Model Poisoning Python Packages

memora-swarm

Bit-exact Byzantine-fault-tolerant state layer for federated learning and edge/defence swarms — client SDK, framework adapters, docs & validation battery for the Memora consensus engine.

memora-autogen

Bit-exact Byzantine-fault-tolerant state layer for federated learning and edge/defence swarms — client SDK, framework adapters, docs & validation battery for the Memora consensus engine.

memora-crewai

Bit-exact Byzantine-fault-tolerant state layer for federated learning and edge/defence swarms — client SDK, framework adapters, docs & validation battery for the Memora consensus engine.

memora-langchain

Bit-exact Byzantine-fault-tolerant state layer for federated learning and edge/defence swarms — client SDK, framework adapters, docs & validation battery for the Memora consensus engine.

acfa-flower

Train one machine-learning model across many parties who don't trust each other. A dishonest minority can't skew the result, and every party computes byte-for-byte identical output on any CPU or architecture (big-endian included) — so each round ships a receipt anyone can re-check offline and reproduce exactly. Rust; drop-in for Flower.