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Sample Roadmap and Project Plan to Build AI Agents | 6-Minute Breakdown In this video, we walk through a practical, structured roadmap for taking AI agent initiatives from early prototypes to stable, production-ready systems. The content is based on key insights from the Patterns for Building AI Agents technical handbook, focusing on what project managers, product owners, and tech leads must consider when planning AI programs. You’ll learn about: Agent Architecture Evolution: How to structure and mature your system design as your agent’s complexity and use cases grow. Dynamic Agents: Approaches to build agents that adapt to user context and evolving inputs. Human-in-the-Loop (HITL): Where and why to integrate human oversight for quality, safety, and risk mitigation. Context Engineering: Techniques to maintain context integrity, manage memory, compress information, and prevent issues like context poisoning or rot. Evaluation Frameworks: Setting business-aligned metrics, defining failure modes, and using SME-labeled datasets for continuous improvement. Security & Guardrails: Why sandboxes, code-execution protections, and safeguards against exploit patterns (including the “Lethal Trifecta”) are essential in production environments. This short guide is ideal for project managers, program managers, and beginner AI practitioners who want a clear, actionable overview before kicking off an AI agent project. 👉 If you found this helpful, please Like, Comment, and Subscribe for more PM-focused AI content. 🔗 More resources at: https://programstrategyhq.com #AIProjectManagement #AIProjectPlan #AIAgents #AIEngineering #ContextEngineering #HumanInTheLoop #AIArchitecture #ProgramManagement #TechProjectManagement #MachineLearningProjects #AIProductDevelopment #ProjectPlanning #RoadmapPlanning #PMOTube #ProgramStrategyHQ My Linkedin: https://www.linkedin.com/in/jacinthp/ --------------------------------------------- Visit our website: https://www.programstrategyhq.com/ --------------------------------------------- Books I read and Refer for Project Management & Agile: --------------------------------------------- Headfirst Agile: https://amzn.to/4aiMfoK Agile Estimating and Planning: https://amzn.to/4jiUjKf SAFe 5.0 Distilled: https://amzn.to/3WkUAmn Inspired - Product Management: https://amzn.to/3WoHowO

Study With Me: Intelligent Supply Chain Management Proposal (Walkthrough & Explanation) In this session, join me as I read through and break down a real-world E2E Supply Chain Modernization Proposal. This study with me video is designed to help project managers, program managers, and anyone entering the world of enterprise delivery understand how large-scale digital transformation proposals are structured and presented. We will go slide by slide—covering areas such as: Introduction & context Functional scope Technology landscape Deployment & DevOps model Project governance Risks, assumptions, and roadmap Use of AI/GenAI in delivery This is an excellent resource for learners preparing for PM/Agile roles, solution discussions, or customer-facing delivery responsibilities. 📂 Reference Material You can view the full presentation here: 👉 Proposal – Intelligent Supply Chain Management Solutions (PDF) https://www.programstrategyhq.com/post/end-to-end-delivery-management-case-study 👍 Support the Channel If you find this video useful, don’t forget to like, share, and subscribe for more content on Agile, Program Management, Delivery Leadership, and Real-World Case Studies.

Hi everyone! 👋Welcome to today’s LIVE session where I prepare for Technical Project / Program Manager interviews — specifically for a Delivery Manager role focused on End-to-End Program Delivery. In this stream, I’ll be using my Custom GPT to generate realistic, scenario-based interview questions. I’ll walk through the questions one by one, think aloud, break down the reasoning, and craft strong, structured answers in real time. You can follow along, take notes, and use the same approach in your own interview prep! 🔗 Useful Links 👉 My Custom GPT: https://chatgpt.com/g/g-69180ef4aa488191976cd4473fea33ae-technical-project-program-manager-interview-helper 👉 My Notes / Prep Document: https://docs.zoom.us/doc/u3wVfdtVSq2JHpWhDwxImw 👉 Previous Videos (Highly Recommended):Case Study Walkthrough https://youtu.be/n9ACrZACrtc https://youtu.be/RtgHZ_Dk3IQ 🎯 What This Live Stream Covers Real TPM/TPgM/Delivery Manager interview-style questions Scenario-based problem solving (Architecture, Delivery, Risks, Dependencies, Governance) How to think like a hiring panel Breaking down complex program situations How to communicate clearly and confidently Live Q&A and commentary 📌 Role I’m Preparing For Delivery Manager / Technical Program Manager Scenario: End-to-End Digital Program Delivery Covers multi-team coordination, architecture understanding, agile delivery, DevOps, data flows, risks, dependencies, and stakeholder alignment. 🙌 Why You Should Watch If you're preparing for: Technical Program Manager Technical Project Manager Delivery Lead / Delivery Manager Engineering Program Manager Solution Delivery / Transformation roles …this session will help you understand how to break down complex questions and respond like a strong candidate. 👍 Like, Comment & Subscribe! If you find this helpful, please support the channel by liking the stream, subscribing, and turning on notifications for future prep sessions. Let’s learn and grow together — see you in the stream! 🚀

Hi everyone! 👋Welcome to today’s LIVE session where I prepare for Technical Project / Program Manager interviews — specifically for a Delivery Manager role focused on End-to-End Program Delivery. In this stream, I’ll be using my Custom GPT to generate realistic, scenario-based interview questions. I’ll walk through the questions one by one, think aloud, break down the reasoning, and craft strong, structured answers in real time. You can follow along, take notes, and use the same approach in your own interview prep! 🔗 Useful Links 👉 My Custom GPT: https://chatgpt.com/g/g-69180ef4aa488191976cd4473fea33ae-technical-project-program-manager-interview-helper 👉 My Notes / Prep Document: https://docs.zoom.us/doc/u3wVfdtVSq2JHpWhDwxImw 👉 Previous Videos (Highly Recommended):Case Study Walkthrough https://youtu.be/n9ACrZACrtc https://youtu.be/RtgHZ_Dk3IQ 🎯 What This Live Stream Covers Real TPM/TPgM/Delivery Manager interview-style questions Scenario-based problem solving (Architecture, Delivery, Risks, Dependencies, Governance) How to think like a hiring panel Breaking down complex program situations How to communicate clearly and confidently Live Q&A and commentary 📌 Role I’m Preparing For Delivery Manager / Technical Program Manager Scenario: End-to-End Digital Program Delivery Covers multi-team coordination, architecture understanding, agile delivery, DevOps, data flows, risks, dependencies, and stakeholder alignment. 🙌 Why You Should Watch If you're preparing for: Technical Program Manager Technical Project Manager Delivery Lead / Delivery Manager Engineering Program Manager Solution Delivery / Transformation roles …this session will help you understand how to break down complex questions and respond like a strong candidate. 👍 Like, Comment & Subscribe! If you find this helpful, please support the channel by liking the stream, subscribing, and turning on notifications for future prep sessions. Let’s learn and grow together — see you in the stream! 🚀

How to Use CPMAI Framework to Execute AI Projects || Software Project Management Delivering AI and Machine Learning projects requires more than traditional project management. In this short video, we break down the Cognitive Project Management for AI (CPMAI) methodology — a structured, vendor-neutral, and data-centric framework designed to help teams plan, execute, and operationalize AI initiatives with clarity and confidence. CPMAI builds on proven approaches like CRISP-DM, while addressing practical realities unique to AI: iterative model development, data readiness, governance, and Responsible/Trustworthy AI considerations. 💡 In this video, you’ll learn: What CPMAI is and why it’s widely used for AI/ML project execution The six phases of the CPMAI lifecycle: 1. Business Understanding – Define objectives, stakeholders, and Trustworthy AI requirements; conduct AI Go/No-Go analysis 2. Data Understanding – Assess data sources, data quality, and feasibility 3. Data Preparation – Clean, transform, label, and structure datasets for modeling 4. Data Modeling – Select algorithms, tune hyperparameters, and experiment iteratively 5. Model Evaluation – Validate performance, align with business expectations, and ensure compliance 6. Model Operationalization – Deploy the model, implement governance, and establish continuous monitoring 🧩 Why CPMAI Matters: AI projects often fail due to unclear business goals, poor data readiness, or lack of operational planning. CPMAI provides a clear, repeatable pathway for project managers, product teams, and data practitioners to deliver AI solutions responsibly and consistently. 📂 Perfect for: New or aspiring AI project managers Scrum masters and program managers entering AI/ML delivery Teams transitioning from traditional software projects to AI initiatives Anyone seeking a practical, structured approach to managing AI work If you're looking to improve the success rate of AI projects in your organization, this concise overview is the place to start. My Linkedin: https://www.linkedin.com/in/jacinthp/ --------------------------------------------- Visit our website: https://www.programstrategyhq.com/ --------------------------------------------- Books I read and Refer for Project Management & Agile: --------------------------------------------- Headfirst Agile: https://amzn.to/4aiMfoK Agile Estimating and Planning: https://amzn.to/4jiUjKf SAFe 5.0 Distilled: https://amzn.to/3WkUAmn Inspired - Product Management: https://amzn.to/3WoHowO

Welcome to Part 2 of the Study With Me – AWS Cloud Practitioner Exam Notes series. In this session, we continue from where Part 1 ended and cover the remaining core AWS concepts that every beginner—and every exam candidate—must understand. Link - https://www.programstrategyhq.com/post/aws-cloud-practitioner-exam-notes In this guided reading session, we walk through these topics directly from the notes: 🔐 AWS Security Essentials – Authentication vs Authorization – IAM users, groups, roles, policies – Secrets Manager, Systems Manager – Protection against DoS/DDoS with AWS Shield and WAF – Encryption at rest and in transit using KMS & ACM 🛡 Threat Detection & Response – Inspector (vulnerability scanning) – GuardDuty (intelligent threat detection) – Detective (security investigation) – Security Hub (centralized security view) 📊 Monitoring, Logging & Governance – CloudWatch metrics, alarms, logs, dashboards – CloudTrail for API/activity tracking – AWS Artifact, AWS Config, Audit Manager – Governance with AWS Organizations, OUs, and SCPs – Control Tower, Service Catalog, License Manager 🏥 Reliability & Operations Tools – AWS Health Dashboard – Trusted Advisor – IAM Access Analyzer 💰 AWS Pricing & Support Models – Pay-as-you-go, save when you commit, and pay less by using more – Cost Explorer, Budgets, Pricing Calculator – Support tiers from Basic to Enterprise and TAM guidance 🚚 Cloud Migration Fundamentals – Migration phases: Assess, Mobilize, Migrate & Modernize – Migration Evaluator, Discovery Service, Migration Hub – Application Migration Service, DMS, SCT – Data transfer tools: DataSync, Transfer Family, Snowball – 7Rs of Migration & AWS CAF perspectives 🧩 AWS Well-Architected Framework – Six pillars: Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization, Sustainability – Using the Well-Architected Tool for workload reviews This session is ideal for: • AWS Cloud Practitioner exam learners • Cloud beginners seeking structured guidance • Professionals preparing migration or cloud governance roles • Anyone who benefits from calm, focused “study along” sessions 👉 If you're following the full series, make sure to watch Part 1 before this video. Don’t forget to Like, Comment, and Subscribe to support the channel! #AWS #AWSStudyWithMe #AWSCertification #AWSCloudPractitioner #CloudMigration #CloudSecurity #LearnAWS #AmazonWebServices #TechLearning #ProgramStrategyHQ My Linkedin: https://www.linkedin.com/in/jacinthp/ --------------------------------------------- Visit our website: https://www.programstrategyhq.com/ --------------------------------------------- Books I read and Refer for Project Management & Agile: --------------------------------------------- Headfirst Agile: https://amzn.to/4aiMfoK Agile Estimating and Planning: https://amzn.to/4jiUjKf SAFe 5.0 Distilled: https://amzn.to/3WkUAmn Inspired - Product Management: https://amzn.to/3WoHowO