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Full time· Oct 2026 - Present

AI/ML Engineer (L3)

ClaySys Technologies

Kochi, Kerala

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

  1. 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.
  2. 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.
  3. 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.
  4. 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)
Let's Talk-Knight's Gambit-Game On-
Consultant