# SPOTLIGHT
# ARTICLES
The Strangler Strangler Flow
The Strangler Strangler Flow (hereafter: the AI Strangler Flow) reimagines legacy system displacement for the agentic AI era. Unlike traditional big-bang rewrit...
Beyond Capability: The Normative Boundaries of Human-AI Collaboration
Kant shows that someone must set the goals, Gödel that someone must evaluate the system from outside, and Wittgenstein that some practices dissolve entirely when the human is removed: together they establish that the human role in AI-enabled work is structural, not transitional.
A Software Architecture for Deterministic Post-Generation Validation of LLM Outputs
Logic-Guard-Layer (LGL) is a software architecture designed to close the structural reliability gap in LLM outputs without modifying the underlying model.
Application: Adaptive Multi-Agent Negotiation Framework for Decentralized Markets
The Demo of the Multi-Agent Energy Market Simulation with Lightning Network payments and Mean-Field Game Theory (see the paper)
The Art of Not Being Fooled by Your Own AI
A slightly irreverent guide to neuro-symbolic validation of Large Language Model outputs
Application: Logic Guard Layer for Deterministic Post-Generation Validation of LLM Outputs
The Demo Implementation of the Logic Guard Layer Whitepaper
Adaptive Multi-Agent Negotiation Framework for Decentralized Markets
This whitepaper presents a decentralized negotiation framework for local energy and resource markets and guides the reader from first principles to implement...
# SYSTEM INFO
ARTICLES: 7
LAST ADDED: 2026-04-01