LEASH — Lightweight Encrypted Agent Secret Handling. A proposed companion standard to MCP for secure, auditable, human-controlled secret access by AI agents.
Code for constructing and evaluating neuro-symbolic prompting methods. Used for experiments in "The Road to Generalizable Neuro-Symbolic Learning Should be Paved with Foundation Models."
This repository conducts security audits on digital identity verification systems, identifies vulnerabilities through whitepapers and technical POCs, and offers decentralized, privacy-preserving solutions.
Vocabulary anchor for the Personal AI OS thesis — kernel-layer substrate for human-AI co-evolution.
A position paper on the missing kernel layer between human judgment and self-evolving AI agents — provenance, drift protection, co-evolution.
Position paper: The Pre-Articulation Observability Boundary - A Structural Constraint on Language-Based AI Systems (December 2025)
Agents instrumented with drift detection — execution-overrun, abstraction-drift, premature closure surfaced.
Position paper: Elastic Automators — A Diagnostic Vocabulary for Language-Model-Driven Workflow Systems. Author: Alexandru Mares (allemaar.com).
Paper submitted to ECIS workshop on Surveillance in Digital Society
Kernel implementation of Personal AI OS — runtime substrate enforcing provenance and judgment integrity.
The Limits of My Tokens: The Token-Substrate Hypothesis and the Coinage Probe — a position paper on LLM cognition paired with a pre-specified multi-model probe study.
Agents that distinguish current judgment from stale opinion in persistent memory.
Self-evolving agents whose every mutation must emit provenance — speed preserved, silent drift eliminated.
Provenance-enforced calibration: external feedback → tagged source → schema delta → human ratifies → audit trail.
A paradigm for compiling director intent into rehearsable, executable, audit-traceable live-stage artifacts under a single authoritative truth source. Analogous to Sim-to-Real in robotics.
Core / edge schema separation: stable judgment in core, evolving capability in edge, provenance-mediated promotion.
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