onestardao/WFGY
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WFGY is heading toward WFGY 5.0 Polaris Protocol, a major open-source release for AI reasoning, RAG, agents, and real-world workflows. Includes Problem Map, Global Debug Card, WFGY 4.0, and the CFV Easter Egg.
26 mentions on Hacker News by 5 people: 15 stories, 11 comments · first 2025-06-15 · latest 2026-02-14
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Show HN: A text-only reasoning core for LLMs (MIT, system prompt and self-test)story by wfgy-github · 2026-02-14 · 0 comments
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Show HN: "hard questions" as a shared language for cross-domain reasoningstory by wfgy-github · 2026-02-11 · 0 comments
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Show HN: 70 days, 800 stars. If AI bugs are not random but math inevitable?story by tgrrr9111 · 2025-08-31 · 1 comment
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Show HN: Txtos for LLMs – 60 SEC setup, long memory, boundary guard, MITstory by tgrrr9111 · 2025-08-28 · 1 comment
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Show HN: 70 Days → 800 GitHub Stars (Cold Start) – My Secret Was a Problem Mapstory by tgrrr9111 · 2025-08-26 · 1 comment
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We open-sourced a 'Semantic Clinic' for LLM bugs – 16 root causesstory by TXTOS · 2025-08-07 · 1 comment
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Show HN: A tiny reasoning layer that steadies LLM outputs (MIT; +22.4% accuracy)story by TXTOS · 2025-08-04 · 0 comments
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Show HN: I made a semantic OS for language reasoning (not kidding)story by TXTOS · 2025-08-01 · 0 comments
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Show HN: Subtle Failure Modes I Keep Seeing in Production‑Grade AI Systemsstory by TXTOS · 2025-07-30 · 2 comments
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…system WFGY. It’s open-source and probably way too chaotic for normal devs, but here’s the repo: https://github.com/onestardao/WFGY We’re also releasing a Blur module soon — a kind of “paper hallucination layer” — meant to simulate…
comment by TXTOS · 2025-07-27 · in why art will survive AI -
…meaning-routing as a core design variable. I wrote a weird little engine to explore this problem: https://github.com/onestardao/WFGY It’s more a semantic firewall than an IDE — but it solves the exact thing these tools fail at: continuity…
comment by TXTOS · 2025-07-25 · in Ask HN: Why do Cursor, Windsurf and Claude Code dominate the conversation? -
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Show HN: WFGY – Endorsed by Tesseract.js dev, 2k+ downloads/month livestory by TXTOS · 2025-07-23 · 3 comments
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…"snap-in" upstream for symbolic grounding. drop by our playground if curious (PDF only, no setup): https://github.com/onestardao/WFGY
comment by TXTOS · 2025-07-23 · in Show HN: Lossless Semantic Matrix Analysis (99.999% accuracy, no training) -
…works for LLMs and EEG pattern compression. If you're curious, we've made the math public here: https://github.com/onestardao/WFGY → Some of the equations were co-rated 100/100 across six LLMs — not because they’re elegant, but because…
comment by TXTOS · 2025-07-23 · in Key technological advance in neural interfaces -
…to understand what's buried underneath. Backed by the creator of tesseract.js (36k) More info: https://github.com/onestardao/WFGY
comment by TXTOS · 2025-07-22 · in Ask HN: How do I prevent AI from reading/training off my content? -
…Most models assume it does. We don’t. Backed by the creator of tesseract.js (36k) More info: https://github.com/onestardao/WFGY
comment by TXTOS · 2025-07-22 · in Ask HN: What is your most disturbing moment with generative AI? -
…the creator of tesseract.js (36k) — who gets why document mess is the real challenge. Check it out: https://github.com/onestardao/WFGY
comment by TXTOS · 2025-07-22 · in Ask HN: Who is doing the best Word/PDF RAG tool with deep research? -
…recently, which was huge for us. Anyway, core engine is all open source if anyone’s curious: https://github.com/onestardao/WFGY Would love to hear if others are exploring non-flat logic or weird manifold behavior in language space too. can…
comment by TXTOS · 2025-07-21 · in Why do we still flatten embedding spaces? -
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Show HN: Achieves Perfect 100 Score Across 6 Leading AI Model Evaluationsstory by TXTOS · 2025-07-16 · 8 comments
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Show HN: TXT OS – Open-Source AI Reasoning, One Plain-Text File at a Timestory by TXTOS · 2025-07-13 · 6 comments
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…— because embedding space lacks convergence rules. This engine creates those rules. GitHub: https://github.com/onestardao/WFGY Happy to explain anything in more technical detail!
comment by WFGY · 2025-06-28 · in Show HN: I open-sourced a $1M engine for closing loops in embedding space -
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Show HN: I open-sourced a $1M engine for closing loops in embedding spacestory by WFGY · 2025-06-28 · 10 comments
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Show HN: WFGY – A reasoning engine that repairs LLM logic without retrainingstory by WFGY · 2025-06-18 · 6 comments
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…• Stability ↑ 3.6× No installs. Just feed the AI a file and use a new style of prompt. GitHub: https://github.com/onestardao/WFGY
comment by PSBigBig · 2025-06-16 · in Ask HN: What's the coolest AI project you've seen? -
…you’ve ever felt AI prompting is a weird dark art... this made it feel like turning on a light. → https://github.com/onestardao/WFGY
comment by PSBigBig · 2025-06-16 · in Ask HN: What cool skill or project interests you, but feels out of reach? -
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Show HN: AGI Lite for Free,Semantic AI boost with WFGY(stability ×3.6, open SDKstory by PSBigBig · 2025-06-15 · 1 comment