Pinned Loading

1. Research-index Research-index Public

   A collection of research explorations that left something reusable behind — methods, experiments, protocols, and architectural patterns that turned out to travel beyond the problem they were origin…

2. Stability-Before-Alignment Stability-Before-Alignment Public

   Structural stability architecture for self-modifying optimisation systems. An architecture for keeping a self-modifying system coherent regardless of whether its goals are correct, built on layered…

   Python 1

3. connector-os connector-os Public

   The Autonomic Nervous System for LLMs. A reference architecture adding state-awareness, sensory feedback, and stability control to raw inference models. The engineering bridge from Chatbots to Agents.

   Python 1

4. Unlearnable-Interference Unlearnable-Interference Public

   (Formerly ZPRE-Implementation-6G). A runnable demonstration that adaptive interference cancellation fails against signals whose structure resets faster than any learner can align — not because the …

   Python 4

5. Transition-Grammar-for-Reasoning-Systems Transition-Grammar-for-Reasoning-Systems Public

   A telemetry layer for reasoning systems that monitors the trajectory of reasoning rather than judging the final answer. Using simple geometric signals derived from embeddings, it detects failure mo…

   Python

6. hyperloop-fxso hyperloop-fxso Public

   A runnable exploration of whether simple overlap-based interactions between locally evolving agents can produce stable collective behaviour without explicit message passing. The repository develops…

   Python