Framework
The Four Components of an Agent Harness
The components that turn general-purpose AI into a trustworthy production resource. Altimate Core with harness components scores 75% on the Agent Data Engineering Benchmark; Claude Code without them scores around 45%. The harness is the difference.
How it works
- 1Context: Metadata pulled from across the hybrid data stack, plus the tribal knowledge previously locked in employee heads.
- 2Governance: Rules, permissions, and access controls that respect regulated industries like healthcare and financial services.
- 3Tools and Skills: The specific recipes and connectors agents need for specialized data work.
- 4Infrastructure: Sandbox environments for hundreds of agents to work in parallel without touching production.
Hear it on the podcast
Data agents you can trust in production. | Pradnesh Patil from Altimate AIListen to the episodeMore from this episode
The Tribal Knowledge Capture LoopHow the system captures and reuses how senior engineers solve problems.The Token Efficiency StackPradnesh's thesis: Sonnet with the right harness components beats Opus without them. The era of unlimited subsidized tokens from frontier labs is ending — routing is the emerging best practice.The Four High-Value Data Use CasesThe highest-value applications for data agents in production.
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