governance architecture for trustless execution

VAAK (वाक्) · Voice-Activated Autonomous-Knowledge-System · Domain-Agnostic Voice / Text / Chat Agent Built with Rust · Runs on CPU · No Cloud Dependencies · Scalable · Memory-Safe · Sovereign · Low-Cost · Real-Time · Deterministic · Compliant

Knowledge hardening protocol for the AI era. Band-calibrated, real world scenario quizzes (B1–B5) with refinement probes, Dreyfus + IEEE SWECOM + SFIA v9 anchored, and per-band literature scoping. Inverts the LLM into a constrained tutor to facilitate conceptual fluency.

Domain-agnostic mutation framework for structured artifacts, built for property-based testing, intelligent fuzzing and transformation validation.

Learning to Generalize towards Unseen Domains via a Content-Aware Style Invariant Framework for Disease Detection from Chest X-rays

Domain-agnostic PC2E-aligned client-side Personally Identifiable Information (PII) masking interceptor for cloud LLMs.

A production-grade MVP that challenges algorithmic bias and echo chambers in RAG systems. It audits global news and PDFs to uncover hidden risks and resilience in macro trends. Built with a Researcher–Auditor–Contrarian workflow using LangGraph, it runs locally with Ollama and OpenSearch for privacy.