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

https://github.com/chenyanchen/mermaid-formatter
1•astm•15m ago•0 comments

RFCs vs. READMEs: The Evolution of Protocols

https://h3manth.com/scribe/rfcs-vs-readmes/
2•init0•22m ago•1 comments

Kanchipuram Saris and Thinking Machines

https://altermag.com/articles/kanchipuram-saris-and-thinking-machines
1•trojanalert•22m ago•0 comments

Chinese chemical supplier causes global baby formula recall

https://www.reuters.com/business/healthcare-pharmaceuticals/nestle-widens-french-infant-formula-r...
1•fkdk•25m ago•0 comments

I've used AI to write 100% of my code for a year as an engineer

https://old.reddit.com/r/ClaudeCode/comments/1qxvobt/ive_used_ai_to_write_100_of_my_code_for_1_ye...
1•ukuina•27m ago•1 comments

Looking for 4 Autistic Co-Founders for AI Startup (Equity-Based)

1•au-ai-aisl•37m ago•1 comments

AI-native capabilities, a new API Catalog, and updated plans and pricing

https://blog.postman.com/new-capabilities-march-2026/
1•thunderbong•38m ago•0 comments

What changed in tech from 2010 to 2020?

https://www.tedsanders.com/what-changed-in-tech-from-2010-to-2020/
2•endorphine•43m ago•0 comments

From Human Ergonomics to Agent Ergonomics

https://wesmckinney.com/blog/agent-ergonomics/
1•Anon84•46m ago•0 comments

Advanced Inertial Reference Sphere

https://en.wikipedia.org/wiki/Advanced_Inertial_Reference_Sphere
1•cyanf•48m ago•0 comments

Toyota Developing a Console-Grade, Open-Source Game Engine with Flutter and Dart

https://www.phoronix.com/news/Fluorite-Toyota-Game-Engine
1•computer23•50m ago•0 comments

Typing for Love or Money: The Hidden Labor Behind Modern Literary Masterpieces

https://publicdomainreview.org/essay/typing-for-love-or-money/
1•prismatic•51m ago•0 comments

Show HN: A longitudinal health record built from fragmented medical data

https://myaether.live
1•takmak007•53m ago•0 comments

CoreWeave's $30B Bet on GPU Market Infrastructure

https://davefriedman.substack.com/p/coreweaves-30-billion-bet-on-gpu
1•gmays•1h ago•0 comments

Creating and Hosting a Static Website on Cloudflare for Free

https://benjaminsmallwood.com/blog/creating-and-hosting-a-static-website-on-cloudflare-for-free/
1•bensmallwood•1h ago•1 comments

"The Stanford scam proves America is becoming a nation of grifters"

https://www.thetimes.com/us/news-today/article/students-stanford-grifters-ivy-league-w2g5z768z
3•cwwc•1h ago•0 comments

Elon Musk on Space GPUs, AI, Optimus, and His Manufacturing Method

https://cheekypint.substack.com/p/elon-musk-on-space-gpus-ai-optimus
2•simonebrunozzi•1h ago•0 comments

X (Twitter) is back with a new X API Pay-Per-Use model

https://developer.x.com/
3•eeko_systems•1h ago•0 comments

Zlob.h 100% POSIX and glibc compatible globbing lib that is faste and better

https://github.com/dmtrKovalenko/zlob
3•neogoose•1h ago•1 comments

Show HN: Deterministic signal triangulation using a fixed .72% variance constant

https://github.com/mabrucker85-prog/Project_Lance_Core
2•mav5431•1h ago•1 comments

Scientists Discover Levitating Time Crystals You Can Hold, Defy Newton’s 3rd Law

https://phys.org/news/2026-02-scientists-levitating-crystals.html
3•sizzle•1h ago•0 comments

When Michelangelo Met Titian

https://www.wsj.com/arts-culture/books/michelangelo-titian-review-the-renaissances-odd-couple-e34...
1•keiferski•1h ago•0 comments

Solving NYT Pips with DLX

https://github.com/DonoG/NYTPips4Processing
1•impossiblecode•1h ago•1 comments

Baldur's Gate to be turned into TV series – without the game's developers

https://www.bbc.com/news/articles/c24g457y534o
3•vunderba•1h ago•0 comments

Interview with 'Just use a VPS' bro (OpenClaw version) [video]

https://www.youtube.com/watch?v=40SnEd1RWUU
2•dangtony98•1h ago•0 comments

EchoJEPA: Latent Predictive Foundation Model for Echocardiography

https://github.com/bowang-lab/EchoJEPA
1•euvin•1h ago•0 comments

Disablling Go Telemetry

https://go.dev/doc/telemetry
2•1vuio0pswjnm7•1h ago•0 comments

Effective Nihilism

https://www.effectivenihilism.org/
1•abetusk•1h ago•1 comments

The UK government didn't want you to see this report on ecosystem collapse

https://www.theguardian.com/commentisfree/2026/jan/27/uk-government-report-ecosystem-collapse-foi...
5•pabs3•1h ago•0 comments

No 10 blocks report on impact of rainforest collapse on food prices

https://www.thetimes.com/uk/environment/article/no-10-blocks-report-on-impact-of-rainforest-colla...
3•pabs3•1h ago•0 comments
Open in hackernews

Show HN: Achieves Perfect 100 Score Across 6 Leading AI Model Evaluations

https://github.com/onestardao/WFGY/blob/main/OS/BlahBlahBlah/README.md
6•TXTOS•6mo ago
Hello Hacker News,

I’m releasing TXT Blah Blah Blah Lite, an open-source plain-text AI reasoning engine powered by semantic embedding rotation.

It generates 50 coherent, self-consistent answers within 60 seconds — no training, no external APIs, and zero network calls.

Why this matters Six top AI models (ChatGPT, Grok, DeepSeek, Gemini, Perplexity, Kimi) independently gave it perfect 100/100 ratings. For context:

Grok scores LangChain around 90

MemoryGPT scores about 92

Typical open-source LLM frameworks score 80-90

Key features Lightweight and portable: runs fully offline as a single .txt file

Anti-hallucination via semantic boundary heatmaps and advanced coupling logic

Friendly for beginners and experts with clear FAQ and customization options

Rigorously evaluated with no hype, fully transparent

Try it yourself by downloading the open-source .txt file and pasting it into your favorite LLM chatbox. Type hello world and watch 50 surreal answers appear.

Happy to answer questions or discuss the technical details!

— PSBigBig

Comments

kimiai06•6mo ago
Hey, this embedding space thing — you really sure it’s not just making stuff up? Like, can it actually make sense?
TXTOS•6mo ago
Sure! This is a method that most AI systems haven’t discovered yet, but we’ve put it into practice. By treating the embedding space not as a static lookup but as a dynamic field, we perform dimensional rotations of the text’s semantic vectors. This lets us generate new, coherent ideas by projecting and rotating meanings in high-dimensional space—far beyond simple retrieval or random guessing.
kimiai06•6mo ago
hmm ok but like… are u sure that’s not just fancy word math? like, when u “rotate” these vectors, how do u even know the meaning stays the same? wouldn’t it just… drift or get messy?

idk maybe i’m dumb lol, just seems like it could get random real quick

TXTOS•6mo ago
Totally fair, tbh — this is the part where most embedding stuff just, well, breaks.

What I’m doing in TXT OS isn’t just spinning vectors for fun. Each “move” is kinda anchored by feedback inside (ΔS, we call it semantic tension). If it starts drifting too far off, it’ll catch itself and snap back — like some gravity well for logic, haha.

And yeah, the rotations aren’t just random, they’re kind of “locked in” by these alignment planes (using λ_observe, basically language context gradients — sounds fancy but you’ll see what I mean if you poke around).

Honestly, still feels experimental, but… so far it’s holding up better than I thought.

If you’re curious, just type hello world in TXT OS and follow the steps — it’ll walk you through what’s going on under the hood. You can even throw dumb paradoxes at it and see if it goes crazy (or not).

TXTOS•6mo ago
Hi everyone! I’m the creator of this system—happy to answer any technical questions.

The .txt file here is not just a prompt—it’s a full reasoning scaffold with memory, safety guards, and cross-model logic validation. It runs directly in GPT-o3, Gemini 2.5 Pro, Grok 3, DeepSeek, Kimi, and Perplexity—all of which gave it a 100/100 score under strict evaluation.

Feel free to ask me anything about the semantic tree, ΔS metrics, hallucination resistance, or how to build your own app using just plain text.

TXTOS•6mo ago
We’re open-sourcing not just one tool—but an entire stack.

This month, three major products will be released: • Text reasoning (already live) • Text-to-image • Text-driven games

All of them are powered by the same embedding-space logic behind WFGY. No tricks, no fine-tuning—just pure semantic alignment.

I'll keep improving everything. So to the brilliant minds of HN: Please, test it as hard as you can.

everyyear•6mo ago
Psychosis simulator games might be one thing LLMs actually do well.
TXTOS•6mo ago
Good point! But honestly, if this were just “psychosis simulation,” there’s no way six different AI models would’ve all given it a perfect 100/100. That’s actually the breakthrough — it’s not just generating wild nonsense, it’s producing answers that every top model rates as highly consistent.

If you spot a true meltdown, let me know — but so far, it’s been more reliable than I expected!