neuron-explorer
Steering-first neuron explorer for Qwen3.5-4B: push every MLP neuron, keep every rollout, browse the results
Your kernel and your reference disagree — SemanticCompute tells you where, by how many ULPs, and the likely cause (FMA, reduction order, denormal flush, NaN), classified with evidence, and whether a t
Developer toolsShellGitHub @entertrainmentukOnlineOwner unconfirmed
Have you tried it? One tap is enough. No sign-in needed.
SemanticCompute — public distribution: signed binaries, docs & licence for the numerical-verification tool. Source is closed (commercial licence).
Taken from the repository README
Loading the full README. The saved excerpt is shown below.
Numerical verification for heterogeneous compute. Bring any two arrays — a CUDA, Metal, Triton, or
hand-written kernel result and the reference you trust — and prove they agree under a tolerance you state, or get
an exact account of where and why they diverge. SemanticCompute classifies FMA contraction, denormal flushing,
NaN/infinity differences, reduction order, and ULP drift, and measures accuracy against a higher-precision truth
where a family supplies one. Verification is the product; SemanticCompute is not a general GPU framework.Read the full README ↗Numerical verification for heterogeneous compute. Bring any two arrays — a CUDA, Metal, Triton, or hand-written kernel result and the reference you trust — and prove they agree under a tolerance you state, or get an exact account of where and why they diverge. SemanticCompute classifies FMA contraction, denormal flushing, NaN/infinity differences, reduction order, and ULP drift, and measures accuracy against a higher-precision truth where a family supplies one. Verification is the product; SemanticCompute is not a general GPU framework.
This is the public binary distribution repository: signed/notarised macOS and native Linux artifacts, checksums, SBOM, evidence, release notes, and the commercial licence. Source is not distributed here; source review is available under NDA.
The current v1.23.0 release contains 188 verified families and 20 MCP tools. It includes exact audit/storage families, DICOM/perfusion correlation contract alignment, the bounded Live byte-parity service, MacResilience typed adapters, and licensed Docker MCP distribution.
ghcr.io/entertrainment/semanticcompute-mcp:1.23.0.Start here:
Install after receiving a trial or paid key:
export SEMANTICCOMPUTE_LICENCE_KEY='sc_lic_…'
curl -fsSL https://raw.githubusercontent.com/entertrainment/semanticcompute-dist/main/install.sh | bash
The installer is pinned to 1.23.0, downloads all three native products plus SHA256SUMS.txt, verifies each asset,
and only then installs. Commercial licensing and design partnerships: [email protected].