TSK-000419 · Action
Iteratively Developed Workflow and Gate Rules
RESUME 5.0 Controlled Workflow Architecture and Governance
CASE-137 · Workflow case
RESUME 5.0 Controlled Workflow Architecture and Governance
Governed an AI-assisted, human-authorized architecture and evidence-control workflow for deterministic B01-B06 job-search processing.
Why the Work Mattered
Purpose and Operating Need
The workflow required a clear separation between AI/Codex assistance, deterministic collectors and scoring tools, transcript-reported package results, and actions that require explicit user authority.
Engineering Approach
Engineering Approach
Iteratively developed workflow and gate rules; reconciled ZIP identity, manifests, hashes, contracts, and limitations; produced Gate 17R review materials; validated V2.2.0 package-build controls; and synthesized the later production-run record.
Outcome & Engineering Context
Outcome and Context
Improved workflow governance, evidence traceability, package reliability, and review readiness.
Measures & Operating Detail
| Measure | Value | Type & meaning | Attribution & operating context |
|---|---|---|---|
| Active Targets | 166 targets | Historical/Reference Value Historical run result | Applies to: Synthesized the later production-run record RESUME 5.0 v2.2.0 — Active targets — RESUME 5.0 v2.2.0 |
| Raw Records | 3,359 rows | Historical/Reference Value Historical run result | Applies to: Synthesized the later production-run record RESUME 5.0 v2.2.0 — Raw records — RESUME 5.0 v2.2.0 |
| Normalized and Ranked Records | 2,058 rows | Historical/Reference Value Historical run result | Applies to: Synthesized the later production-run record RESUME 5.0 v2.2.0 — Normalized and ranked records — RESUME 5.0 v2.2.0 |
| Candidates Scoring at Least 90 | 15 candidates | Historical/Reference Value Historical run result | Applies to: Synthesized the later production-run record RESUME 5.0 v2.2.0 — Candidates scoring at least 90 — RESUME 5.0 v2.2.0 |
| Stretch Candidates | 245 rows | Historical/Reference Value Historical run result | Applies to: Synthesized the later production-run record RESUME 5.0 v2.2.0 — Stretch candidates — RESUME 5.0 v2.2.0 |
| HTTP 429 Target Failures | 1 failures | Historical/Reference Value Historical run result | Applies to: Synthesized the later production-run record RESUME 5.0 v2.2.0 — HTTP 429 target failures — RESUME 5.0 v2.2.0 |
| Active Targets | 166 targets | Historical/Reference Value Historical run result | Applies to: Used deterministic collectors, normalizers, scorers, rankers, hashes, CRC, compilation, and tests RESUME 5.0 v2.1.2 — Active targets — RESUME 5.0 v2.1.2 |
| Raw Records | 206 rows | Historical/Reference Value Historical run result | Applies to: Used deterministic collectors, normalizers, scorers, rankers, hashes, CRC, compilation, and tests RESUME 5.0 v2.1.2 — Raw records — RESUME 5.0 v2.1.2 |
| Normalized and Ranked Records | 203 rows | Historical/Reference Value Historical run result | Applies to: Used deterministic collectors, normalizers, scorers, rankers, hashes, CRC, compilation, and tests RESUME 5.0 v2.1.2 — Normalized and ranked records — RESUME 5.0 v2.1.2 |
| User-Review Roles | 17 roles | Historical/Reference Value Historical run result | Applies to: Used deterministic collectors, normalizers, scorers, rankers, hashes, CRC, compilation, and tests RESUME 5.0 v2.1.2 — User-review roles — RESUME 5.0 v2.1.2 |
| Priority Review Roles | 4 roles | Historical/Reference Value Historical run result | Applies to: Used deterministic collectors, normalizers, scorers, rankers, hashes, CRC, compilation, and tests RESUME 5.0 v2.1.2 — Priority review roles — RESUME 5.0 v2.1.2 |
| Secondary Review Roles | 13 roles | Historical/Reference Value Historical run result | Applies to: Used deterministic collectors, normalizers, scorers, rankers, hashes, CRC, compilation, and tests RESUME 5.0 v2.1.2 — Secondary review roles — RESUME 5.0 v2.1.2 |
| Tests Passed | 51 tests | Historical/Reference Value Historical run result | Applies to: Used deterministic collectors, normalizers, scorers, rankers, hashes, CRC, compilation, and tests RESUME 5.0 v2.1.2 — Tests passed — RESUME 5.0 v2.1.2 |
| Tests Failed | 0 tests | Historical/Reference Value Historical run result | Applies to: Used deterministic collectors, normalizers, scorers, rankers, hashes, CRC, compilation, and tests RESUME 5.0 v2.1.2 — Tests failed — RESUME 5.0 v2.1.2 |
Engineering scope and design basis
Created repeatable package inspection, review routing, security boundaries, and audit reporting while retaining human control of final review, selection, application authorization, and submission.
Established a controlled workflow, measured by a V2.1.0 nine-role Gate 17R manual-review sequence and a later transcript-reported V2.2.0 run across 166 targets with 3,359 raw rows, 2,058 normalized and ranked rows, 15 unique 90-plus candidates, 245 stretch rows, and one HTTP 429 target failure, by combining AI-assisted architecture and reporting with deterministic processing and human approval gates.
Gate 17R: 7 priority, 2 secondary, 6 manual holds, final review sequence 9. V2.2.0 run transcript: 166 targets, 3,359 raw rows, 2,058 normalized and ranked rows, 15 unique 90-plus candidates, 245 stretch rows, one HTTP 429 target failure.
Used AI/Codex for architecture, document and package analysis, controlled reporting, and review synthesis; used deterministic collectors, normalizers, scorers, rankers, hashes, CRC, compilation, and tests; retained human application authority.
Augmentation for brainstorming and idea generation; assistance for iterative analysis and refinement; automation for document analysis, process automation, and automated reporting and representation; responsible-use controls for reliability, privacy protection, transparency, and accountability.
Actions, Methods & Controls
ACTIVITIES IN CONTEXT
TSK-000420 · Action
Package Identity and Integrity Reconciliation
RESUME 5.0 Controlled Workflow Architecture and Governance
TSK-000421 · Action
Produced Gate 17R Review Materials
RESUME 5.0 Controlled Workflow Architecture and Governance
TSK-000422 · Action
Validated V2.2.0 Package-Build Controls
RESUME 5.0 Controlled Workflow Architecture and Governance
TSK-000423 · Action
Synthesized the Later Production-Run Record
RESUME 5.0 Controlled Workflow Architecture and Governance
TSK-000424 · Method
Used AI/Codex for Architecture, Document and Package Analysis, Controlled Reporting, and Review Synthesis
RESUME 5.0 Controlled Workflow Architecture and Governance
TSK-000425 · Method
Deterministic Data Processing and Verification
RESUME 5.0 Controlled Workflow Architecture and Governance
TSK-000426 · Method
Retained Human Application Authority
RESUME 5.0 Controlled Workflow Architecture and Governance
Additional Technical Detail
Roles & contributions
Project Ownership
Full lifecycle project ownership
Engineering Work and Coordination
Directed the AI-assisted workflow architecture, evidence reconciliation and gate design, using deterministic package/collector checks and retaining human review and application authority.
Owned the full project lifecycle: capital planning and prioritization, need definition, feasibility and scope development, engineering and AFE justification, procurement and vendor coordination, construction sequencing and field oversight, commissioning, turnover, and post-startup support. Connected operating requirements with technical scope, funding decisions, execution readiness, and the needs of operations and maintenance.
Additional technical detail
Explore 1 detail record
- Competency and project record
AI-assisted deterministic workflow governance; B01-B06 workflow; V2.1.0 Gate 17R and V2.2.0 transcript evidence; package-byte production is not required; no autonomous application authority.
All portfolio connections
All portfolio connections (13)
- Controlled Workflows and Software/Package Automation — Application Review Review artifact
- Human-Supervised AI and Engineering Assistance — Application Review Review artifact
- SQL, Python, R, and Data Automation — Application Review Review artifact
- Technical Document, Spreadsheet, and Package Engineering — Application Review Review artifact
- Build Repeatable Command-Line Workflows Application relevance
- Develop Controlled Data-Processing Workflows Recorded context
- Govern Privacy and Accountability in AI-Assisted Work Recorded context
- Support Engineering Analysis with Controlled AI Workflows Recorded context
- Validate Repeatable Builds and Workflow Behavior Recorded context
- Verify Package Identity and Build Evidence Recorded context
- Verify Package Integrity and Regression Results Recorded context
- RESUME 5.0 Controlled Workflow Architecture and Governance Existing portfolio connection
- RESUME 5.0 Controlled Workflow Architecture and Governance ↗ Existing portfolio connection
Related methods and applications
Related analysis and application artifacts
- Controlled Workflows and Software/Package Automation — Application ReviewCapability application review
- Human-Supervised AI and Engineering Assistance — Application ReviewCapability application review
- SQL, Python, R, and Data Automation — Application ReviewCapability application review
- Technical Document, Spreadsheet, and Package Engineering — Application ReviewCapability application review