frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

Open in hackernews

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

1•gpt4o•4h 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•4h 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!

Show HN: Browse the Web with Superpowers

https://usesuperpowers.app/
1•harshdoesdev•1m ago•0 comments

Machine Bullshit: Characterizing the Emergent Disregard for Truth in LLMs

https://arxiv.org/abs/2507.07484
1•delichon•1m ago•0 comments

Israeli fire kills 67 people seeking aid in Gaza

https://www.reuters.com/world/middle-east/israeli-fire-kills-67-people-seeking-aid-gaza-medics-say-hunger-worsens-2025-07-20/
1•Jimmc414•2m ago•0 comments

Dear Sam Altman

2•upwardbound2•5m ago•0 comments

Following news on social media boosts knowledge, belief accuracy and trust

https://www.nature.com/articles/s41562-025-02205-6
1•PaulHoule•5m ago•0 comments

Cybermania.ws Blocked by Cloudflare

https://cybermania.ws
1•bojanga•5m ago•1 comments

Tough news for our UK users

https://blog.janitorai.com/posts/3/
1•airhangerf15•6m ago•0 comments

ToolShell Mass Exploitation (CVE-2025-53770)

https://research.eye.security/sharepoint-under-siege/
1•thejj100100•6m ago•0 comments

Food contact articles as source of micro- and nanoplastics

https://www.nature.com/articles/s41538-025-00470-3
1•atombender•7m ago•0 comments

Golang's Weird Little Iterators

https://mcyoung.xyz/2024/12/16/rangefuncs/#fnref:tooling
1•fanf2•7m ago•0 comments

Show HN: Duende: Web UX for guiding Gemini as it improves your source code

https://github.com/alefore/duende
1•afc•7m ago•0 comments

Show HN: I built Realer Estate to find apartment renters the best deals in NYC

https://realerestate.org
1•realerestate•8m ago•0 comments

Political Fundraising Email Database

https://thescoop.org/political-fundraising-emails/
1•m-hodges•11m ago•0 comments

EU commissioner shocked by dangers of some goods sold by Shein and Temu

https://www.theguardian.com/business/2025/jul/20/eu-commissioner-shocked-dangerous-goods-sold-shein-temu
2•Michelangelo11•14m ago•0 comments

Nvidia Brings Reasoning Models to Consumers Ranging from 1.5B to 32B Parameters

https://www.techpowerup.com/339089/nvidia-brings-reasoning-models-to-consumers-ranging-from-1-5b-to-32b-parameters
1•hank808•16m ago•1 comments

Prexist – Instantly check if your startup idea already exists!

https://prexist.pages.dev/
2•e33or-assasin•18m ago•0 comments

We Will Not Accidentally Create AGI

https://loukidelis.com/2025/07/06/against-easy-agi.html
3•fromwilliam•20m ago•1 comments

Call Me a Jerk: Persuading AI to Comply with Objectionable Requests

https://gail.wharton.upenn.edu/research-and-insights/call-me-a-jerk-persuading-ai/
2•CharlesW•21m ago•0 comments

Stack frame layout on x86-64

https://eli.thegreenplace.net/2011/09/06/stack-frame-layout-on-x86-64
1•90s_dev•21m ago•0 comments

Mute-by-default is why your video calls suck

https://caseyavila.com/blog/unmute/
1•caseyavila•24m ago•0 comments

HyperTime: A Continuous, Location-Precise Alternative to Time Zones

https://hyper-time.replit.app/
2•sosore•26m ago•1 comments

He Had Dangerous Delusions. ChatGPT Admitted It Made Them Worse

https://www.wsj.com/tech/ai/chatgpt-chatbot-psychology-manic-episodes-57452d14
9•johntfella•26m ago•1 comments

Show HN: I built an AI tool that generates product photos and videos

https://getaicraft.com
1•SaaSified•26m ago•0 comments

LLM-in-a-Box: A Templated, Self-Hostable Framework for Generative AI

https://github.com/complexity-science-hub/llm-in-a-box-template
1•geoHeil•27m ago•2 comments

D-Day veteran "Papa Jake" Larson who became TikTok star dies aged 102

https://news.sky.com/story/d-day-veteran-papa-jake-larson-who-became-tiktok-star-dies-aged-102-13399339
3•austinallegro•29m ago•0 comments

Staying Cool Without Refrigerants: Samsung Is Pioneering Peltier Cooling

https://news.samsung.com/global/interview-staying-cool-without-refrigerants-how-samsung-is-pioneering-next-generation-peltier-cooling
11•simonebrunozzi•30m ago•8 comments

Avoiding Management

http://funcall.blogspot.com/2025/06/avoiding-management.html
1•kaeruct•32m ago•0 comments

Welcoming the Next Generation of Programmers

https://lucumr.pocoo.org/2025/7/20/the-next-generation/
1•yomismoaqui•34m ago•0 comments

The Guardian view on social networks: the friendships that can change your life

https://www.theguardian.com/commentisfree/2025/mar/24/the-guardian-view-on-social-networks-the-friendships-that-can-change-your-life
1•wslh•36m ago•0 comments

In recent layoffs, AI's role may be bigger than companies are letting on

https://www.cnbc.com/2025/07/20/in-job-losses-ais-role-may-be-bigger-than-companies-say.html
8•rntn•37m ago•0 comments