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11 projects

base120

Last released

120 callable reasoning operators for structured thinking — stdlib-only, dual-path (deterministic + LLM), tuple-native

hummbl-bif

Last released

Batch Ingestion Framework — systematic methodology for technical knowledge acquisition using AI assistants

hummbl-bus

Last released

Secure append-only TSV coordination bus for multi-agent systems

governed-compression

Last released

Private research surface for governed compression experiments

hummbl-tuples

Last released

HUMMBL Typed Tuples governance model

hummbl-governance

Last released

Governance primitives for AI agent orchestration: kill switch, circuit breaker, cost governor, delegation tokens, audit log, identity registry, schema validation, coordination bus, compliance mapper, health probes, BaseNTuple universal governance tuples, TupleSchemaRegistry, AdversarialTupleGenerator, MerkleAnchor, SovereignCryptosystem.

hummbl-kernel

Last released

HUMMBL orchestration kernel — lightweight workflow execution with security, compliance, and fleet coordination

hummbl

Last released

Structured reasoning framework for AI agents — turns plans, hypotheses, observations, evaluations, decisions, and reflections into durable, inspectable artifacts

arbiter-dev

Last released

DEPRECATED: Merged into 'arbiter-score'. See https://pypi.org/project/arbiter-score/

hummbl-cognition

Last released

Cognitive Ledger Protocol (CLP) and Open Brain server for HUMMBL agent reasoning

arbiter-score

Last released

Deterministic, polyglot code quality scoring with governance integration

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