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What Is Ruliology?

https://writings.stephenwolfram.com/2026/01/what-is-ruliology/
1•soheilpro•1m ago•0 comments

Jon Stewart – One of My Favorite People – What Now? With Trevor Noah Podcast [video]

https://www.youtube.com/watch?v=44uC12g9ZVk
1•consumer451•3m ago•0 comments

P2P crypto exchange development company

1•sonniya•17m ago•0 comments

Vocal Guide – belt sing without killing yourself

https://jesperordrup.github.io/vocal-guide/
1•jesperordrup•21m ago•0 comments

Write for Your Readers Even If They Are Agents

https://commonsware.com/blog/2026/02/06/write-for-your-readers-even-if-they-are-agents.html
1•ingve•22m ago•0 comments

Knowledge-Creating LLMs

https://tecunningham.github.io/posts/2026-01-29-knowledge-creating-llms.html
1•salkahfi•23m ago•0 comments

Maple Mono: Smooth your coding flow

https://font.subf.dev/en/
1•signa11•29m ago•0 comments

Sid Meier's System for Real-Time Music Composition and Synthesis

https://patents.google.com/patent/US5496962A/en
1•GaryBluto•37m ago•1 comments

Show HN: Slop News – HN front page now, but it's all slop

https://dosaygo-studio.github.io/hn-front-page-2035/slop-news
4•keepamovin•38m ago•1 comments

Show HN: Empusa – Visual debugger to catch and resume AI agent retry loops

https://github.com/justin55afdfdsf5ds45f4ds5f45ds4/EmpusaAI
1•justinlord•40m ago•0 comments

Show HN: Bitcoin wallet on NXP SE050 secure element, Tor-only open source

https://github.com/0xdeadbeefnetwork/sigil-web
2•sickthecat•43m ago•1 comments

White House Explores Opening Antitrust Probe on Homebuilders

https://www.bloomberg.com/news/articles/2026-02-06/white-house-explores-opening-antitrust-probe-i...
1•petethomas•43m ago•0 comments

Show HN: MindDraft – AI task app with smart actions and auto expense tracking

https://minddraft.ai
2•imthepk•48m ago•0 comments

How do you estimate AI app development costs accurately?

1•insights123•49m ago•0 comments

Going Through Snowden Documents, Part 5

https://libroot.org/posts/going-through-snowden-documents-part-5/
1•goto1•49m ago•0 comments

Show HN: MCP Server for TradeStation

https://github.com/theelderwand/tradestation-mcp
1•theelderwand•52m ago•0 comments

Canada unveils auto industry plan in latest pivot away from US

https://www.bbc.com/news/articles/cvgd2j80klmo
3•breve•53m ago•1 comments

The essential Reinhold Niebuhr: selected essays and addresses

https://archive.org/details/essentialreinhol0000nieb
1•baxtr•56m ago•0 comments

Rentahuman.ai Turns Humans into On-Demand Labor for AI Agents

https://www.forbes.com/sites/ronschmelzer/2026/02/05/when-ai-agents-start-hiring-humans-rentahuma...
1•tempodox•58m ago•0 comments

StovexGlobal – Compliance Gaps to Note

1•ReviewShield•1h ago•1 comments

Show HN: Afelyon – Turns Jira tickets into production-ready PRs (multi-repo)

https://afelyon.com/
1•AbduNebu•1h ago•0 comments

Trump says America should move on from Epstein – it may not be that easy

https://www.bbc.com/news/articles/cy4gj71z0m0o
7•tempodox•1h ago•4 comments

Tiny Clippy – A native Office Assistant built in Rust and egui

https://github.com/salva-imm/tiny-clippy
1•salvadorda656•1h ago•0 comments

LegalArgumentException: From Courtrooms to Clojure – Sen [video]

https://www.youtube.com/watch?v=cmMQbsOTX-o
1•adityaathalye•1h ago•0 comments

US moves to deport 5-year-old detained in Minnesota

https://www.reuters.com/legal/government/us-moves-deport-5-year-old-detained-minnesota-2026-02-06/
9•petethomas•1h ago•3 comments

If you lose your passport in Austria, head for McDonald's Golden Arches

https://www.cbsnews.com/news/us-embassy-mcdonalds-restaurants-austria-hotline-americans-consular-...
1•thunderbong•1h ago•0 comments

Show HN: Mermaid Formatter – CLI and library to auto-format Mermaid diagrams

https://github.com/chenyanchen/mermaid-formatter
1•astm•1h ago•0 comments

RFCs vs. READMEs: The Evolution of Protocols

https://h3manth.com/scribe/rfcs-vs-readmes/
3•init0•1h ago•1 comments

Kanchipuram Saris and Thinking Machines

https://altermag.com/articles/kanchipuram-saris-and-thinking-machines
1•trojanalert•1h ago•0 comments

Chinese chemical supplier causes global baby formula recall

https://www.reuters.com/business/healthcare-pharmaceuticals/nestle-widens-french-infant-formula-r...
2•fkdk•1h 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!