takeshi_sakamo

3 ms·

1.
by takeshi_sakamo 11mo ago
Author here. If anyone wants the Japanese original (source edition), it’s here: https://doi.org/10.5281/zenodo.17758605 Happy to answer questions about the theory or the math behind it.
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A unified theory of ambiguous cognition for humans and LLMs (FLCT)(zenodo.org)
1 points by takeshi_sakamo 11mo ago|2 comments
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by takeshi_sakamo 11mo ago
FLCT (Fuzzy Latent Cognition Theory) is a unified cognitive framework that explains both human cognition and LLM cognition using only two principles: (1) fuzzy latent representations and (2) biased sampling. The idea is that ambiguity is
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Natural Language OS (NL-OS): An OS written and executed in natural language(zenodo.org)
2 points by takeshi_sakamo 11mo ago|0 comments
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by takeshi_sakamo 11mo ago
For context: ArcOS is not a prompt, not an agent, and not a persona. It is an OS-level model of cognition: - executes reasoning deterministically - preserves user-specific cognitive identity - aligns every conclusion with the Value Core - u
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ArcOS v1.1 – A Natural-Language Cognitive Operating System(github.com)
1 points by takeshi_sakamo 11mo ago|1 comments
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ArcOS: Cognitive clone OS in pure natural language (no code)(zenodo.org)
3 points by takeshi_sakamo 11mo ago|1 comments
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by takeshi_sakamo 11mo ago
Just published ArcOS — a deterministic cognitive clone that runs on any LLM using only natural language. No code, no APIs, no orchestration. Zenodo: https://zenodo.org/records/17675771 Companion 6-agent version (PolyAg
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PolyAgora v1.0 – A Natural-Language Multi-Axis Cognitive OS (Whitepaper, DOI)(zenodo.org)
2 points by takeshi_sakamo 11mo ago|0 comments
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PolyAgora: A natural-language multi-agent OS built through conversation(github.com)
1 points by takeshi_sakamo 11mo ago|1 comments
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by takeshi_sakamo 11mo ago
PolyAgora is an experiment in building a structured multi-agent reasoning system entirely through natural language — no code, no scripts. It evolved into a 6-agent cognitive architecture (Arc / Ann / Saku / Kanzaki / Yu
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by takeshi_sakamo 11mo ago
Short answer: Some of the wording was drafted with AI assistance, but the architecture, constraints, and reasoning model were designed manually. Longer answer: The point of ArcOS isn’t to showcase AI-written copy — it’s to see how far a cog
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by takeshi_sakamo 11mo ago
ArcOS isn’t trying to act like an AI persona. It’s testing whether a stable reasoning pipeline can be built using natural-language constraints alone. If anything feels “sloppy”, it usually means a missing constraint — and that’s exactly
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ArcOS – A natural-language Cognitive Clone OS(github.com)
1 points by takeshi_sakamo 11mo ago|4 comments
15.
by takeshi_sakamo 11mo ago
Hi, author here. If you have any questions about the architecture, the tri-axis model, or the emergent behavior, I’m happy to answer. Also curious to hear whether this approach could be useful for multi-agent research or creative applicat
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Show HN: PolyAgora – A natural-language multi-agent OS built with GPT-5.1(github.com)
1 points by takeshi_sakamo 11mo ago|1 comments