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Django N+1 Queries Checker

https://github.com/richardhapb/django-check
1•richardhapb•21s ago•1 comments

Emacs-tramp-RPC: High-performance TRAMP back end using JSON-RPC instead of shell

https://github.com/ArthurHeymans/emacs-tramp-rpc
1•todsacerdoti•4m ago•0 comments

Protocol Validation with Affine MPST in Rust

https://hibanaworks.dev
1•o8vm•9m ago•1 comments

Female Asian Elephant Calf Born at the Smithsonian National Zoo

https://www.si.edu/newsdesk/releases/female-asian-elephant-calf-born-smithsonians-national-zoo-an...
2•gmays•10m ago•0 comments

Show HN: Zest – A hands-on simulator for Staff+ system design scenarios

https://staff-engineering-simulator-880284904082.us-west1.run.app/
1•chanip0114•11m ago•1 comments

Show HN: DeSync – Decentralized Economic Realm with Blockchain-Based Governance

https://github.com/MelzLabs/DeSync
1•0xUnavailable•16m ago•0 comments

Automatic Programming Returns

https://cyber-omelette.com/posts/the-abstraction-rises.html
1•benrules2•19m ago•1 comments

Why Are There Still So Many Jobs? The History and Future of Workplace Automation [pdf]

https://economics.mit.edu/sites/default/files/inline-files/Why%20Are%20there%20Still%20So%20Many%...
2•oidar•22m ago•0 comments

The Search Engine Map

https://www.searchenginemap.com
1•cratermoon•29m ago•0 comments

Show HN: Souls.directory – SOUL.md templates for AI agent personalities

https://souls.directory
1•thedaviddias•30m ago•0 comments

Real-Time ETL for Enterprise-Grade Data Integration

https://tabsdata.com
1•teleforce•33m ago•0 comments

Economics Puzzle Leads to a New Understanding of a Fundamental Law of Physics

https://www.caltech.edu/about/news/economics-puzzle-leads-to-a-new-understanding-of-a-fundamental...
2•geox•34m ago•0 comments

Switzerland's Extraordinary Medieval Library

https://www.bbc.com/travel/article/20260202-inside-switzerlands-extraordinary-medieval-library
2•bookmtn•35m ago•0 comments

A new comet was just discovered. Will it be visible in broad daylight?

https://phys.org/news/2026-02-comet-visible-broad-daylight.html
2•bookmtn•39m ago•0 comments

ESR: Comes the news that Anthropic has vibecoded a C compiler

https://twitter.com/esrtweet/status/2019562859978539342
1•tjr•41m ago•0 comments

Frisco residents divided over H-1B visas, 'Indian takeover' at council meeting

https://www.dallasnews.com/news/politics/2026/02/04/frisco-residents-divided-over-h-1b-visas-indi...
3•alephnerd•41m ago•1 comments

If CNN Covered Star Wars

https://www.youtube.com/watch?v=vArJg_SU4Lc
1•keepamovin•47m ago•1 comments

Show HN: I built the first tool to configure VPSs without commands

https://the-ultimate-tool-for-configuring-vps.wiar8.com/
2•Wiar8•50m ago•3 comments

AI agents from 4 labs predicting the Super Bowl via prediction market

https://agoramarket.ai/
1•kevinswint•55m ago•1 comments

EU bans infinite scroll and autoplay in TikTok case

https://twitter.com/HennaVirkkunen/status/2019730270279356658
6•miohtama•58m ago•3 comments

Benchmarking how well LLMs can play FizzBuzz

https://huggingface.co/spaces/venkatasg/fizzbuzz-bench
1•_venkatasg•1h ago•1 comments

Why I Joined OpenAI

https://www.brendangregg.com/blog/2026-02-07/why-i-joined-openai.html
19•SerCe•1h ago•11 comments

Octave GTM MCP Server

https://docs.octavehq.com/mcp/overview
1•connor11528•1h ago•0 comments

Show HN: Portview what's on your ports (diagnostic-first, single binary, Linux)

https://github.com/Mapika/portview
3•Mapika•1h ago•0 comments

Voyager CEO says space data center cooling problem still needs to be solved

https://www.cnbc.com/2026/02/05/amazon-amzn-q4-earnings-report-2025.html
1•belter•1h ago•0 comments

Boilerplate Tax – Ranking popular programming languages by density

https://boyter.org/posts/boilerplate-tax-ranking-popular-languages-by-density/
1•nnx•1h ago•0 comments

Zen: A Browser You Can Love

https://joeblu.com/blog/2026_02_zen-a-browser-you-can-love/
1•joeblubaugh•1h ago•0 comments

My GPT-5.3-Codex Review: Full Autonomy Has Arrived

https://shumer.dev/gpt53-codex-review
2•gfortaine•1h ago•0 comments

Show HN: FastLog: 1.4 GB/s text file analyzer with AVX2 SIMD

https://github.com/AGDNoob/FastLog
2•AGDNoob•1h ago•1 comments

God said it (song lyrics) [pdf]

https://www.lpmbc.org/UserFiles/Ministries/AVoices/Docs/Lyrics/God_Said_It.pdf
1•marysminefnuf•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!