This project demonstrates function-calling with Python and Ollama, utilizing the Africa's Talking API to send airtime and messages to phone numbers using natural language prompts. Ollama + LLM w/ functions + Natural language = User Interface for non-coders.

Drop-in prompt patterns, policy blocks, and checklists for building safe AI agents.

Deterministic identity for structured data

security, high accuracy sql agent mcp, include admin panel.

Autonomous AI decisions boundaries. This project demonstrates how guardrails can prevent unsafe AI autonomy.

A lightweight safety primitive for multi-channel estimator disagreement in autonomous systems. Triggers staged, reversible, low-risk behavior until estimates reconverge. Research prototype — not certified.

Working draft v0.2 — interdisciplinary concept bridging neuroscience, psychoanalytic theory, and AI systems architecture. Author: Łukasz Minarowski, MD, PhD ORCID: 0000-0002-2536-3508

Toy governance CLI demo: deny-by-default “danger actions” gated by signed, expiring capability leases (global revoke-all + nonce revoke) plus guarded memory quarantine. Simulation-only: no real network/shell/files. Includes tripwire + tests to prevent misuse.

A mobile security orchestrator for AI agents, powered by Gemini 2.5 Flash. Detecting prompt injections and data leaks in real-time

Privacy-First Recommendation System

The Triune of Sovereignty: Substrate Agnostic Relational Epistemics — Foundational Framework and Cross-Substrate Validation

Behavioural Oversight and Execution Authorization for Autonomous AI Agents

A governance doctrine for AI systems based on explicit oversight. Externalizes trust and uncertainty into auditable, adversarial, and constrainable layers. A design framework, not an implementation guide.

A formal governance architecture for human-AI coexistence - grounded in Shannon entropy, information theory, and game theory

Formales Protokoll zur epistemischen Output-Governance von KI-Systemen.

Researcher | Healthcare AI | Human-AI Interaction | Pharmacovigilance background | AI Evaluation

[6/6] Speculative historical archive — polished coherence_router, 6 exploratory papers. Stepping stone to TiredofSleep/ck.

🔍 Analyze time series data by identifying dynamic patterns, fixed points, and system stability using pure Python with zero dependencies.