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Show HN: Onera – Private LLM Inference Inside AMD SEV-SNP Enclaves

https://onera.chat
1•shreyaspapi•1h ago

Comments

shreyaspapi•1h ago
I built Onera because I was uncomfortable sending sensitive code to LLM APIs in plaintext. Most hosted inference today requires trusting the provider not to log or inspect prompts, but technically the infrastructure still has access. I wanted a setup where the server operator itself could not read user data.

Onera uses AMD SEV-SNP trusted execution environments to run inference inside a hardware encrypted VM, where memory is encrypted and isolated from the host. The client first performs remote attestation to verify the enclave, and then establishes an encrypted channel directly into it. Prompts are sent through this secure channel and processed entirely inside the enclave, so even the machine running the workload cannot inspect them.

The API is OpenAI compatible, so it works with existing tools like OpenClaw, OpenWebUI, Cursor, Claude Code, or anything using the OpenAI SDK, without requiring changes to the client architecture.

The entire client and enclave runtime are open source here: https://github.com/onera-app/onera

Happy to answer any technical questions or feedback.

Games for Machines

https://gertlabs.com
3•gertlabs•3m ago•0 comments

Vera C. Rubin Observatory Launches Real-Time Discovery Machine

https://rubinobservatory.org/news/first-alerts
2•EvgeniyZh•3m ago•0 comments

Show HN: SignForge – Free e-signature tool, no account needed to sign

https://signforge.io
2•kumaras•4m ago•0 comments

Distributed Game Servers in KFChess

http://ternarysearch.blogspot.com/2026/02/distributed-game-servers-in-kfchess.html
2•paladin314159•5m ago•0 comments

Advertise to AI Agents with Prompt Injection

https://claw-guard.org/adnet/
2•gmerc•9m ago•1 comments

Shallow work: be aware of over-productivity

https://www.ssp.sh/brain/shallow-work/
5•articsputnik•11m ago•0 comments

The Agentic Data Organization: How AI Is Reshaping the Enterprise Data Function

https://abensrhir.com/posts/how-ai-will-reshape-the-enterprise-data-function-by-2028/
2•abensrhir•13m ago•0 comments

Nvidia Q4: revenue up 73% YoY, 20% QoQ, income up 94%, still no sales to China

https://nvidianews.nvidia.com/news/nvidia-announces-financial-results-for-fourth-quarter-and-fisc...
2•aurareturn•14m ago•0 comments

My First Deployment

https://frameflow.sh/
1•tonycdr•17m ago•1 comments

Show HN: A 7-tier hybrid crypto stack (1553 Vigenèrepure-Python FIPS 203M-KEM)

https://github.com/EverettNC/Harvest-Now-Decrypt-Later
1•Nomore71•22m ago•1 comments

Show HN: Mneme–Persistent memory for AI agents without vector search or RAG

https://github.com/CVPaul/mneme
1•xqli•23m ago•3 comments

Show HN: Verity, Formally verified smart contracts from spec to bytecode

https://github.com/Th0rgal/verity
1•th0rgal2•24m ago•0 comments

Show HN: Word Snake Puzzle

https://wordsnake.com/
1•wordsnaking•25m ago•1 comments

Show HN: Secure Extension: Chat with ChatGPT and Other LLMs Simultaneously

https://multiai-chat.com/
1•rmrf100•27m ago•0 comments

The South Korean Anduril

https://theventures.substack.com/p/bone-ai-forging-the-flame-of-the
2•jefflee0127•35m ago•0 comments

Show HN: Capture context. Give your agent the full picture

https://github.com/semihcihan/ContextBrief
1•semihcihan•35m ago•1 comments

Life's a bi*ch CHUM, and then you die

https://himanshusinghbisht.substack.com/p/lifes-a-bich-chum-and-then-you-die
1•gilfoyle_7•35m ago•0 comments

US threatens Anthropic with deadline in dispute on AI safeguards

https://www.bbc.co.uk/news/articles/cjrq1vwe73po
3•louthy•36m ago•0 comments

Show HN: APA citation generator that explains missing metadata

https://apacitationgenerator.online
1•visiohex•38m ago•0 comments

Show HN: Clawned.io Crowdsource public security scanner for OpenClaw skills

https://clawned.io
1•jensec•38m ago•3 comments

Codex was able to port KittenTTS to JavaScript

https://github.com/jokkebk/KittenTTS-JS
3•jokkebk•41m ago•2 comments

Show HN: Play Fun Clicker Game Online

https://funclicker.app/
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Grep, Sed, Awk – The Unix Text Processing Trinity

https://grep-sed-awk.com/
1•m4c-pl•43m ago•2 comments

Is it possible to build it

1•Petersevcik•43m ago•0 comments

There is no reason Canadian Tire company should have any of my data

https://infosec.exchange/@pgl/116131275583976424
4•jalict•43m ago•0 comments

Age Requirements for Apps in Brazil, Australia, Singapore, Utah, and Louisiana

https://developer.apple.com/news/?id=f5zj08ey
1•petethomas•44m ago•0 comments

Visualizing DeepSpeed Ulysses: Sequence Parallelism for 1M Context Windows

https://darshanfofadiya.com/part3.html
1•DARSHANFOFADIYA•44m ago•2 comments

Show HN: Tspages – static site hosting platform for your Tailscale network

https://github.com/Radiergummi/tspages
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From Noise to Image – interactive guide to diffusion

https://lighthousesoftware.co.uk/projects/from-noise-to-image/
2•simedw•46m ago•0 comments

React Native Is Not Dead – Nor Is It Deprecated

https://devdong.textlanes.com/en/react-native-is-dead-support-discontinued-not-at-all
1•textlanes33•47m ago•1 comments