Key pointExperience gives the Agent a reviewed investigation environment. It leaves room for professional judgment while presenting important choices, evidence, and unresolved items for human review.
Expertise Package
A Package Containing Reviewed Professional Methods
Rail
A Judgment Scope That Groups Related Professional Questions
Session
Current case observations, decisions, and unresolved gaps
Plan
The current execution plan prepared for engineering review

Experience Is Not a Static Answer, but How to Conduct an Investigation

Experts know what to confirm first, which data cannot be compared, when to obtain more evidence, and when to stop. Files make these methods reusable; they do not completely replicate expert intuition.

White-box architecture means key choices, tool queries, inputs, calculations, and evidentiary links are auditable; it does not display hidden model activations, nor does it guarantee every judgment is automatically correct.

Process IllustrationFrom Expert Guidance to Current Investigation Plan
  1. 01
    SpecDocumentation, Standards, and Expert Explanations

    Start with standard methods; a large historical incident library is not a prerequisite.

  2. 02
    ReviewStructure candidate methods for expert revision

    Specify operational scope, required inputs, conditional branches, and forbidden inferences.

  3. 03
    PlanExecute grounding with current operational data

    The Agent evaluates methods and capabilities within Rails, documenting identified gaps and selection rationales.

  4. 04
    AuthorizeEngineers audit the current investigation plan

    Execution occurs only upon approval; diagnostic reports derive strictly from executed run outputs.

Conceptual diagram corresponding to Rail-based grounding; does not constitute a production deployment or automated method certification.

Five Dimensions for Reusable Engineering Methods

DimensionWhat Must Be PreservedWhy It Is Valuable
Applicable ScopeProcesses, Materials, Equipment, and PrerequisitesAvoid Applying Experience to the Wrong Scenario
Data RequirementsIdentity, Units, Quality, Versions, and Missing-Data HandlingFirst Confirm Whether the Check Can Be Performed
Checks & MethodsStandard procedures, method selections, and supplementary criteriaPreserve proven workflows while accommodating necessary adaptations
Decision BoundariesSupporting/opposing evidence, alternative hypotheses, and abort criteriaPrevent elevating statistical correlation to proven root cause
Review & ValidationVersions, Owners, Positive and Negative Cases, and Change RecordsContinuously verify that method specs remain empirically valid

Rails do not assign an isolated node to every individual field or API call; a Rail centers on a cohesive engineering judgment, and multiple Rails can shape a plan section.

Declarative Methods Do Not Mean Hard-Coded Scripts Dictate Everything

Advanced: Distinct Architectural Objects in the Current Platform

Expertise Graph stores reusable methods and dependencies; Session Graph tracks instance facts, choices, and gaps; Plan projects results into human-reviewable proposals. Kernel manages bindings, constraints, scheduling, and assembly; Agent provides reasoning within reviewed bounds; and specialized tools execute observations and computation.

Execution and post-run reports follow grounding. Calculations execute via validated tools, but computational determinism does not guarantee semantic correctness. Method governance and production deployment require formal engineering review and acceptance protocols.

Method validation begins with standardized benchmarks, boundary testbeds, and confirmed normal baselines, supplemented by historical excursions. Teams evaluate false negatives, false alarms, out-of-scope misapplication, and missing-data policies; testing scale reflects task risk.

WAFERPILOT / APPLICATION TO THIS TOPIC

Applying Method Specs to Reviewable Investigation Planning

WaferPilot Grounding combines reviewed methods with current data and capability descriptions to form a Plan containing check choices, reasons, parameters, limitations, and items awaiting confirmation. Engineers can modify or approve it; subsequent reports describe actual execution and results.

Deliverables for Engineers:A reviewable Plan detailing inspection choices, sequences and dependencies, selection rationales, parameters, tool constraints, and confirmation items.

View the Current Demo and Capability Scope →

Related Reading & References

Below are verifiable industry references; specific processes, permissions, and acceptance criteria are governed by fab site specifications.