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stephen lutar

Username    betterwithage
Date joined   Joined

20 projects

szl-guardrail-receipt

Last released

Thin, dependency-light adapter that wraps any LLM guardrail verdict (Llama-Guard / NeMo-Guardrails / guardrails-ai / your own callable) and emits a signed, hash-chained DSSE decision receipt aligned with SZL's governed-receipt-spec. UNSIGNED-honest fallback; never fabricates a signature, an energy joule, or a Λ 'proven'.

szl-nemo

Last released

Deterministic doctrine and proof-carrying inference-envelope witness. Not Nemotron, not an LLM, not a CUDA kernel.

szl-receipt-dsse

Last released

Shared signed-receipt library for SZL components — DSSE/ECDSA-P256-SHA256 signing on pinned maintained libraries (in-toto-attestation 0.9.3 + cryptography 50.0.1; cosign-compatible, UNSIGNED-honest fallback) plus in-toto/SLSA-shaped attestation and EU AI Act / NIST AI RMF compliance-evidence mapping.

vsp-otel

Last released

Verifiable Span Provenance via OpenTelemetry — real OTLP/gRPC exporter + DSSE/Khipu span processor for the SZL mesh

szl-pin

Last released

Self-verifying hashes over supplied unique repository heads; drift named per repository

szl-openshell-receipts

Last released

Governed, hash-chained receipts and an independent reach-delta witness for sandboxed agent runtimes.

szl-invariants

Last released

Eight falsifiable receipt/ledger invariants. Software kernel, not a trained model.

szl-energy-attest

Last released

Attestable energy receipts for governed compute — MEASURED-NVML joules, cheapest-watt placement, hash-chained signable receipts.

szl-calibration

Last released

SZL Calibration Intelligence Plane - exact calibration metrics, UNSIGNED_HONEST receipt chain, fail-closed weight gates, FastAPI + Prometheus surface.

szl-evidence-mandate

Last released

Scientific Evidence Gate engine plus evidence-backed estate audits (GitHub + Hugging Face).

szl-triage

Last released

Governed, evidence-bound triage: a language model may extend reach but never hold authority.

khipu-x1

Last released

FPGA-first governed LLM accelerator software reference

szl-quant-bench

Last released

Honest quantization quality-curve bench: cosine/KL/top-1 degradation vs bit-width, hash-chained receipts. Fail closed.

szl-ci-witness

Last released

CI runs as hash-chained witness receipts - regressions and fixes detected from the chain, not dashboards

szl-engine-bench

Last released

Honest inference-engine benchmark harness: TTFT, ITL, goodput-at-SLO, fairness gates, and hash-chained receipts.

szl-retrieval-bench

Last released

Honest retrieval benchmark lane: BM25, TF-IDF dense, RRF hybrid, nDCG/Recall/P@k/R-precision/MRR/MAP, fairness gates, hash-chained receipts. Fail closed.

szl-eclipse

Last released

Mutation-testing for receipt verifiers - who verifies the verifier

szl-crosscheck

Last released

Cross-implementation receipt verification - two harness chains in, CONSISTENT/DIVERGENT/INCOMPARABLE out

szl-evidence-litellm

Last released

SZL Evidence Plane plugin for LiteLLM: hash-chained, DSSE-signed receipts for every LLM request via LiteLLM's callback system.

szl-receipts

Last released

Cryptographic receipt core for the SZL Holdings estate: RFC 8785 JCS, DSSE/Ed25519, in-toto statements, hash-chained GovernedAction receipts.

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