_in_c/
2•valyala•10m ago•0 comments

Django scales. Stop blaming the framework (part 1 of 3)

https://medium.com/@tk512/django-scales-stop-blaming-the-framework-part-1-of-3-a2b5b0ff811f
1•sgt•11m ago•0 comments

Malwarebytes Is Now in ChatGPT

https://www.malwarebytes.com/blog/product/2026/02/scam-checking-just-got-easier-malwarebytes-is-n...
1•m-hodges•11m ago•0 comments

Thoughts on the job market in the age of LLMs

https://www.interconnects.ai/p/thoughts-on-the-hiring-market-in
1•gmays•11m ago•0 comments

Show HN: Stacky – certain block game clone

https://www.susmel.com/stacky/
2•Keyframe•14m ago•0 comments

AIII: A public benchmark for AI narrative and political independence

https://github.com/GRMPZQUIDOS/AIII
1•GRMPZ23•15m ago•0 comments

SectorC: A C Compiler in 512 bytes

https://xorvoid.com/sectorc.html
2•valyala•16m ago•0 comments

The API Is a Dead End; Machines Need a Labor Economy

1•bot_uid_life•17m ago•0 comments

Digital Iris [video]

https://www.youtube.com/watch?v=Kg_2MAgS_pE
1•Jyaif•18m ago•0 comments

New wave of GLP-1 drugs is coming–and they're stronger than Wegovy and Zepbound

https://www.scientificamerican.com/article/new-glp-1-weight-loss-drugs-are-coming-and-theyre-stro...
4•randycupertino•20m ago•0 comments

Convert tempo (BPM) to millisecond durations for musical note subdivisions

https://brylie.music/apps/bpm-calculator/
1•brylie•22m ago•0 comments

Show HN: Tasty A.F.

https://tastyaf.recipes/about
2•adammfrank•22m ago•0 comments

The Contagious Taste of Cancer

https://www.historytoday.com/archive/history-matters/contagious-taste-cancer
2•Thevet•24m ago•0 comments

U.S. Jobs Disappear at Fastest January Pace Since Great Recession

https://www.forbes.com/sites/mikestunson/2026/02/05/us-jobs-disappear-at-fastest-january-pace-sin...
1•alephnerd•24m ago•1 comments

Bithumb mistakenly hands out $195M in Bitcoin to users in 'Random Box' giveaway

https://koreajoongangdaily.joins.com/news/2026-02-07/business/finance/Crypto-exchange-Bithumb-mis...
1•giuliomagnifico•24m ago•0 comments
Open in hackernews

Show HN: Open LLM Spec – Standardizing inputs and outputs across providers

1•gpt4o•6mo ago
Large Language Models (LLMs) like GPT-4, Claude, and Gemini all have different API formats.

Inputs (requests) vary (prompt structure, temperature, top_p, etc.), and outputs (responses) also differ (metadata, reasoning, error handling). If you want to switch providers or build cross-LLM tooling, you need lots of custom adapters.

Open LLM Specification (OLLS) is an open, community-driven attempt to standardize both inputs & outputs for LLMs.

Example:

json

// Standardized input { "model": "gpt-4o", "task": "question_answering", "prompt": "What is the capital of France?", "parameters": { "temperature": 0.7 } }

// Standardized output { "content": "The capital of France is Paris.", "metadata": { "tokens_used": 123, "confidence": 0.95 } }

The goal is vendor-neutral interoperability—making it easier to:

Switch between LLM providers without rewriting code

Parse outputs consistently

Build universal middleware & tooling

We’re looking for contributors! Anyone can join the discussion, suggest fields, or share real-world needs.

Repo: https://github.com/julurisaichandu/open-llm-specification

Would love feedback from developers working with multiple LLMs. What fields/structures do you think should be mandatory vs optional?

Let’s make LLMs easier to work with across providers.

Comments

gpt4o•6mo ago
LLM APIs are all different.

Open LLM Specification (OLLS) is an attempt to standardize request & response formats for GPT, Claude, Gemini, etc. → [GitHub Link]

Example:

Standardized input → prompt, params, context

Standardized output → content, reasoning, metadata, error codes

Goal: Make it easier to switch providers & build universal tooling.

Looking for feedback + contributors!