Full time· Oct 2026 - Present
AI/ML Engineer (L3)
ClaySys Technologies
Working with System One Models (Jev, Von, and Laya), a class of non-autoregressive models that turn unstructured application state into fast, typed, confidence-scored decisions for software automation.
What I did
- 01System One Models: Building with Jev, Von, and Laya, models designed for structured decisions (choices, scores, yes/no judgments, probabilities) rather than open-ended text generation.
- 02Typed Decision Pipelines: Integrating System One Model outputs into automation workflows where software consumes type-safe values and calibrated confidence scores directly, with no free-text parsing.
- 03Agent Decision Layers: Applying System One Models to agentic tasks such as tool selection, document relevance, request urgency, and escalation decisions in place of heavier LLM calls.
- 04Latency-Critical Inference: Using single-forward-pass, non-autoregressive inference to serve decisions far faster than frontier LLMs for high-throughput production workloads.
Skills
PythonSystem One ModelsJevVonLayaMachine LearningStructured OutputsAI AgentsLLMAI Automation
Projects
- System One Models (Jev, Von, Laya)
