Focus

Primary focus: production-grade Agent platform architecture

Focused on Agent runtime, tool systems, permission audit, replay evaluation, LLMOps, and enterprise integration to bring LLM capabilities into core business workflows.
  • Agent Runtime
  • Tool-use / MCP
  • Permission & Audit
  • Replay Evaluation
  • LLMOps
  • Enterprise Integration

Related Work

Most relevant case studies for this focus.

Framework

Production-grade Agent Platform Architecture

A focused evidence framework for Agent runtime, tool systems, permission audit, replay evaluation, and enterprise integration.

  • Agent Runtime
  • Tool-use
  • LLMOps
  • Evaluation
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Supporting Evidence

Agent Platform Data Feedback Loop

Supporting evidence for a production Agent platform: connecting traces, badcases, evaluation samples, and preference data.

  • Preference Data
  • DPO
  • Evaluation
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Related Lab

Lab notes that match this capability profile.

Replay Eval

Agent Replay Evaluation Harness

Built reproducible Agent regression evaluation from production traces for prompt, tool, and model changes.

  • Evaluation
  • Replay
  • Regression
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DPO

DPO for Tool-use Preference

Shows how an Agent platform can turn tool-use badcases into preference data and quality improvement interfaces.

  • DPO
  • Tool-use
  • Preference Data
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Contact

Focused on enterprise Agent platform architect / LLM application platform lead opportunities

Best for conversations around enterprise Agent platform architecture, runtime governance, evaluation gates, and core workflow integration.