Determinism Python Packages

trustgraph-base

The Semantic Intelligence Layer for Ontologies

trustgraph-embeddings-hf

The Semantic Intelligence Layer for Ontologies

trustgraph-flow

The Semantic Intelligence Layer for Ontologies

trustgraph-cli

The Semantic Intelligence Layer for Ontologies

trustgraph

The Semantic Intelligence Layer for Ontologies

trustgraph-vertexai

The Semantic Intelligence Layer for Ontologies

trustgraph-bedrock

The Semantic Intelligence Layer for Ontologies

trustgraph-ocr

The Semantic Intelligence Layer for Ontologies

trustgraph-mcp

The Semantic Intelligence Layer for Ontologies

wickra-verify

Verify any backtest: deterministically confirm or refute a claimed backtest report against its strategy and data, in ten languages.

wickra-proof

Proof-of-Backtest: deterministic (spec, data) -> report + blake3 hash, byte-identically recomputable in 10 languages. Kills trust-me-bro backtest screenshots.

wickra-benchmark

Reproducible, golden-verified benchmark suite for quant backtests — recompute any (strategy, dataset, report) in ten languages and confirm it byte-for-byte.

trustgraph-docling

The Semantic Intelligence Layer for Ontologies

framework-reproducibility

Providing reproducibility in deep learning frameworks

xronos

Xronos revolutionizes robotics software — enabling reproducible behavior, timing control, and rapid root cause analysis through built-in observability.

trustgraph-unstructured

The Semantic Intelligence Layer for Ontologies

mentiora-loom

Agent-first browser automation runtime — deterministic Chromium sessions with replay-equal hash chains, MCP-native tools, and a content-addressed action store.

replayguard

Determinism checker for AWS Lambda durable functions - static analysis for Python, TypeScript, Java and Rust, plus a dynamic replay-divergence harness

openquanter

Built so that every cent between a backtest and the live run can be accounted for. Rust components for quantitative trading — take the whole engine or one crate. Margin and liquidation are modelled, so backtests stop flattering you.

agentos-platform

Deterministic record, replay, and git-bisect for AI agent runs. Reproduce a broken run byte-for-byte offline, then binary search to the commit that broke it.

semq

Deterministic symbolic codes for embedding vectors. Byte-identical across CPUs and languages, content-addressed, diffable and verifiable. C core with Python, Rust, Go and TypeScript bindings.

linguafrancabase

Intuitive concurrent programming in any language

tensorflow-determinism

Providing reproducibility in deep learning frameworks

reeltime

Deterministic record/replay debugger for LLM agents: replay a failed run offline, instantly, for free