explainable-systems

Causal Processing Unit: permission-first engine for cause→commit→execute pipelines (Gate/Incubator/vCML).

AXIOM Mesh 0.12.0-dev.3: local-first, fail-closed coordination substrate for human and machine principals, with policy-bound execution, cryptographic evidence, constrained-machine discovery and receipts, and governed runtime boundaries. No live deployment or production promotion claimed.

### AIDE — Decision Intelligence Operating System This notebook demonstrates a research-grade, risk-first decision intelligence system for capital allocation. The focus is on survivability, explainability, and governance rather than prediction or trading performance.

Explainable placement readiness, evidence-backed job matching, secure resume storage, and application tracking for CS students.

A stability-first, rule-driven job discovery agent that monitors Naukri listings, filters opportunities based on predefined criteria, And notifies users in near real-time without aggressive automation or platform abuse.