From frameworks to working agents: Operationalizing cross-industry PM insights through agentic workflows.
Anthropic 2026 State of AI Agents Report: 57% enterprises deploy multi-step agents; 80% ROI today.
This repository demonstrates Agentic Literacy — Cognitive/Operational/Ethical Fluency for directing autonomous digital workers across augment, automate, agent phases using 4D Framework (Discover, Design, Deploy, Detect).
Identifies governance and execution risks before teams scale analytics or AI systems.
Use the Prompts → | Agent Overview → | Case Study | See Example
Status: Prompt Library Available (5 prompts + sample assessment) | Full Agent Q1 2026
"9 Steps: Traditional PM → AI-Fluent Leader" LinkedIn carousel (Dec 2025) — your Agentic Literacy pathway.[Carousel Here]
Traditional PM: document → meeting → decision. Agentic: prompt → validate → deploy → monitor.
81% plan complex agents 2026 (multi-step/cross-functional).
Cognitive Fluency: Understanding AI "thinking"/failures → eliminates technical debt from bad outputs. Cross-industry PM (aerospace → healthcare → nonprofits) scales judgment via production agents.
Workflow → Intelligence → NIST → Scale
2026 Fluency Pillars:
| Pillar | What it Means | Workflow Impact |
|---|---|---|
| Cognitive | How AI "thinks"/where it fails | Reduces AI technical debt |
| Operational | Agent "swarms"/chaining | 10% → 10x gains |
| Ethical | Bias/privacy/dark patterns | EU AI Act/enterprise compliance |
| Use Agent-First When | Use API-First When |
|---|---|
| Dynamic judgment needed | Static data processing |
| Cross-system orchestration | Single-tool optimization |
| Rapid iteration required | Production stability |
| PM risk assessment | Transactional volume |
47% enterprises use hybrid (pre-built + custom).[web:21]
Live Now: 5 production prompts + STEM museum case study. Identifies governance/execution gaps pre-scaling.
90% enterprises use coding agents — yours for PM governance.
- Testing risk prompts on Perplexity, Gemini, Copilot, Claude, ChatGPT
- Next: Agentic workflows + dashboards for enterprise PMs.
- Governance: Responsible AI Usage (fiduciary duty across tools)
Enhance PM Risk Assessor in your workflows:
- JIRA: Import prompts as Kanban issues Artifact Example
- Confluence: Embed outputs + NIST mappings Artifact Example
- Power BI: Risk heatmap from CSV exports
- AWINS Dashboard: Tool from Masterclass AI Strategy at Work Training Artifact Example
- GitHub Issues: Log gaps/customizations
Fork & contribute via Issues.
AI Fluency Foundation → Agentic Literacy + Production Ops:
- Anthropic AI Fluency Course: Cognitive fluency (prompt engineering for safe agents)
- Anthropic How Enterprises are Building AI agents in 2026 Report: The 2026 State of AI Agents Report
- Microsoft Learn AI Fluency Track: Operational chaining (Azure deployment testing)
- AI Strategy at Work Masterclass: Business value frameworks
- Understanding and Implementing the NIST AI Risk Management Framework(RMF) (LinkedIn): Govern/Measure functions operationalized
- Advanced AI Governance: Operationalizing AI Controls and Continuous Monitoring (LinkedIn): Continuous monitoring/controls
- Familiarization with ISO 27001 and ISO 42001: Regulatory Frameworks for AI Governance and Information Security Controls
- AI Coding Agents (GitHub Copilot/Cursor) (LinkedIn): Production workflows
- AWS Machine Learning Basics + AI Cloud Essentials: Model economics (token burn, cache/latency optimization, capacity forecasting, quota management)
- "The Coming Wave" (book) by Mustafa Suleyman: Deployment testing to contain risks
- LinkedIn Carousels: "9 Steps Tranditional PM to → AI Fluent Leader" + "5 Ways to Communicate for Business Value" (2x engagement)
Solves enterprise blockers: Integration(46%)/Data(42%) + cost/capacity controls.
Report Quote: "In 2026, you aren't paid for what you do; you are paid for the quality of intelligence you direct."
Q1 2026: Deploy 1 Production Agent + Evaluate (matches 80% ROI reality)
- ✅ Change Readiness Diagnostic
/agents/change-readiness(Q1 Priority: Org transformation focus, live testing) - 🔄 Stakeholder Alignment Tool
/agents/stakeholder-align(Q2+: Post-Q1 evaluation)
Realistic execution: 1 agent Q1 → NIST Measure → iterate/scale.
Understanding and Implementing NIST AI RMF (LinkedIn Learning) → Core functions structure all agents:
Govern → Map → Measure → Manage
Ethical Fluency core for 2026 compliance (EU AI Act).
Fortune 500/100 → Nonprofit Education and Higher Ed Initiatives → Independent AI-PM Consultant.
Master's Industrial Engineering + cross-industry pattern recognition = agentic workflows that ship across GRC spectrums.
ai-agents pm-risk nist-rmf ai-governance deployment-testing agentic-literacy cognitive-fluency operational-fluency ethical-fluency
CC BY 4.0
"Based on work by Alicia M. Morgan – github.com/AliciaMMorgan"
creativecommons.org/licenses/by/4.0
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