TXTOS

10 ms·

31.
by TXTOS 1y 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 star
32.
by TXTOS 1y 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 behi
33.
by TXTOS 1y 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 GP
34.
by TXTOS 1y 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 vecto
35.
Show HN: Achieves Perfect 100 Score Across 6 Leading AI Model Evaluations(github.com)
6 points by TXTOS 1y ago|8 comments
36.
by TXTOS 1y ago
Sure — it’s not about activating AI like magic, it’s about steering its reasoning process. Each formula plays a role in making the LLM more stable, coherent, and logically self-aware: • = I - G + mc² defines semantic residue — how far the
37.
by TXTOS 1y ago
Hey, good question! I've actually tested TXT OS with about 10 different AIs already—you can check out the full rundown on my repo. Generally, ChatGPT, Grok, Claude, and Perplexity gave the smoothest and best experience. The others stil
38.
by TXTOS 1y ago
I’ve struggled with this too—our team spans Europe, Asia, and the US. We settled on two practices that really helped: Append-only logs Instead of chat threads that scroll away, we keep a single plain-text “journal” per project. Ev
39.
by TXTOS 1y ago
Semantic Tree Memory We actually serialize the tree as a compact JSON-like structure right in the TXT file—each node gets a header like #NODE:id and indented subtrees. When you reload, TXT OS parses those markers back into your LLM’s memory
40.
Show HN: TXT OS – Open-Source AI Reasoning, One Plain-Text File at a Time(github.com)
10 points by TXTOS 1y ago|6 comments