Agile and Iterative Development: A Slice Through Every Layer
Cloud / DevOpsART-CLD-010
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Research, field notes & experience
The full library — field notes, articles, essays, and design docs across agentic AI, MAX3, cloud & DevOps, healthcare, data, career & leadership, and more. Every piece is here to read in full; filter by topic below, or start from a topic hub.
MARA, the Medical Agentic Resident Assistant: Four Generations, One Line
MAX3WPR-MAX-023
MAX4 and MARA: The Ladder Starts at Off
MAX3WPR-MAX-022
What Building With AI Really Costs: The Whole Bill
Cloud / DevOpsWPR-CLD-004
MAX: The AI Resident, and the Road to MARA
MAX3WPR-MAX-021
Self-Hosted CI Runners: The Job That Waited for a Sleeping PC
Cloud / DevOpsWPR-CLD-003
MARA: A Medical Agentic Resident Assistant That Learns From Every Encounter and Never Makes the Decision
HealthcareWPR-HLC-001
Root Cause Analysis: The Check Name GitHub Never Rendered
MAX3WPR-MAX-020
Epic Migration Planning: Twelve Thousand Questions, One Date
HealthcareART-HLC-010
EHR Migration Economics: The Cash Trough Nobody Budgeted
HealthcareART-HLC-009
REEF, Local-First Network Defence: The Porch Camera's Heartbeat
MAX3WPR-MAX-019
An Engineering Organization Run by AI Agents
Agentic AIWPR-AGT-008
Hosted Code Review: The YAML Parsed and Nothing Read It
MAX3WPR-MAX-018
CapEx, OpEx, and EBITDA: The Same Dollar, Two Different Stories
Career & LeadershipWPR-BIZ-002
Reading the Financials: The Primer for Everyone Who Never Had To Care
Career & LeadershipWPR-BIZ-003
Capitalize or Expense: Your Jira Board Is Now Audit Evidence
Career & LeadershipWPR-BIZ-004
Depreciation and Useful Life: The Chip Outlives Its Economics
Career & LeadershipWPR-BIZ-005
Placement Economics: The Right Answer, Applied Everywhere
Career & LeadershipWPR-BIZ-006
Lift-and-Shift or Re-Architect: The Two That Modernized Later
Career & LeadershipWPR-BIZ-007
Vendor Economics: The Email in November
Career & LeadershipWPR-BIZ-008
AI Spend: Three Budgets Pretending to Be One
Career & LeadershipWPR-BIZ-009
AI and Headcount: Somebody on the Board Did the Arithmetic
Career & LeadershipWPR-BIZ-010
Outsourcing After Section 174A: Eleven Months to Relearn It
Career & LeadershipWPR-BIZ-011
Data Pipelines for Machine Learning: The Duplicate That Hid the Heartbeat
DataWPR-DAT-007
Local-First Code Review: The Guard Dog and the Ledger
MAX3WPR-MAX-017
Graph Engineering: The Edge That Carried Nothing
Agentic AIWPR-AGT-007
SAST and SCA: Nothing Matched the Patterns We Know About
Agentic AIWPR-AGT-004
Security Scanning in Practice: The Red Check Was a Full Disk
Agentic AIWPR-AGT-005
The AI Attack Surface: Four of the Six Layers Nobody Scans
Agentic AIWPR-AGT-006
UML: The Boxes Were Right and the Lines Were Wrong
Cloud / DevOpsWPR-CLD-002
Retrieval-Augmented Generation: Confident, Well Cited, and Wrong
Agentic AIWPR-AGT-003
Domain-Driven Design: The Word the Code Got Wrong
Cloud / DevOpsART-CLD-009
The Scaffolding Comes First
Cloud / DevOpsWPR-CLD-001
What AI First Actually Costs
Career & LeadershipWPR-BIZ-001
The Flat Line
Agentic AIWPR-AGT-002
Reasoning Without a Reasoner
MAX3WPR-MAX-016
False Green
MAX3WPR-MAX-015
The Same MAX in the Morning
MAX3WPR-MAX-014
The README Is the Payload
Agentic AIWPR-AGT-001
Inside MAX's Inside the Loop
Agentic AIART-AGT-028
Reading Over the Machine's Shoulder
Agentic AIART-AGT-029
A MAX FIELD REPORT
Agentic AIART-AGT-030
You Were Already in the File
Agentic AIART-AGT-031
The 9-Layer Agentic AI Stack: How Modern Organizations Build Run and Secure AI Agents at Scale
Agentic AISER-AGT-001
MCP vs A2A: The Two Protocols Every AI Engineer Must Know in 2026
Agentic AISER-AGT-002
AI Agent Memory: Why Short-Term Memory Is Killing Your Agents
Agentic AISER-AGT-003
One Architecture Diagram That Explains Every AI Agent
Agentic AISER-AGT-004
Classic RAG vs GraphRAG vs Agentic RAG: Choosing the Right Retrieval Pattern
Agentic AISER-AGT-005
When NOT to Use an AI Agent: A Practitioners Decision Framework
Agentic AISER-AGT-006
The 2026 AI Engineer Is NOT What You Think
Agentic AISER-AGT-007
What Happens When You Call Any LLM API: The Full Journey in 400ms
Agentic AISER-AGT-008
Claude Code vs Codex CLI vs Gemini CLI: The Agentic CLI Wars
Agentic AISER-AGT-009
Your AI Strategy Has a Single Point of Failure: Your Data
Agentic AISER-AGT-010
The 12 Core Components of an Agentic AI System
Agentic AISER-AGT-011
Claude Code 3-Layer Memory Architecture: What 512K Lines of TypeScript Revealed
Agentic AISER-AGT-012
How to Design a CLAUDE.md That Actually Works
Agentic AISER-AGT-013
Claude Code Is Not a Folder Structure: Its an Agentic Operating System
Agentic AISER-AGT-014
Dashboard BI vs Agentic Analytics: The Next Wave of Business Intelligence
Agentic AISER-AGT-015
The Zero Dollar AI Stack: Building a Full AI App Without Paying a Cent
Agentic AISER-AGT-016
Your AI Agent Just Broke 3 Systems in Production: Heres Why
Agentic AISER-AGT-017
Understanding Agent Skills Hooks Subagents and Plugins: The Complete Architecture
Agentic AISER-AGT-018
The SKILL.md Universal Standard: How AI Agents Share Reusable Expertise
Agentic AISER-AGT-019
The Open-Source AI War Just Exploded: April 2026 Scorecard
Agentic AISER-AGT-020
Claude Code Agent Teams: Production Patterns for Multi-Agent Collaboration
Agentic AISER-AGT-021
The 6 Processors Powering Modern AI: CPU GPU TPU NPU LPU and DPU Explained
Agentic AISER-AGT-022
Vectorless RAG vs Traditional RAG: Navigating by Structure Not Similarity
Agentic AISER-AGT-023
Repository Intelligence: The Skill Replacing Prompt Engineering in 2026
Agentic AISER-AGT-024
The AI Code Review Problem: Why the Same AI That Writes Your Code Cant Review It
Agentic AISER-AGT-025
The Pre-Existing Stack You Can’t Ignore
Agentic AISER-AGT-026
Choreography or Orchestration: Picking the Spine of Your Multi-Agent System
Agentic AISER-AGT-027
The Data Never Leaves the Box
MAX3WPR-MAX-013
Executive summary
MAX3ART-MAX-001
MANY REPOS.
MAX3ART-MAX-003
The MAX Research Collective — Final Outcome Report
MAX3ART-MAX-011
Inside MAX's Brain 2.2
MAX3WPR-MAX-002
MAX3: A Resident Intelligence
MAX3WPR-MAX-004
CI_CD_CT_Product Evaluation – Qodo v. Gemini
MAX3WPR-MAX-005
MAX3 · Session Work Summary
MAX3WPR-MAX-006
MAX3 · Technology Evaluation
MAX3WPR-MAX-007
How MAX3 keeps itself honest
MAX3WPR-MAX-008
MAX A Unified Theory and Production Blueprint
MAX3WPR-MAX-009
Engineered Cognition · System Field Notes
MAX3WPR-MAX-010
The Case for an AI Resident
MAX3WPR-MAX-012
Four Models, One Repo, Zero Guarantees
Cloud / DevOpsART-CLD-001
DevOps in the Age of AI
Cloud / DevOpsART-CLD-002
Enhancing User Experience: The Power of Responsive and Reactive Design
Cloud / DevOpsART-CLD-003
How AWS Redesigns Legacy SaaS for Savings and Success
Cloud / DevOpsART-CLD-004
Racing Toward the Future: The Accelerated Evolution of Machine Learning
Cloud / DevOpsART-CLD-005
The Evolution of Software Development: From Specialized Experts to Near-Shore Solutions
Cloud / DevOpsART-CLD-006
Unlocking the Power of Cloud: Evolution and Benefits of Native Architecture
Cloud / DevOpsART-CLD-007
Unveiling the Future: Harnessing the Power of Microservices in 2024
Cloud / DevOpsART-CLD-008
Navigating the Complexities of PCI Compliance
HealthcareART-HLC-001
The Crucial Role of HIPAA in Healthcare Software Development
HealthcareART-HLC-002
The Promise of AI in Healthcare Transformation from data to diagnosis
HealthcareART-HLC-003
The Untapped Potential of Software Developers in Improving Patient Outcomes
HealthcareART-HLC-004
Unlocking Healthcare Data: The Intersection of HL7, FHIR, and HIPAA Compliance
HealthcareART-HLC-005
Unmasking Healthcare Costs: The Urgent Need for Transparency
HealthcareART-HLC-006
What Startups and Multi-Billion Healthcare Enterprises Can Learn From Each Other
HealthcareART-HLC-007
Wiring the Clinical Record
HealthcareART-HLC-008
Technology Responsibility: A Compliance and Security Study
DataWPR-DAT-006
Connecting the Record and the Content
DataART-DAT-001
Elevate Your Data Strategy with Ontologies
DataART-DAT-002
From Data Revolution to Data Protection: Safeguarding PII and PHI in Technology
DataART-DAT-003
Securing the Future: Technology's Role in Data Privacy Compliance
DataART-DAT-004
Who Owns the Join
DataART-DAT-005
Faster Than Anyone Can Read
NarrativeESY-NAR-001
Keeping Time When Time Breaks The Table We Keep
NarrativeESY-NAR-002
Leaves on the River: Journeys, Realities, and Disintegration
NarrativeESY-NAR-003
The Logic of Madness
NarrativeESY-NAR-004
The Window That Only Opens One Way
NarrativeESY-NAR-005
Engineered Cognition · Healthcare Edition
NarrativeESY-NAR-006
When the Winds Blow: Identifying Leaves, Branches, and Trunks in Your Network
NarrativeESY-NAR-007
The Argument at the Center of AI
Career & LeadershipART-BIZ-001
From Wrong Turns to Marathon Success-Conquering the Unexpected Challenges
Career & LeadershipART-BIZ-002
Harnessing the Power of Generative AI for Innovation
Career & LeadershipART-BIZ-003
Unveiling the Evolution of Work: Impact, Meaning, and Healthcare Technology
Career & LeadershipART-BIZ-004
Why Hiring Overqualified Candidates is the Secret Weapon in Today's Job Market Turmoil
Career & LeadershipART-BIZ-005
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