Blog
Technical writing on STRATON-LLM, ontology negotiation, multi-agent communication, evaluation, and system design. The goal of this writing is simple: explain how the system works, why key design choices were made, and what engineering lessons emerge from building it.
Current series
Publishing STRATON-LLM in public
These articles are written to signal architectural thinking, not just tool familiarity. Each post connects a core idea to an implemented or clearly engineered system behavior.
April 5, 2026
8 min read
System Breakdown
Designing Semantic Negotiation for Heterogeneous Intelligent Agents
Why STRATON-LLM treats ontology mismatch as a negotiation problem rather than a simple alignment problem, and how the end-to-end system is structured.
April 4, 2026
7 min read
Concept to Implementation
Why Ontology Alignment Alone Is Not Enough for Real Agent Interoperability
Ontology alignment helps agents find candidate correspondences, but real interoperability needs context, confidence handling, negotiation, and post-dialogue evaluation.
April 3, 2026
8 min read
Interactive Simulation
How Protocol-Governed Dialogue Makes LLM-Supported Negotiation Inspectable
The protocol engine is the control spine of STRATON-LLM. It turns negotiation from a free-form exchange into a replayable, rule-bound process.
April 2, 2026
7 min read
Design Decision
Evaluating Agent Agreements with Dialogue-Aware Trust Heuristics
STRATON-LLM evaluates the quality of an agreement by scoring the dialogue that produced it, not just the final answer.