alethic-kernel 0.3.0

Alethic: a governed cognitive substrate for AI systems

Alethic

A governed cognitive substrate for AI systems.

Models propose. Alethic decides what may enter state and what may become action.

Alethic places a small, enforceable kernel between reasoning components and external effects. It maintains typed state, links beliefs to evidence, applies declarative constraints, and records why each proposal was committed or invalidated. The kernel contains no model, prompt, tool, task, or domain logic.

Install

The Python distribution is named alethic-kernel; its single import namespace is alethic.

pip install alethic-kernel

Use

from alethic import Kernel

kernel = Kernel()
trace = "episode-001"

kernel.write(
    "tool",
    "percepts",
    "COMMIT",
    "observation",
    {"value": 42, "stale": False, "conflict": False},
    trace,
    confidence=0.9,
)

proposal = kernel.write(
    "planner",
    "beliefs",
    "PROPOSE",
    "threshold_reached",
    {"value": True, "depends_on": ["observation"]},
    trace,
    input_refs=["observation"],
)

committed, reason = kernel.commit_belief_from_proposal(proposal.id, trace)
print(committed, reason)

Every worker can propose. Only the kernel can commit. State lives in seven semantic slots: percepts, beliefs, constraints, plans, evidence, predictions, and actions.

What belongs here

This repository contains only the domain-neutral Alethic substrate:

• the governed blackboard kernel and typed record schema;
• evidence, confidence, conflict, constraint, and prediction validation;
• in-memory and SQLite stores;
• worker orchestration, sessions, simulation, and adaptive constraints;
• tests, architectural documentation, and a domain-neutral example.

The controlled study, results, and verification artifacts live separately in governed-cognition.

Documentation

• Architecture
• API reference
• Workers
• Research paper

Source layout

The repository name is Alethic exactly once. Setuptools maps src/ directly to the installed alethic namespace.

src/
  __init__.py
  kernel.py
  schema.py
  permissions.py
  validators.py
  store.py
  sqlite_store.py
  worker.py
  orchestrator.py
  session.py
  sim_worker.py
  adaptive_worker.py

Development

python -m pip install -e ".[dev]"
pytest
mypy --strict src

License

MIT © Emil Uzelac