An empirical follow-up to the HNIR-CCP control-plane architecture — comparing deterministic governance against frontier LLMs and guardrail frameworks across 100 structured scenarios.
Writing
Research notes and essays from Teknamin Labs.
Introducing HNIR-CCP — a deterministic control plane that governs policy, state transitions, and execution in AI systems, independent of probabilistic model behavior.
Notes on designing and building a daily ball-bouncing puzzle game for the Reddit platform as part of the Reddit Daily Games Hackathon 2026.
A short introduction to Hybrid Neuro-Symbolic Intent Routing (HNIR) and why deterministic control planes matter for production conversational systems.