Quantum Physics x Agents x Instruments

Featured Project

2025Public

LLM Workflow Harness

System Brief

An early workflow orchestration harness that turns natural-language analysis intent into explicit task graphs and schema-constrained tool execution for MATLAB and STM workflows.

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Project Tech Stack

Core
Task Graph scheduler · tool execution engine · namespace manager
Interfaces
natural-language input · form input · JSON task input
Artifacts
structured attention traces · workflow metadata · task bundles

Approach

The prototype represented workflows as graph nodes, tool steps, intermediate results, and workspace state updates rather than open-ended chat, making execution more inspectable and easier to validate.

It used constrained graph syntax and schema validation to turn analysis intent into a TaskGraph-style execution plan for MATLAB and STM workflows instead of relying on free-form tool calling.

That made the harness an early orchestration prototype for separating planning, execution, and workspace state, patterns that later carried into more instrument-facing agent systems.

Outcome

The harness established early patterns for separating planning, execution, and workspace state that later carried into instrument-facing agent systems.

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