Projects

Evidence cases for workflow systems.

Public-safe summaries. Claims are intentionally conservative unless evidence has been reconstructed.

RequirementsIssue lifecycleODA / BA work

Department-first AI-assisted requirements and issue lifecycle framework

Built a standardized lifecycle framework for a poorly defined client project, converting requirement changes and development issues into source-traceable records, lifecycle views, and PDF reports for the development team.

Result: repetitive reporting work decreased, and handling mistakes became rare.

Signals: requirements stabilization, change-request control, client-dev communication interface design, AI-assisted project operations.

Admin opsEvidence packaging

Personal expense submission evidence workflow

Built a workflow that accepts receipt and app screenshots, determines evidence mappings based on transaction descriptions, and generates company-format submission outputs.

Signal: recurring admin work becomes a repeatable evidence pipeline.

Work OSAgent governanceKnowledge ops

PR-gated agentic knowledge management system

Building a context-preserving Work OS where a Drive sweeper proposes wiki updates, a librarian agent checks obsolete/conflicting information, and human review calibrates quality before delegation expands.

Signals: context architecture, knowledge entity modeling, human-in-the-loop calibration, PR-gated quality control.

ReportingUnstructured evidence

Business trip result report generation

Designed a workflow around meeting records, memos, and photos to draft business-trip result reports for later human editing.

Signal: scattered real-world evidence becomes reusable reporting context.

Pattern

The repeatable move.

How I structure ambiguous work

Observe where reality is messy.
Identify hidden objects and rules.
Define records, states, source traces, and outputs.
Insert AI as an operating component.
Keep review gates where judgment matters.

Where this is useful

Requirements and change-request lifecycle design.
Evidence packaging and reporting workflows.
Context-preserving knowledge operations.
Agent-facing governance loops.
Product/program-side coordination architecture.