YieldModel v4.1

IC Manufacturing Yield Analysis

Agentic Analyst's Cockpit for PCB/IC yield prediction.

Domain Overview

YieldModel analyzes IC manufacturing yield using deterministic tools and a physics-based optimization model. It supports a traditional CLI (9 tools) and an Agentic Cockpit (13 tools) with visualizations.

30 PCB Boards

14 component types per board with yield measurements.

18 Tools Total

9 CLI tools + 13 cockpit tools (overlap across variations).

Physics Model

Deterministic optimization using SLSQP and fault probability bounds.

Yield Formula

Y = ∏(1 - p_i)^n_i

Y is the board yield (probability of no defects), p_i is the fault probability for component type i, and n_i is the count of that component on the board.

Agentic Flow

IDLE -> PLANNING -> AWAITING_APPROVAL -> RUNNING -> COMPLETED

PlanBuilder generates a step sequence, the Blueprint Panel surfaces it for approval, and the Agentic Engine executes with full traceability.

Dataset Preview

Board A DIP Nsth G Ct Yield
1 123 580 202 1024 50 86.32%
2 323 240 288 314 60 80.64%
3 20 292 240 560 746 84.10%

Quick Start Queries

"analyze best board" "compare boards 5 and 12" "show yield distribution" "run physics model" "export data to csv"