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AIdevsmartdata/README.md

Kévin Rémondière

Independent researcher and engineer: local AI, measured, and science with verified tools. Chercheur et ingénieur indépendant : l'IA locale, mesurée ; la science, avec des outils vérifiés.

Local AI, measured

  • chimere — Rust-native MoE inference runtime with custom CUDA kernels for Blackwell GPUs (speculative decoding, multi-tier memory), targeting a 35B MoE model on a single RTX 5060 Ti 16 GB.
  • strixhalo-verified — Qwen3.8-Flash-Next 125B on one AMD Strix Halo: 54 patches and agent-loop speed-ups, checked against full-precision reference logits.
  • ramp-quant — RL-guided adaptive mixed-precision quantization for GGUF models.
  • chimere-odo, chimere-studio — orchestration and a local-first workspace around the runtime.

Science with verified tools

  • yang-mills-lean-statement — a candidate Lean 4 statement of the Clay "Yang–Mills existence and mass gap" problem, with compiled guards against fake models; v1.1 adds the q-form of the gap and its closure under limits. DOI 10.5281/zenodo.23644079. A statement, not a proof.
  • su2-heatbath-gpu — SU(2) lattice gauge Monte Carlo on AMD and NVIDIA GPUs, byte-identical across vendors. DOI 10.5281/zenodo.23644086.
  • crossed-cosmos — an earlier exploratory preprint, kept as a historical snapshot with dated integrity corrections (see its README).

How I work

AI agents (Claude, GPT, Kimi, DeepSeek) write most of the code and text under my direction. Results are kept only when they pass mechanical checks: preregistered criteria, mutation tests, byte-for-byte reproducibility, the Lean kernel. Limits and negative results are reported alongside the positive ones.

ORCID 0009-0008-2443-7166

Popular repositories Loading

  1. chimere chimere Public

    Rust-native MoE inference runtime with custom CUDA kernels for Blackwell GPUs. Includes DFlash speculative decoding, multi-tier Engram memory, and entropy-adaptive routing. Targets Qwen3.5-35B-A3B …

    Rust 9 1

  2. testrepo testrepo Public archive

    test ibm coursera

    Shell 1

  3. chimere-odo chimere-odo Public

    Unified inference orchestrator: intent classification, adaptive compute routing, quality-gated self-improvement loop, SOTA web search pipeline, and multi-tier Engram memory management.

    Python 1

  4. ramp-quant ramp-quant Public

    RAMP: RL-guided Adaptive Mixed-Precision quantization for GGUF models. Data-free sensitivity analysis, evolutionary search, per-tensor type optimization. Produces hardware-optimized GGUF for consum…

    Python 1 1

  5. strixhalo-verified strixhalo-verified Public

    Qwen3.8-Flash-Next 125B on one AMD Strix Halo (Vulkan): 54 patches, agent-loop speedups, checked against full-precision reference logits

    Python 1 1

  6. gkpbt-css-circle gkpbt-css-circle Public archive

    Forked from ibm-developer-skills-network/gkpbt-css-circle

    css-circle

    HTML