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Products that do what The Thiele Machine – Coq-Verified Computational Model Beyond Turing does

The Thiele Machine is a formally verified universal computational model the surpasses Turing machines in key ways. It's fully proven in Coq (including kernel theorems and universality containment), features a python implementation for simulation and includes hardware designs in Verilog for potential FPGA/ASIC builds. The core idea: a paradigm shift using μ-bits for stricter computation under real-world constraints, tying into physics (e.g., Noether’s theorem) and emergence in chaotic systems. The repo includes a 13-chapter thesis (PDF and sources), proofs, and tools for exploration.…

  1. 1
    QwQ-32B197

    Matching R1 reasoning yet 20x smaller

    2025

  2. 2AT

    A 3.16M-parameter INT4 transformer running entirely in the on-chip memory of a Xilinx Kria KV260. Zero DRAM in the token loop, 59,965 tok/s on the fabric, bit-exact. Chat with it live.

    27d ago · mikeayles.com

  3. 3

    A powerful open model for agentic coding tasks

    2025

  4. 4TV
  5. 5

    The open sparse MoE model for agentic coding

    Apr 2026

  6. 6

    The sweet-spot open dense model for coding agents

    Apr 2026

  7. 7

    Qwen’s most capable model for coding and cowork

    Aug 2026 · qwen.ai

  8. 8

    Microsoft’s New Small Language Model For Complex Reasoning

    2024

  9. 9
    Mercury 2152

    Fastest reasoning LLM built for instant production AI

    Feb 2026

  10. 10
    QU3133

    Quantum-safe MCP servers for private, verifiable inference

    2025

  11. 11

    Dual-brain edge AI computer by Qualcomm and Arduino

    Mar 2026

  12. 12FV

    To my knowledge, this is the first formally verified implementation of a 3D constructive solid geometry (CSG) operation: mesh intersection, implemented in Lean 4 and verified against a concise specification that pins down the surface of the resulting mesh exactly and guarantees practical well-formedness conditions on the triangulation. This project is also an experiment in avoiding having to trust AI-generated code. A human reviewer only needs to read 93 lines of formal specification and run the Lean checker to certify the correctness of the kernel, skipping the intricate 1000+ lines of…

    Jul 2026 · github.com

  13. 13
    QWQ-Max126

    New LLM by Alibaba excelling in reasoning w/ "thinking mode"

    2025

  14. 14TM

    2015 · github.com

  15. 15FV

    We open-sourced the TLA+ and Fizzbee verified spec behind Ursa's storage engine. Verification across ~200K states caught a design bug that years of production missed. We then handed the spec to Claude Code — it produced a working Rust implementation (concurrent producers, compaction, fencing) without back-and-forth. We think verified specs are the best harness for coding agents: open-source the spec, let anyone implement it.

    Apr 2026 · github.com

  16. 16

    Cohere's first open-source agentic coding model

    Jun 2026 · cohere.com

  17. 17MA

    I'm interested in Buddhist philosophy, and specifically studying Nāgārjuna's Middle Way gave me inspiration to formalize it mathematically and see what would emerge as a result. (My background: engineer/co-founder (Qualcomm/Adreno GPU, Bumble, Stereo), 16 years of meditation practice, 2+ years in Southeast Asian monasteries and silent retreats) Starting from one Buddhist-inspired axiom—recursive duality E={E⁻,E⁺} - I derived: 1) Boolean logic (from period structure of minimal couplings) 2) Universal computation (closure enables Turing-completeness) 3) Memory (pattern persistence…

    Jan 2026

  18. 18

    A new programming language rooted in Pure Mathematics

    2025

  19. 19TA
  20. 20AG

    2019 · made2591.github.io

  21. 21CT

    Hey there HN! We’re Vasilije, Boris, and Laszlo, and we’re excited to introduce cognee, an open-source Python library that approaches building evolving semantic memory using knowledge graphs + data pipelines Before we built cognee, Vasilije(B Economics and Clinical Psychology) worked at a few unicorns (Omio, Zalando, Taxfix), while Boris managed large-scale applications in production at Pera and StuDocu. Laszlo joined after getting his PhD in Graph Theory at the University of Szeged. Using LLMs to connect to large datasets (RAG) has been popularized and has shown great promise.…

    2025 · github.com

  22. 22FA

    We've been working on an open-source coding agent that generates code alongside machine-checkable proofs. We'd love feedback from the HN community, especially from people interested in formal verification, Lean, Dafny, or AI coding agents. Currently, only 3 langauges can be verified.

    Jul 2026 · github.com

  23. 23IO

    Hey folks, I’m the creator of WFGY — a semantic reasoning framework for LLMs. After open-sourcing it, I did a full technical and value audit — and realized this engine might be worth $8M–$17M based on AI module licensing norms. If embedded as part of a platform core, the valuation could exceed $30M. Too late to pull it back. So here it is — fully free, open-sourced under MIT. --- ### What does it solve? Current LLMs (even GPT-4+) lack *self-consistent reasoning*. They struggle with: - Fragmented logic across turns - No internal loopback or self-calibration - No modular thought units - Weak…

    2025 · github.com

  24. 24

    Local, gradient-free neuro-symbolic memory engine combining Hyperdimensional Computing (HDC/VSA), Hebbian plasticity, and graph triples for offline AI. - roandejager/Hillock

    7d ago · github.com

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