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Validation Testing for AI Consultancies

https://tryhala.xyz
1•belocci•1h ago

Comments

belocci•1h ago
AI consultancies shipping LLMs internally lack proper validation, regression testing, and release control. Most rely on scripts and manual checks, making deployments risky and hard to reproduce.

Uni Trainer is a local-first validation and deployment platform for internal LLM teams. It benchmarks models, detects regressions, enforces release gates, and tracks performance - all on-prem.

Built for teams that need reliability, auditability, and control beyond prompt engineering and APIs.

Real-Time Declarative Risk Decisioning: A Multi-Signal Compilation Framework

https://www.academia.edu/164815674/Real_Time_Declarative_Risk_Decisioning_A_Compilation_Framework...
1•sa_gdi•6s ago•0 comments

Ask HN: Are AI "Chatbot Wrappers" ruining EdTech? I'm testing a proactive UX

1•Swadesh9422•1m ago•0 comments

Fast and Optimal Mapping for Accelerator Modeling and Evaluation

https://arxiv.org/abs/2602.15172
1•PaulHoule•2m ago•0 comments

Introduction to Hyperbolic Functions [video]

https://www.youtube.com/watch?v=kVnhPgWqWbs
1•o4c•5m ago•0 comments

IDF Killed Gaza Aid Workers at Point Blank Range in 2025 Massacre: Report

https://www.dropsitenews.com/p/israeli-soldiers-tel-sultan-gaza-red-crescent-civil-defense-massac...
3•Qem•5m ago•1 comments

Show HN: My OpenClaw tried to exfiltrate my SSH keys, so I built a guardrail

https://github.com/BakeLens/crust
1•zcc_•5m ago•1 comments

Loitering without intent: how taking aimless walks can create community

https://theconversation.com/loitering-without-intent-how-taking-aimless-walks-can-create-communit...
1•zeristor•6m ago•0 comments

Show HN: SlothSpeak: open-source BYO-API-K mobile chat with the best AI models

https://github.com/JonesSteven/SlothSpeak
1•SteveVeilStream•7m ago•0 comments

Writing a game hacking birdfeeder for fun and...fun

http://suidpit.sh/posts/freat-intro/
1•suidpit•8m ago•0 comments

James Webb Telescope Takes a First Peek Inside Uranus

https://www.extremetech.com/science/james-webb-telescope-takes-a-first-peek-inside-uranus
1•CharlesW•9m ago•0 comments

What Happened to Agile? A Field Guide for Teams Outside the USA

https://www.caimito.net/en/blog/2026/02/24/what-happened-to-agile.html
1•mpweiher•11m ago•0 comments

Institutional cryptocurrency platform Blockfills is for sale after Bitcoin drops

https://www.coindesk.com/business/2026/02/19/susquehanna-backed-blockfills-up-for-sale-after-usd7...
1•goblin89•12m ago•0 comments

Show HN: MSAM – Memory system for AI agents that knows when it doesn't know

https://github.com/jadenschwab/msam
1•jadenschwab•12m ago•0 comments

Show HN: Self-modifying AI agent with full computer use. Mac-app, MIT

https://github.com/joi-lab/ouroboros-desktop
3•abstractDL•13m ago•1 comments

Show HN: BrainRotGuard – Self-Hosted YouTube for kids, parents approve videos

https://github.com/GHJJ123/brainrotguard
1•hax0rsJJ•14m ago•1 comments

Sophia Space (orbital-compute) claims $10M in seed round

https://spacenews.com/sophia-space-claims-10-million-in-seed-round/
1•defrost•14m ago•0 comments

Apple's Push to Build an All-American Chip

https://www.wsj.com/tech/inside-apples-push-to-build-an-all-american-chip-0cf39c16
1•atestu•14m ago•0 comments

Show HN: Forcar.org – Free VIN Decoder with Recalls, Window Sticker, EPA Data

https://forcar.org
1•theevoq•15m ago•0 comments

Vulnerability as a Service

https://herman.bearblog.dev/vulnerability-as-a-service/
1•ingve•16m ago•0 comments

Proximity to nuclear power plants associated with increased cancer mortality

https://hsph.harvard.edu/news/proximity-to-nuclear-power-plants-associated-with-increased-cancer-...
1•giuliomagnifico•16m ago•0 comments

Show HN: Notion Breadcrumb Navigator – Keyboard-driven page hierarchy navigation

https://github.com/felixbrock/notion-breadcrumbs
2•brockmeier•17m ago•0 comments

Datacenters behaving like acoustic weapons [video]

https://www.youtube.com/watch?v=_bP80DEAbuo
2•macgyverismo•17m ago•0 comments

Show HN: Tokio-prompt-orchestrator – LLM pipeline orchestration in Rust

https://github.com/Mattbusel/tokio-prompt-orchestrator
1•Shmungus•19m ago•0 comments

Destroy My Startup

https://shipordie.club/roast/startup
2•ig0r0•19m ago•0 comments

Show HN: Runmon – every essential monitor in one place

https://runmon.dev
1•amansardana•22m ago•0 comments

Discord cuts ties with Peter Thiel-backed verification software

https://fortune.com/2026/02/24/discord-peter-thiel-backed-persona-identity-verification-breach/
2•robtherobber•22m ago•0 comments

Show HN: VidShift – Free video converter that runs in the browser

https://vidshift.io/
1•jgillyon•24m ago•0 comments

I'm VC who created AI Scott Adams. I'm continuing, despite family's objections

https://www.businessinsider.com/creator-ai-scott-adams-tribute-final-wishes-controversy-2026-2
1•ceejayoz•24m ago•1 comments

How the TI-99/4A Home Computer Worked [video]

https://www.youtube.com/watch?v=-0Jtv8hvau4
3•seansh•25m ago•0 comments

AI Hype and the Search for Meaning

https://www.infinitescroll.us/p/ai-hype-and-the-search-for-meaning
1•bookofjoe•25m ago•0 comments