Service

AI Foundation Models & Agent Systems

RECNOS builds AI foundation models and autonomous agent systems for enterprise automation. Work covers model selection and fine-tuning, multi-agent orchestration, persistent memory, and retrieval over a client's own corpus, delivered as a production service rather than a prototype.

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What the engagement covers

  • Multi-agent orchestration with explicit task handoff between agents
  • Persistent memory layers that retain context across sessions
  • Retrieval over a client's own document corpus
  • Model selection, evaluation, and fine-tuning against real task data
  • Human-in-the-loop review before automated output is published
  • Cost and latency budgeting for inference at production volume

Where we have shipped this

Technology

PythonPyTorchTensorFlowAI/MLNode.js