I build systems that do not just inspect model behavior - they measure instability token-by-token and intervene in real time. Observer is the current flagship.
A/B/C
Controlled test sweeps
Token-level
Streaming diagnostics
Closed-loop
Real-time intervention
Evidence
Current public runs on Qwen2.5-7B show measurable regime shifts under deterministic branchpointing and adaptive control.
0
Critical events in System4 A/B/C
80.6%
Peak intervention duty cycle
3
Distinct behavioral basins under same prompt
160
Token horizon in published A/B/C runs
Projects
A layered portfolio across runtime control, multi-model generation, and practical AI security.
Closed-loop LLM stability stack with deterministic branchpointing, diagnostics fusion, and adaptive intervention policies.
Read the paperMulti-model pipeline that converts prompts into structured JSON specs for downstream AI build workflows.
Request private demoOpen-source local-first AI security and monitoring daemon focused on practical operator visibility.
Open source repoJSONL event traces, trajectory metrics, and dashboards designed for reproducible comparison across runs.
View run frameworkContact
I am based in Huntsville, Alabama. I build nights and weekends around a full-time role, and I am open to serious collaborations.
Personal
Air Force veteran. Self-taught systems builder. I care about evidence, repeatability, and shipping things that hold up under pressure.