Week 15: Forecasting, capacity and AI operating costs - Bistec Global

Bistec Global - Process Documentation

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ISO 27001
ISO 27001
- Overview
  Overview
- ISMS Mandatory Documents
  ISMS Mandatory Documents
- ISMS Policies and Procedures
  ISMS Policies and Procedures
  - Draft - Bistec-ISMS-PR-020 - Data Protection Policy — Bistec Care
  - Draft - Bistec-ISMS-PR-021 - Data Leakage Prevention (DLP) Policy
  - Draft - Bistec-ISMS-PR-022 - Endpoint Operating System Hardening Procedure
  - ISMS-PR-001 - IS Risk Assessment Procedure
    ISMS-PR-001 - IS Risk Assessment Procedure
    
    Bistec-ISMS-PR-001 - IS Risk Assessment Procedure
    
    Data Protection Impact Assessment (DPIA) Procedure
  - ISMS-PR-002 - ISMS Procedures
  - ISMS-PR-003 - Information Assets Management Procedure
  - ISMS-PR-004 - Virus & Malicious Software Prevention Procedure
  - ISMS-PR-005 - System Access Control Procedure
    ISMS-PR-005 - System Access Control Procedure
    
    Bistec-ISMS-PR-005 - System Access Control Procedure
    
    Cryptographic Key Lifecycle Management Procedure
  - ISMS-PR-006 - Media Handling & Disposal Procedure
  - ISMS-PR-007 - Backup and Recovery Procedure
  - ISMS-PR-008 - Service Level Management Procedure
  - ISMS-PR-009 - Information Security Incident Management Procedure
  - ISMS-PR-010 - Log Management Procedure
  - ISMS-PR-011 - Performance Availability and Capacity Management Procedure
  - ISMS-PR-012 - Vulnerability Assessment and Management Procedure
  - ISMS-PR-013 - IS Risk Assessment and Treatment for Projects Procedure
  - ISMS-PR-014 - Project Delivery Procedure
  - ISMS-PR-015 - Software Development Procedure
  - ISMS-PR-016 - Disaster Recovery and Business Continuity Plan
    ISMS-PR-016 - Disaster Recovery and Business Continuity Plan
    
    Bistec-ISMS-PR-016 - Disaster Recovery and Business Continuity Plan
    
    Business Continuity Plan / Disaster Recovery Plan for Internal IT Operations
  - ISMS-PR-017 - Change Management Procedure
  - ISMS-PR-018 - Human Resources Security Procedure
  - ISMS-PR-019 - Test Environment Management Procedure
- Guidelines
  Guidelines
- Security Incidents
  Security Incidents
  - Security Incident Reporting Template
- ISO Role Allocation
ADR
ADR
- Templates
  Templates
  - ADR Template
- Platform
  Platform
  - PLAT-ADR-001 Cloud Provider
  - PLAT-ADR-002 IaC Tool
AI Adoption
AI Adoption
Academy
Academy
- Role-Based Training
  Role-Based Training
  - AI Quality Engineer
    
    AI Quality Engineer
    
    Setup and entry diagnostic
    
    Real project placement
    
    Claude and SpecClaw skills
    
    Month 1 – Foundations and first release
    Month 1 – Foundations and first release
    
    Week 1 – Establish a trustworthy project baseline
    Week 1 – Establish a trustworthy project baseline
    
    Session
    
    Challenge
    
    Week 2 – Turn ambiguous requirements into a verified change
    Week 2 – Turn ambiguous requirements into a verified change
    
    Session
    
    Challenge
    
    Week 3 – Risk-based design and disciplined exploration
    Week 3 – Risk-based design and disciplined exploration
    
    Session
    
    Challenge
    
    Week 4 – API integration and the first release review
    Week 4 – API integration and the first release review
    
    Session
    
    Challenge
    
    Month 2 – Project automation and sprint quality
    Month 2 – Project automation and sprint quality
    
    Week 5 – Join a project without inventing its quality baseline
    Week 5 – Join a project without inventing its quality baseline
    
    Session
    
    Challenge
    
    Week 6 – Reliable browser checks and accessible journeys
    Week 6 – Reliable browser checks and accessible journeys
    
    Session
    
    Challenge
    
    Week 7 – Test data, contracts and isolation
    Week 7 – Test data, contracts and isolation
    
    Session
    
    Challenge
    
    Week 8 – CI gates, flaky tests and sprint quality
    Week 8 – CI gates, flaky tests and sprint quality
    
    Session
    
    Challenge
    
    Month 3 – AI evaluation and midpoint
    Month 3 – AI evaluation and midpoint
    
    Week 9 – Design an evaluation before choosing a metric
    Week 9 – Design an evaluation before choosing a metric
    
    Session
    
    Challenge
    
    Week 10 – Diagnose retrieval and answer quality separately
    Week 10 – Diagnose retrieval and answer quality separately
    
    Session
    
    Challenge
    
    Week 11 – Test agent decisions and tool boundaries
    Week 11 – Test agent decisions and tool boundaries
    
    Session
    
    Challenge
    
    Week 12 – Calibrate judgement and defend the midpoint
    Week 12 – Calibrate judgement and defend the midpoint
    
    Session
    
    Challenge
    
    Month 4 – Embedded quality engineering
    Month 4 – Embedded quality engineering
    
    Week 13 – Own a quality ticket through acceptance
    Week 13 – Own a quality ticket through acceptance
    
    Session
    
    Challenge
    
    Week 14 – Debug with competing hypotheses
    Week 14 – Debug with competing hypotheses
    
    Session
    
    Challenge
    
    Week 15 – Measure performance, reliability and cost together
    Week 15 – Measure performance, reliability and cost together
    
    Session
    
    Challenge
    
    Week 16 – Adversarial inputs and data-exposure gates
    Week 16 – Adversarial inputs and data-exposure gates
    
    Session
    
    Challenge
    
    Month 5 – Operational quality and sustained delivery
    Month 5 – Operational quality and sustained delivery
    
    Week 17 – Select regression from an actual release diff
    Week 17 – Select regression from an actual release diff
    
    Session
    
    Challenge
    
    Week 18 – Connect operational signals to quality cases
    Week 18 – Connect operational signals to quality cases
    
    Session
    
    Challenge
    
    Week 19 – Test rollout and rollback decisions
    Week 19 – Test rollout and rollback decisions
    
    Session
    
    Challenge
    
    Week 20 – Demonstrate sustained ownership and skill improvement
    Week 20 – Demonstrate sustained ownership and skill improvement
    
    Session
    
    Challenge
    
    Month 6 – Independent transfer and capstone
    Month 6 – Independent transfer and capstone
    
    Week 21 – Transfer your workflow to an unfamiliar repository
    Week 21 – Transfer your workflow to an unfamiliar repository
    
    Session
    
    Challenge
    
    Week 22 – Investigate an unseen regression under constraints
    Week 22 – Investigate an unseen regression under constraints
    
    Session
    
    Challenge
    
    Week 23 – Hand over a quality system that survives your absence
    Week 23 – Hand over a quality system that survives your absence
    
    Session
    
    Challenge
    
    Week 24 – Capstone release board and portfolio defence
    Week 24 – Capstone release board and portfolio defence
    
    Session
    
    Challenge
    
    Assessments
    
    Assessments
    
    Milestone 1 – Baseline and first verified software change
    
    Milestone 2 – Project automation that gates a sprint
    
    Milestone 3 – AI evidence and the midpoint practical
    
    Milestone 4 – Embedded ownership and delivery cycle 1
    
    Milestone 5 – Operational quality across two cycles
    
    Milestone 6 – Independent transfer and final defence
    
    Role skill starters
    
    Role skill starters
    
    qe defect triage
    qe defect triage
    
    QE defect triage – course starter 1.0.0
    
    qe eval review
    qe eval review
    
    QE evaluation review – course starter 1.0.0
    
    qe release evidence
    qe release evidence
    
    QE release evidence – course starter 1.0.0
    
    qe test design
    qe test design
    
    QE test design – course starter 1.0.0
    
    Resources
    
    Resources
    
    Source and version manifest
    
    Portfolio and graduation
    
    Instructor resources
    Instructor resources
    
    Facilitator guide
    
    Teaching packs
    
    Teaching packs
    
    Month 1 teaching pack – Foundations and first release
    
    Month 2 teaching pack – Project automation and sprint quality
    
    Month 3 teaching pack – AI evaluation and midpoint
    
    Month 4 teaching pack – Embedded quality engineering
    
    Month 5 teaching pack – Operational quality and sustained delivery
    
    Month 6 teaching pack – Independent transfer and capstone
    
    Legacy monthly references
    Legacy monthly references
    
    month 1 ai quality foundations
    month 1 ai quality foundations
    
    Legacy reference – Quality foundations
    
    Legacy reference – Quality foundations
    
    month 2 evaluation data metrics
    month 2 evaluation data metrics
    
    Legacy reference – Evaluation data and metrics
    
    Legacy reference – Evaluation data and metrics
    
    month 3 llm rag testing
    month 3 llm rag testing
    
    Legacy reference – LLM and RAG testing
    
    Legacy reference – LLM and RAG testing
    
    month 4 agent safety testing
    month 4 agent safety testing
    
    Legacy reference – Agent and tool boundaries
    
    Legacy reference – Agent and tool boundaries
    
    month 5 eval automation observability
    month 5 eval automation observability
    
    Legacy reference – Evaluation automation and observability
    
    Legacy reference – Evaluation automation and observability
    
    month 6 release capstone
    month 6 release capstone
    
    Legacy reference – Release and capstone
    
    Legacy reference – Release and capstone
  - AI Project Manager
    
    AI Project Manager
    
    Setup and entry diagnostic
    
    Real project placement
    
    Claude and SpecClaw skills
    
    Month 1 – Guided delivery
    Month 1 – Guided delivery
    
    Week 1: PM diagnostic, Claude workspace and evidence discipline
    
    Week 1: PM diagnostic, Claude workspace and evidence discipline
    
    Session
    
    Challenge
    
    Week 2: SpecClaw lifecycle, proposals and approval ownership
    
    Week 2: SpecClaw lifecycle, proposals and approval ownership
    
    Session
    
    Challenge
    
    Week 3: Stakeholder discovery and problem framing
    
    Week 3: Stakeholder discovery and problem framing
    
    Session
    
    Challenge
    
    Week 4: PRD, acceptance and first delivery review
    
    Week 4: PRD, acceptance and first delivery review
    
    Session
    
    Challenge
    
    Month 2 – Value and planning
    Month 2 – Value and planning
    
    Week 5: Real-project intake and value case
    
    Week 5: Real-project intake and value case
    
    Session
    
    Challenge
    
    Week 6: Discovery synthesis and AI suitability
    
    Week 6: Discovery synthesis and AI suitability
    
    Session
    
    Challenge
    
    Week 7: Decomposition, estimates, dependencies and capacity
    
    Week 7: Decomposition, estimates, dependencies and capacity
    
    Session
    
    Challenge
    
    Week 8: Sprint planning, review and stakeholder demonstration
    
    Week 8: Sprint planning, review and stakeholder demonstration
    
    Session
    
    Challenge
    
    Month 3 – Quality and governance
    Month 3 – Quality and governance
    
    Week 9: AI delivery literacy: data, retrieval, agents and evaluation
    
    Week 9: AI delivery literacy: data, retrieval, agents and evaluation
    
    Session
    
    Challenge
    
    Week 10: Quality and evaluation gates; definition of done
    
    Week 10: Quality and evaluation gates; definition of done
    
    Session
    
    Challenge
    
    Week 11: RAID, governance and decision escalation
    
    Week 11: RAID, governance and decision escalation
    
    Session
    
    Challenge
    
    Week 12: Midpoint steering review and live reconciliation
    
    Week 12: Midpoint steering review and live reconciliation
    
    Session
    
    Challenge
    
    Month 4 – Embedded delivery
    Month 4 – Embedded delivery
    
    Week 13: Embedded delivery coordination and handoffs
    
    Week 13: Embedded delivery coordination and handoffs
    
    Session
    
    Challenge
    
    Week 14: Change control and scope negotiation
    
    Week 14: Change control and scope negotiation
    
    Session
    
    Challenge
    
    Week 15: Forecasting, capacity and AI operating costs
    
    Week 15: Forecasting, capacity and AI operating costs
    
    Session
    
    Challenge
    
    Week 16: Stakeholder conflict and recovery planning
    
    Week 16: Stakeholder conflict and recovery planning
    
    Session
    
    Challenge
    
    Month 5 – Release and outcomes
    Month 5 – Release and outcomes
    
    Week 17: Release readiness and go/no-go facilitation
    
    Week 17: Release readiness and go/no-go facilitation
    
    Session
    
    Challenge
    
    Week 18: Rollout, adoption and training
    
    Week 18: Rollout, adoption and training
    
    Session
    
    Challenge
    
    Week 19: Incident coordination and communication
    
    Week 19: Incident coordination and communication
    
    Session
    
    Challenge
    
    Week 20: Benefits measurement and continuous improvement
    
    Week 20: Benefits measurement and continuous improvement
    
    Session
    
    Challenge
    
    Month 6 – Independent transfer
    Month 6 – Independent transfer
    
    Week 21: Transfer to an unfamiliar initiative
    
    Week 21: Transfer to an unfamiliar initiative
    
    Session
    
    Challenge
    
    Week 22: Unseen sponsor change and constrained replanning
    
    Week 22: Unseen sponsor change and constrained replanning
    
    Session
    
    Challenge
    
    Week 23: Operational handover and skill adoption
    
    Week 23: Operational handover and skill adoption
    
    Session
    
    Challenge
    
    Week 24: Sponsor board and portfolio defence
    
    Week 24: Sponsor board and portfolio defence
    
    Session
    
    Challenge
    
    Assessments
    
    Assessments
    
    Month 1 milestone: Guided delivery
    
    Month 2 milestone: Value and planning
    
    Month 3 milestone: Quality and governance
    
    Month 4 milestone: Embedded delivery
    
    Month 5 milestone: Release and outcomes
    
    Month 6 milestone: Independent transfer
    
    Role skill starters
    
    Role skill starters
    
    pm delivery forecast
    pm delivery forecast
    
    Forecast skill evaluation – F1–F3
    
    pm-delivery-forecast
    
    pm discovery synthesis
    pm discovery synthesis
    
    Discovery skill evaluation – D1–D3
    
    pm-discovery-synthesis
    
    pm raid review
    pm raid review
    
    RAID skill evaluation – R1–R3
    
    pm-raid-review
    
    pm steering update
    pm steering update
    
    Steering skill evaluation – S1–S3
    
    pm-steering-update
    
    Resources
    
    Resources
    
    Executable calibration lab
    
    Legacy foundation resources
    
    SpecClaw delivery playbook for PMs
    
    Source and version manifest
    
    Working evidence templates
    
    Portfolio and graduation
    
    Instructor resources
    Instructor resources
    
    Facilitator guide
    
    Teaching packs
    
    Teaching packs
    
    Month 1 teaching pack: Guided delivery
    
    Month 2 teaching pack: Value and planning
    
    Month 3 teaching pack: Quality and governance
    
    Month 4 teaching pack: Embedded delivery
    
    Month 5 teaching pack: Release and outcomes
    
    Month 6 teaching pack: Independent transfer
    
    Legacy monthly references
    Legacy monthly references
    
    month 1 ai opportunity discovery
    
    month 1 ai opportunity discovery
    
    Legacy Month 1 practice challenge
    
    Legacy foundation: month 1 ai opportunity discovery
    
    month 2 value requirements scope
    
    month 2 value requirements scope
    
    Legacy Month 2 practice challenge
    
    Legacy foundation: month 2 value requirements scope
    
    month 3 delivery risk planning
    
    month 3 delivery risk planning
    
    Legacy Month 3 practice challenge
    
    Legacy foundation: month 3 delivery risk planning
    
    month 4 evaluation governance
    
    month 4 evaluation governance
    
    Legacy Month 4 practice challenge
    
    Legacy foundation: month 4 evaluation governance
    
    month 5 execution adoption
    
    month 5 execution adoption
    
    Legacy Month 5 practice challenge
    
    Legacy foundation: month 5 execution adoption
    
    month 6 benefits capstone
    
    month 6 benefits capstone
    
    Legacy Month 6 practice challenge
    
    Legacy foundation: month 6 benefits capstone
  - Intern Onboarding
    
    Intern Onboarding
    
    Day 0 - Learning to Learn
    Day 0 - Learning to Learn
    
    Session
    
    Challenge
    
    Day 1 - Systems Thinking
    Day 1 - Systems Thinking
    
    Session
    
    Challenge
    
    Day 2 - Building Blocks
    Day 2 - Building Blocks
    
    Session
    
    Challenge
    
    Day 3 - Designing for Quality
    Day 3 - Designing for Quality
    
    Session
    
    Challenge
    
    Day 4 - End-to-End Design
    Day 4 - End-to-End Design
    
    Session
    
    Challenge
    
    Day 5 - Specs as Contracts
    Day 5 - Specs as Contracts
    
    Session
    
    Challenge
  - QA Intern Onboarding
    
    QA Intern Onboarding
    
    Evaluation Rubric
    
    Session 1 · Day 0 - Learning to Learn
    Session 1 · Day 0 - Learning to Learn
    
    Session
    
    Challenge
    
    Session 2 · Day 1 - Thinking Like a Tester
    Session 2 · Day 1 - Thinking Like a Tester
    
    Session
    
    Challenge
    
    Session 3 · Day 2 - Building Blocks for Testers
    Session 3 · Day 2 - Building Blocks for Testers
    
    Session
    
    Challenge
    
    Session 4 · Day 3 - Testing for Quality
    Session 4 · Day 3 - Testing for Quality
    
    Session
    
    Challenge
    
    Session 5 · Day 4 - End-to-End Test Design
    Session 5 · Day 4 - End-to-End Test Design
    
    Session
    
    Challenge
    
    Session 6 · Day 5 - Specs as Test Contracts
    Session 6 · Day 5 - Specs as Test Contracts
    
    Session
    
    Challenge
  - Engineering
    Engineering
    
    Engineer Track
    
    Engineer Track
    
    Month 1 - Code Quality
    Month 1 - Code Quality
    
    Session
    
    Challenge
    
    Month 2 - API Development
    Month 2 - API Development
    
    Session
    
    Challenge
    
    Month 3 - Database Design
    Month 3 - Database Design
    
    Session
    
    Challenge
    
    Month 4 - Frontend Architecture
    Month 4 - Frontend Architecture
    
    Session
    
    Challenge
    
    Month 5 - DevOps Deployment
    Month 5 - DevOps Deployment
    
    Session
    
    Challenge
    
    Month 6 - System Design
    Month 6 - System Design
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Month 2 Rubric
    
    Month 3 Rubric
    
    Month 4 Rubric
    
    Month 5 Rubric
    
    Month 6 Rubric
    
    Gamma Scripts
    
    Gamma Scripts
    
    Month 1
    
    Month 2
    
    Month 3
    
    Month 4
    
    Month 5
    
    Month 6
    
    Senior Engineer Track
    
    Senior Engineer Track
    
    Month 1 - Advanced System Design
    Month 1 - Advanced System Design
    
    Session
    
    Challenge
    
    Month 2 - Microservices & Events
    Month 2 - Microservices & Events
    
    Session
    
    Challenge
    
    Month 3 - Performance Optimization
    Month 3 - Performance Optimization
    
    Session
    
    Challenge
    
    Month 4 - Security & Compliance
    Month 4 - Security & Compliance
    
    Session
    
    Challenge
    
    Month 5 - Technical Leadership
    Month 5 - Technical Leadership
    
    Session
    
    Challenge
    
    Month 6 - Distributed Systems
    Month 6 - Distributed Systems
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Month 2 Rubric
    
    Month 3 Rubric
    
    Month 4 Rubric
    
    Month 5 Rubric
    
    Month 6 Rubric
    
    Gamma Scripts
    
    Gamma Scripts
    
    Month 1
    
    Month 2
    
    Month 3
    
    Month 4
    
    Month 5
    
    Month 6
    
    Architect Track
    
    Architect Track
    
    Month 1 - Enterprise Architecture
    Month 1 - Enterprise Architecture
    
    Session
    
    Challenge
    
    Month 2 - Cognitive Constraints
    Month 2 - Cognitive Constraints
    
    Session
    
    Challenge
    
    Month 3 - Security & Data
    Month 3 - Security & Data
    
    Session
    
    Challenge
    
    Month 4 - Platform Engineering
    Month 4 - Platform Engineering
    
    Session
    
    Challenge
    
    Month 5 - Cognitive Vision
    Month 5 - Cognitive Vision
    
    Session
    
    Challenge
    
    Month 6 - Governance & Standards
    Month 6 - Governance & Standards
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Month 2 Rubric
    
    Month 3 Rubric
    
    Month 4 Rubric
    
    Month 5 Rubric
    
    Month 6 Rubric
    
    Gamma Scripts
    
    Gamma Scripts
    
    Month 1
    
    Month 2
    
    Month 3
    
    Month 4
    
    Month 5
    
    Month 6
    
    Tech Lead Track
    
    Tech Lead Track
    
    Month 1 - Strategic Architecture
    Month 1 - Strategic Architecture
    
    Session
    
    Challenge
    
    Month 2 - People Management
    Month 2 - People Management
    
    Session
    
    Challenge
    
    Month 3 - Project Delivery
    Month 3 - Project Delivery
    
    Session
    
    Challenge
    
    Month 4 - Cross-Functional Leadership
    Month 4 - Cross-Functional Leadership
    
    Session
    
    Challenge
    
    Month 5 - Advanced Tech Leadership
    Month 5 - Advanced Tech Leadership
    
    Session
    
    Challenge
    
    Month 6 - Executive Communication
    Month 6 - Executive Communication
    
    Session
    
    Challenge
    
    Month 7 - Team Leadership
    Month 7 - Team Leadership
    
    Session
    
    Challenge
    
    Month 8 - Architecture Decisions
    Month 8 - Architecture Decisions
    
    Session
    
    Challenge
    
    Month 9 - Technical Debt
    Month 9 - Technical Debt
    
    Session
    
    Challenge
    
    Month 10 - Team Scaling
    Month 10 - Team Scaling
    
    Session
    
    Challenge
    
    Month 11 - Engineering Metrics
    Month 11 - Engineering Metrics
    
    Session
    
    Challenge
    
    Month 12 - Stakeholder Engagement
    Month 12 - Stakeholder Engagement
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Month 2 Rubric
    
    Month 3 Rubric
    
    Month 4 Rubric
    
    Month 5 Rubric
    
    Month 6 Rubric
    
    Month 7 Rubric
    
    Month 8 Rubric
    
    Month 9 Rubric
    
    Month 10 Rubric
    
    Month 11 Rubric
    
    Month 12 Rubric
    
    Gamma Scripts
    
    Gamma Scripts
    
    Month 1
    
    Month 2
    
    Month 3
    
    Month 4
    
    Month 5
    
    Month 6
    
    Month 7
    
    Month 8
    
    Month 9
    
    Month 10
    
    Month 11
    
    Month 12
  - DevOps
    DevOps
    
    DevOps Engineer Track
    
    DevOps Engineer Track
    
    Month 1 - Linux, Git & CI
    Month 1 - Linux, Git & CI
    
    Session
    
    Challenge
    
    Month 2 - Containerization
    Month 2 - Containerization
    
    Session
    
    Challenge
    
    Month 3 - Kubernetes Fundamentals
    Month 3 - Kubernetes Fundamentals
    
    Session
    
    Challenge
    
    Month 4 - IaC (Terraform/OpenTofu)
    Month 4 - IaC (Terraform/OpenTofu)
    
    Session
    
    Challenge
    
    Month 5 - Observability
    Month 5 - Observability
    
    Session
    
    Challenge
    
    Month 6 - CI/CD Capstone
    Month 6 - CI/CD Capstone
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Senior DevOps Engineer Track
    
    Senior DevOps Engineer Track
    
    Month 1 - Advanced K8s & GitOps
    Month 1 - Advanced K8s & GitOps
    
    Session
    
    Challenge
    
    Month 2 - IaC at Scale
    Month 2 - IaC at Scale
    
    Session
    
    Challenge
    
    Month 3 - Service Mesh & Zero Trust
    Month 3 - Service Mesh & Zero Trust
    
    Session
    
    Challenge
    
    Month 4 - Reliability, SLOs & Chaos
    Month 4 - Reliability, SLOs & Chaos
    
    Session
    
    Challenge
    
    Month 5 - Supply Chain Security
    Month 5 - Supply Chain Security
    
    Session
    
    Challenge
    
    Month 6 - Platform Capstone
    Month 6 - Platform Capstone
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    DevOps Lead Track
    
    DevOps Lead Track
    
    Month 1 - Strategy & DORA
    Month 1 - Strategy & DORA
    
    Session
    
    Challenge
    
    Month 2 - Team Leadership & On-Call
    Month 2 - Team Leadership & On-Call
    
    Session
    
    Challenge
    
    Month 3 - Release & Change Mgmt
    Month 3 - Release & Change Mgmt
    
    Session
    
    Challenge
    
    Month 4 - Cross-Functional Leadership
    Month 4 - Cross-Functional Leadership
    
    Session
    
    Challenge
    
    Month 5 - Tech Debt & Modernization
    Month 5 - Tech Debt & Modernization
    
    Session
    
    Challenge
    
    Month 6 - Executive Communication
    Month 6 - Executive Communication
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    DevOps Architect Track
    
    DevOps Architect Track
    
    Month 1 - Enterprise DevOps Architecture
    Month 1 - Enterprise DevOps Architecture
    
    Session
    
    Challenge
    
    Month 2 - Platform Engineering at Scale
    Month 2 - Platform Engineering at Scale
    
    Session
    
    Challenge
    
    Month 3 - Security & Compliance
    Month 3 - Security & Compliance
    
    Session
    
    Challenge
    
    Month 4 - Multi-Cloud & Hybrid
    Month 4 - Multi-Cloud & Hybrid
    
    Session
    
    Challenge
    
    Month 5 - Observability & SRE Architecture
    Month 5 - Observability & SRE Architecture
    
    Session
    
    Challenge
    
    Month 6 - Governance & Standards
    Month 6 - Governance & Standards
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
  - Quality Assurance
    Quality Assurance
    
    QA Engineer Track
    
    QA Engineer Track
    
    Month 1 - Testing Fundamentals
    Month 1 - Testing Fundamentals
    
    Session
    
    Challenge
    
    Month 2 - Test Automation Basics
    Month 2 - Test Automation Basics
    
    Session
    
    Challenge
    
    Month 3 - API Testing
    Month 3 - API Testing
    
    Session
    
    Challenge
    
    Month 4 - Performance Testing
    Month 4 - Performance Testing
    
    Session
    
    Challenge
    
    Month 5 - Mobile & Security Testing
    Month 5 - Mobile & Security Testing
    
    Session
    
    Challenge
    
    Month 6 - Test Strategy & Leadership
    Month 6 - Test Strategy & Leadership
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Gamma Scripts
    
    Gamma Scripts
    
    Month 1
    
    Senior QA Engineer Track
    
    Senior QA Engineer Track
    
    Month 1 - Test Architecture
    Month 1 - Test Architecture
    
    Session
    
    Challenge
    
    Month 2 - Automation at Scale
    Month 2 - Automation at Scale
    
    Session
    
    Challenge
    
    Month 3 - Advanced Performance
    Month 3 - Advanced Performance
    
    Session
    
    Challenge
    
    Month 4 - Security & Compliance
    Month 4 - Security & Compliance
    
    Session
    
    Challenge
    
    Month 5 - QA Leadership
    Month 5 - QA Leadership
    
    Session
    
    Challenge
    
    Month 6 - Quality Engineering
    Month 6 - Quality Engineering
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Gamma Scripts
    
    Gamma Scripts
    
    QA Architect Track
    
    QA Architect Track
    
    Month 1 - Test Architecture Design
    Month 1 - Test Architecture Design
    
    Session
    
    Challenge
    
    Month 2 - Test Strategy Under Constraints
    Month 2 - Test Strategy Under Constraints
    
    Session
    
    Challenge
    
    Month 3 - Security & Performance Architecture
    Month 3 - Security & Performance Architecture
    
    Session
    
    Challenge
    
    Month 4 - Test Platform Engineering
    Month 4 - Test Platform Engineering
    
    Session
    
    Challenge
    
    Month 5 - Quality Vision & Influence
    Month 5 - Quality Vision & Influence
    
    Session
    
    Challenge
    
    Month 6 - Test Governance
    Month 6 - Test Governance
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Gamma Scripts
    
    Gamma Scripts
    
    Month 1
    
    QA Lead Track
    
    QA Lead Track
    
    Month 1 - Quality Strategy
    Month 1 - Quality Strategy
    
    Session
    
    Challenge
    
    Month 2 - QA People Management
    Month 2 - QA People Management
    
    Session
    
    Challenge
    
    Month 3 - Test Delivery Management
    Month 3 - Test Delivery Management
    
    Session
    
    Challenge
    
    Month 4 - Cross-Functional Leadership
    Month 4 - Cross-Functional Leadership
    
    Session
    
    Challenge
    
    Month 5 - Advanced Quality Leadership
    Month 5 - Advanced Quality Leadership
    
    Session
    
    Challenge
    
    Month 6 - Executive Communication
    Month 6 - Executive Communication
    
    Session
    
    Challenge
    
    Month 7 - QA Team Leadership
    Month 7 - QA Team Leadership
    
    Session
    
    Challenge
    
    Month 8 - Quality Governance
    Month 8 - Quality Governance
    
    Session
    
    Challenge
    
    Month 9 - Quality Debt Strategy
    Month 9 - Quality Debt Strategy
    
    Session
    
    Challenge
    
    Month 10 - QA Team Scaling
    Month 10 - QA Team Scaling
    
    Session
    
    Challenge
    
    Month 11 - Quality Metrics
    Month 11 - Quality Metrics
    
    Session
    
    Challenge
    
    Month 12 - Strategic Partnerships
    Month 12 - Strategic Partnerships
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Gamma Scripts
    
    Gamma Scripts
    
    Month 1
  - Power Platform
    Power Platform
    
    PP Engineer Track
    
    PP Engineer Track
    
    Month 1 - Canvas Apps Fundamentals
    Month 1 - Canvas Apps Fundamentals
    
    Session
    
    Challenge
    
    Month 2 - Power Automate Flows
    Month 2 - Power Automate Flows
    
    Session
    
    Challenge
    
    Month 3 - Dataverse & Model-Driven Apps
    Month 3 - Dataverse & Model-Driven Apps
    
    Session
    
    Challenge
    
    Month 4 - Power BI Integration
    Month 4 - Power BI Integration
    
    Session
    
    Challenge
    
    Month 5 - Copilot Studio & AI Builder
    Month 5 - Copilot Studio & AI Builder
    
    Session
    
    Challenge
    
    Month 6 - Power Pages & Integration
    Month 6 - Power Pages & Integration
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Gamma Scripts
    
    Gamma Scripts
    
    Month 1
    
    Senior PP Engineer Track
    
    Senior PP Engineer Track
    
    Month 1 - Advanced Canvas Architecture
    Month 1 - Advanced Canvas Architecture
    
    Session
    
    Challenge
    
    Month 2 - ALM & DevOps for Power Platform
    Month 2 - ALM & DevOps for Power Platform
    
    Session
    
    Challenge
    
    Month 3 - Custom Connectors & API Integration
    Month 3 - Custom Connectors & API Integration
    
    Session
    
    Challenge
    
    Month 4 - Advanced Power Automate Patterns
    Month 4 - Advanced Power Automate Patterns
    
    Session
    
    Challenge
    
    Month 5 - Dataverse Advanced Topics
    Month 5 - Dataverse Advanced Topics
    
    Session
    
    Challenge
    
    Month 6 - Complex Integration Architecture
    Month 6 - Complex Integration Architecture
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Gamma Scripts
    
    Gamma Scripts
    
    Month 1
    
    PP Architect Track
    
    PP Architect Track
    
    Month 1 - Enterprise Architecture
    Month 1 - Enterprise Architecture
    
    Session
    
    Challenge
    
    Month 2 - Security & Compliance
    Month 2 - Security & Compliance
    
    Session
    
    Challenge
    
    Month 3 - Data Architecture at Scale
    Month 3 - Data Architecture at Scale
    
    Session
    
    Challenge
    
    Month 4 - Platform Engineering & DevOps
    Month 4 - Platform Engineering & DevOps
    
    Session
    
    Challenge
    
    Month 5 - Performance Optimization
    Month 5 - Performance Optimization
    
    Session
    
    Challenge
    
    Month 6 - Governance & Standards Capstone
    Month 6 - Governance & Standards Capstone
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Gamma Scripts
    
    Gamma Scripts
    
    Month 1
    
    PP Tech Lead Track
    
    PP Tech Lead Track
    
    Month 1 - Governance Strategy
    Month 1 - Governance Strategy
    
    Session
    
    Challenge
    
    Month 2 - CoE Implementation
    Month 2 - CoE Implementation
    
    Session
    
    Challenge
    
    Month 3 - Capacity Planning & Architecture
    Month 3 - Capacity Planning & Architecture
    
    Session
    
    Challenge
    
    Month 4 - Citizen Developer Enablement
    Month 4 - Citizen Developer Enablement
    
    Session
    
    Challenge
    
    Month 5 - Team Leadership
    Month 5 - Team Leadership
    
    Session
    
    Challenge
    
    Month 6 - Executive Communication & ROI
    Month 6 - Executive Communication & ROI
    
    Session
    
    Challenge
    
    Month 7 - Fusion Team Leadership
    Month 7 - Fusion Team Leadership
    
    Session
    
    Challenge
    
    Month 8 - Architecture Review Board
    Month 8 - Architecture Review Board
    
    Session
    
    Challenge
    
    Month 9 - Technical Debt & Legacy Migration
    Month 9 - Technical Debt & Legacy Migration
    
    Session
    
    Challenge
    
    Month 10 - Scaling Excellence
    Month 10 - Scaling Excellence
    
    Session
    
    Challenge
    
    Month 11 - Platform Analytics & Metrics
    Month 11 - Platform Analytics & Metrics
    
    Session
    
    Challenge
    
    Month 12 - Strategic Partnerships & Innovation
    Month 12 - Strategic Partnerships & Innovation
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Gamma Scripts
    
    Gamma Scripts
    
    Month 1
  - AI & Transformation
    AI & Transformation
    
    AI Senior Engineer Track
    
    AI Senior Engineer Track
    
    Month 1 - LLM Foundations & Prompt Engineering
    Month 1 - LLM Foundations & Prompt Engineering
    
    Session
    
    Challenge
    
    Month 2 - RAG Architecture & Vector Databases
    Month 2 - RAG Architecture & Vector Databases
    
    Session
    
    Challenge
    
    Month 3 - AI Agents & Orchestration
    Month 3 - AI Agents & Orchestration
    
    Session
    
    Challenge
    
    Month 4 - Fine-Tuning & Model Customization
    Month 4 - Fine-Tuning & Model Customization
    
    Session
    
    Challenge
    
    Month 5 - MLOps & Production AI Systems
    Month 5 - MLOps & Production AI Systems
    
    Session
    
    Challenge
    
    Month 6 - AI System Design & Governance
    Month 6 - AI System Design & Governance
    
    Session
    
    Challenge
    
    AI Adoption Track (Company-Wide)
    AI Adoption Track (Company-Wide)
    
    Adoption Strategy
    
    Month 1 - AI Mindset & Daily Productivity
    Month 1 - AI Mindset & Daily Productivity
    
    Session
    
    Challenge
    
    Month 2 - AI-Augmented Workflows
    Month 2 - AI-Augmented Workflows
    
    Session
    
    Challenge
    
    Month 3 - AI Agents & Outcome Delivery
    Month 3 - AI Agents & Outcome Delivery
    
    Session
    
    Challenge
    
    Role Playbooks
    Role Playbooks
    
    Engineering
    
    IT Operations
    
    Accounting
    
    Digital & Creative
    
    Leadership & Management
    
    BMAD Method Track
    BMAD Method Track
    
    Month 1 - BMAD Fundamentals
    Month 1 - BMAD Fundamentals
    
    Session
    
    Challenge
    
    Month 2 - BMAD Builder
    Month 2 - BMAD Builder
    
    Session
    
    Challenge
    
    Month 3 - Test Architect
    Month 3 - Test Architect
    
    Session
    
    Challenge
    
    LLM Research Track
    LLM Research Track
    
    Month 1 - Foundations & Tokenization
    Month 1 - Foundations & Tokenization
    
    Session
    
    Challenge
    
    Submission
    
    Month 2 - Transformer from Scratch
    Month 2 - Transformer from Scratch
    
    Session
    
    Challenge
    
    Month 3 - Data Curation & Pretraining
    Month 3 - Data Curation & Pretraining
    
    Session
    
    Challenge
    
    Month 4 - Training Dynamics & Scaling
    Month 4 - Training Dynamics & Scaling
    
    Session
    
    Challenge
    
    Month 5 - Evaluation & Reproducibility
    Month 5 - Evaluation & Reproducibility
    
    Session
    
    Challenge
    
    Month 6 - Supervised Fine-Tuning
    Month 6 - Supervised Fine-Tuning
    
    Session
    
    Challenge
    
    Month 7 - Parameter-Efficient Fine-Tuning
    Month 7 - Parameter-Efficient Fine-Tuning
    
    Session
    
    Challenge
    
    Month 8 - Preference Optimization
    Month 8 - Preference Optimization
    
    Session
    
    Challenge
    
    Month 9 - Safety & Alignment
    Month 9 - Safety & Alignment
    
    Session
    
    Challenge
    
    Month 10 - Inference Engineering
    Month 10 - Inference Engineering
    
    Session
    
    Challenge
    
    Month 11 - Serving & Observability
    Month 11 - Serving & Observability
    
    Session
    
    Challenge
    
    Month 12 - Capstone Model Release
    Month 12 - Capstone Model Release
    
    Session
    
    Challenge
  - Data Engineering
    Data Engineering
    
    Data Engineer Track
    
    Data Engineer Track
    
    Month 1 - Data Pipeline Fundamentals
    Month 1 - Data Pipeline Fundamentals
    
    Session
    
    Challenge
    
    Month 2 - SQL & Data Modeling
    Month 2 - SQL & Data Modeling
    
    Session
    
    Challenge
    
    Month 3 - Microsoft Fabric Warehousing
    Month 3 - Microsoft Fabric Warehousing
    
    Session
    
    Challenge
    
    Month 4 - Data Quality & Testing
    Month 4 - Data Quality & Testing
    
    Session
    
    Challenge
    
    Month 5 - Python Data Engineering
    Month 5 - Python Data Engineering
    
    Session
    
    Challenge
    
    Month 6 - End-to-End Platform
    Month 6 - End-to-End Platform
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Gamma Scripts
    
    Gamma Scripts
    
    Month 1
    
    Senior Data Engineer Track
    
    Senior Data Engineer Track
    
    Month 1 - Realtime Data Processing
    Month 1 - Realtime Data Processing
    
    Session
    
    Challenge
    
    Month 2 - Delta Lake & Lakehouse
    Month 2 - Delta Lake & Lakehouse
    
    Session
    
    Challenge
    
    Month 3 - dbt & DataOps
    Month 3 - dbt & DataOps
    
    Session
    
    Challenge
    
    Month 4 - Performance Optimization
    Month 4 - Performance Optimization
    
    Session
    
    Challenge
    
    Month 5 - Data Mesh Principles
    Month 5 - Data Mesh Principles
    
    Session
    
    Challenge
    
    Month 6 - ML Pipelines
    Month 6 - ML Pipelines
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Gamma Scripts
    
    Gamma Scripts
    
    Month 1
    
    DE Architect Track
    
    DE Architect Track
    
    Month 1 - Enterprise Data Architecture
    Month 1 - Enterprise Data Architecture
    
    Session
    
    Challenge
    
    Month 2 - Governance & Compliance Architecture
    Month 2 - Governance & Compliance Architecture
    
    Session
    
    Challenge
    
    Month 3 - Lakehouse & Modern Architecture
    Month 3 - Lakehouse & Modern Architecture
    
    Session
    
    Challenge
    
    Month 4 - Data Platform Engineering
    Month 4 - Data Platform Engineering
    
    Session
    
    Challenge
    
    Month 5 - Data Strategy & Innovation
    Month 5 - Data Strategy & Innovation
    
    Session
    
    Challenge
    
    Month 6 - Data Governance Framework
    Month 6 - Data Governance Framework
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Gamma Scripts
    
    Gamma Scripts
    
    Month 1
    
    DE Tech Lead Track
    
    DE Tech Lead Track
    
    Month 1 - Data Platform Strategy
    Month 1 - Data Platform Strategy
    
    Session
    
    Challenge
    
    Month 2 - Data Team Leadership
    Month 2 - Data Team Leadership
    
    Session
    
    Challenge
    
    Month 3 - Data Project Delivery
    Month 3 - Data Project Delivery
    
    Session
    
    Challenge
    
    Month 4 - Cross-Functional Collaboration
    Month 4 - Cross-Functional Collaboration
    
    Session
    
    Challenge
    
    Month 5 - Data Governance Leadership
    Month 5 - Data Governance Leadership
    
    Session
    
    Challenge
    
    Month 6 - Executive Communication
    Month 6 - Executive Communication
    
    Session
    
    Challenge
    
    Month 7 - Data Team Scaling
    Month 7 - Data Team Scaling
    
    Session
    
    Challenge
    
    Month 8 - Architecture Decisions
    Month 8 - Architecture Decisions
    
    Session
    
    Challenge
    
    Month 9 - Technical Debt in Data
    Month 9 - Technical Debt in Data
    
    Session
    
    Challenge
    
    Month 10 - Data Platform Operations
    Month 10 - Data Platform Operations
    
    Session
    
    Challenge
    
    Month 11 - Data Engineering Metrics
    Month 11 - Data Engineering Metrics
    
    Session
    
    Challenge
    
    Month 12 - Strategic Partnerships
    Month 12 - Strategic Partnerships
    
    Session
    
    Challenge
    
    Evaluation
    
    Evaluation
    
    Month 1 Rubric
    
    Gamma Scripts
    
    Gamma Scripts
    
    Month 1
  - Domain Expertise
    Domain Expertise
    
    FinCrime Expert Track
    
    FinCrime Expert Track
    
    Session 1 - Financial Crime Foundations and the Regulatory Map
    Session 1 - Financial Crime Foundations and the Regulatory Map
    
    Session
    
    Challenge
    
    Session 2 - Know Your Customer
    Session 2 - Know Your Customer
    
    Session
    
    Challenge
    
    Session 3 - Screening, Sanctions, Names and Lists
    Session 3 - Screening, Sanctions, Names and Lists
    
    Session
    
    Challenge
    
    Session 4 - Transaction Monitoring, Typologies and Cases
    Session 4 - Transaction Monitoring, Typologies and Cases
    
    Session
    
    Challenge
    
    Session 5 - Trade Finance Crime
    Session 5 - Trade Finance Crime
    
    Session
    
    Challenge
    
    Session 6 - Reporting, Governance and Agentic Compliance
    Session 6 - Reporting, Governance and Agentic Compliance
    
    Session
    
    Challenge
- Industry Readiness Program
  Industry Readiness Program
  - Executive Brief
  - Program Curriculum
  - Marketing Brochure
  - Intern Agreement
  - Scholarship Guidelines
  - Weekly Videos
    
    Weekly Videos
    
    Foundations (Month 1)
    Foundations (Month 1)
    
    Week 1 - Spec-First Mindset
    
    Week 2 - GitHub Spec Kit & SDD
    
    Week 3 - Claude Code Deep Dive
    
    Week 4 - First Deploy CI/CD
    
    Internal Sprint (Month 2)
    Internal Sprint (Month 2)
    
    Week 5 - Stakeholder Interviews
    
    Week 6 - Collaborative PRD & Architecture
    
    Week 7 - OpenAPI Spec-First
    
    Week 8 - Team Sprint & Code Review
    
    LLM Integration (Month 3)
    LLM Integration (Month 3)
    
    Week 9 - Context Windows & System Prompts
    
    Week 10 - RAG Pipelines
    
    Week 11 - MCP Servers & Tool Use
    
    Week 12 - Multi-Agent Orchestration
    
    Embedded (Month 4)
    Embedded (Month 4)
    
    Week 13 - Embedding into a Team
    
    Week 14 - Production Ticket Ownership
    
    Week 15 - PR Review Rubric
    
    Week 16 - OpenClaw & Customer Discovery
    
    Ownership (Month 5)
    Ownership (Month 5)
    
    Week 17 - Feature Ownership
    
    Week 18 - Infra as Code
    
    Week 19 - Observability & SLOs
    
    Week 20 - Security & Threat Modelling
    
    Capstone (Month 6)
    Capstone (Month 6)
    
    Week 21 - Portfolio Curation
    
    Week 22 - Toastmasters for Demos
    
    Week 23 - Demo Day Rehearsal
    
    Week 24 - Placement, NAITA & Graduation
  - Weekly Videos V2
    
    Weekly Videos V2
    
    Reference Systems
    
    Templates
    Templates
    
    Factory Charter
    
    Design Note
    
    Stage 1 - Factory Worker's Toolkit
    Stage 1 - Factory Worker's Toolkit
    
    Week 01 - What a Software Factory Is
    Week 01 - What a Software Factory Is
    
    Session
    
    Challenge
    
    Week 02 - The Agent as a Unit of Work
    Week 02 - The Agent as a Unit of Work
    
    Session
    
    Challenge
    
    Week 03 - Tools and MCP
    Week 03 - Tools and MCP
    
    Session
    
    Challenge
    
    Week 04 - Evals
    Week 04 - Evals
    
    Session
    
    Challenge
    
    Week 05 - Specs as Machine Input
    Week 05 - Specs as Machine Input
    
    Session
    
    Challenge
    
    Stage 2 - Single-Line Factory
    Stage 2 - Single-Line Factory
    
    Week 06 - Lifecycle State Machines
    Week 06 - Lifecycle State Machines
    
    Session
    
    Challenge
    
    Week 07 - Planning Agents
    Week 07 - Planning Agents
    
    Session
    
    Challenge
    
    Week 08 - Build Orchestration
    Week 08 - Build Orchestration
    
    Session
    
    Challenge
    
    Week 09 - Verification Gates
    Week 09 - Verification Gates
    
    Session
    
    Challenge
    
    Week 10 - Loop Control
    Week 10 - Loop Control
    
    Session
    
    Challenge
    
    Week 11 - Memory and Learning
    Week 11 - Memory and Learning
    
    Session
    
    Challenge
    
    Stage 3 - Scale to a Fleet
    Stage 3 - Scale to a Fleet
    
    Week 12 - Hosting Agents
    Week 12 - Hosting Agents
    
    Session
    
    Challenge
    
    Week 13 - The Human Interface
    Week 13 - The Human Interface
    
    Session
    
    Challenge
    
    Week 14 - Scheduling and Autonomy
    Week 14 - Scheduling and Autonomy
    
    Session
    
    Challenge
    
    Week 15 - Multi-Agent Collaboration
    Week 15 - Multi-Agent Collaboration
    
    Session
    
    Challenge
    
    Week 16 - Governance and Safety
    Week 16 - Governance and Safety
    
    Session
    
    Challenge
    
    Week 17 - Observability and Economics
    Week 17 - Observability and Economics
    
    Session
    
    Challenge
    
    Stage 4 - Platform and Capstone
    Stage 4 - Platform and Capstone
    
    Week 18 - Multi-Tenancy and Isolation
    Week 18 - Multi-Tenancy and Isolation
    
    Session
    
    Challenge
    
    Week 19 - Event-Driven Factory Architecture
    Week 19 - Event-Driven Factory Architecture
    
    Session
    
    Challenge
    
    Week 20 - Delivery
    Week 20 - Delivery
    
    Session
    
    Challenge
    
    Week 21 - The Self-Improving Factory
    Week 21 - The Self-Improving Factory
    
    Session
    
    Challenge
    
    Week 22 - Demo Day
    Week 22 - Demo Day
    
    Session
    
    Challenge
  - Research
    
    Research
    
    SDD Frameworks Landscape
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