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Entry price
Free
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Creators
Andrew Correa
@monostateai· 20 followers
Launched
15mo ago
2025-09-03 · Est.

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Events1 marketing move

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X accounts@monostateai

  • Launched on Product HuntLaunch

    Vibe Training AI models

    Mar 12 · 8mo agoLaunch page

  • Launched on Show HN (33 pts · 4 comments)Launch

    Entropy-Guided Loop – How to make small models reason — TLDR: A small, vendor-agnostic inference loop that turns token logprobs/perplexity/entropy into an extra pass and reasoning for LLMs. - Ca…

    Sep 3, 2025 · 15mo agoLaunch page

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Show HN
2025-09-03Source
Post excerpt:
TLDR: A small, vendor-agnostic inference loop that turns token logprobs/perplexity/entropy into an extra pass and reasoning for LLMs. - Captures logprobs/top-k during generation, computes perplexity and token-level entropy. - Triggers at most one refine when simple thresholds fire; passes a compact “uncertainty report” (uncertain tokens + top-k alts + local

Open Source & Self-Hosting

GitHub · MCP / Skill
monostate/weave-logprobs-reasoning-loop
GitHub Stars
★ 15
Forks
—
License
See repository
Primary language
—
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Domain authority —Domain registered 2024-03-30

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Traffic data: Vaneform

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Tracked since 2026-03-12

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monostate.ai/ Snapshot 2026-11-08

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Questions & evidence

What is Monostate and what platforms does it support?
Monostate is catalogued under Model Training & Inference Infrastructure: Custom AI Training. Supported platforms: Web.
Is Monostate open source?
Monostate has a public repository (https://github.com/monostate/weave-logprobs-reasoning-loop) with its source repository published, recording 15 GitHub stars.Source

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