Archive
A chronological list of all published posts.
2026
8 posts
04-06
Hybrid Search Is Not One Thing
#Hibrid Search #Semantic Search #BM25 #Keyword Search
04-01
Naive RAG Fails When Documents Are Ranked Wrong
#Reranking #Similarity Search #Java #LangChain4j
03-30
How RAG Actually Works. Building Reliable Enterprise AI with LangChain4j
#Java #LangChain4j #Hands-on
03-26
RAG Is Not One Thing. A Practical Architecture Map for Reliable Enterprise AI Systems
#System Design #Enterprise Patterns #Integration
03-18
Reliable Enterprise AI. What Enterprise Architects Must Understand About Transformers
#Transformers #Deep Learning #Internals
03-11
Reliable Enterprise AI. Why Architecture Matters More Than Prompts
#Prompt Engineering #Robustness #Evaluation
03-02
The Token Tax. Why Your AI Strategy is Leaking Cash and How to Fix It
#Cost Management #API Limits #Tokens
01-05
What is Reliable Enterprise AI? The Complete Architecture Guide
#RAG #Deterministic AI #Observability #Vector Databases #Production #EU AI Act
2025
10 posts
12-06
AI in Education. Why K12 Platforms Require a Different Reliability Standard
#K12 #Reliability #Safety
11-05
Human-in-the-Loop Is Not a Feature, It's a Design Principle
#Human-in-the-Loop #Guardrails #UX
09-23
The EU AI Act Is Already in Force. Is Your AI Team Ready?
#Regulation #AI Act #Planning
08-20
Human Oversight in K12 AI. Why Educational Platforms Need a Different Standard
#Guardrails #K12 #Human-in-the-Loop #Risk Management
07-18
RAG Is Not a Feature, It's an Architecture Decision
#System Design #Architecture Patterns #Product Strategy
07-10
AI Roadmap for Tech Leads. An 12-Month Learning Plan to Stay Relevant and Lead with Intelligence
#Roadmap #Tech Lead #Upskilling
06-11
The Unexpected AI Skills I Gained from a PhD in Analytical Chemistry
#Academia #Lessons Learned #Soft Skills
03-18
The EU AI Act High-Risk Classification. A Practical Guide for Engineering Teams
#Regulation #High-Risk AI #Frameworks
02-12
What I Got Wrong About RAG
#Lessons Learned #Production #Debugging
01-06
Why Artificial Intelligence Is the Next Step to Improve My Tech Leadership
#Tech Lead #Transformation #Upskilling
2024
13 posts
12-17
Deterministic vs Probabilistic AI. The Gap Enterprise Teams Need to Close
#Deterministic AI #Reliability #Mindset
12-03
The EU AI Act for Enterprise Engineers. What You Actually Need to Know
#Regulation #Software Engineering #Guidelines
11-05
Why Your RAG Pipeline Will Fail in Production (And How to Prevent It)
#Production #Failure Modes #Reliability
10-22
Observability in RAGs. What You Need to Measure Before Hitting the "Deploy" Button
#Metrics #Monitoring #Production
09-10
Reliable Enterprise AI. The Problem Nobody Is Solving at Scale
#Reliable Enterprise AI #Enterprise AI #AI Reliability #RAG #AI Architecture
08-13
How Vector Databases Are Changing Enterprise Search
#Vector Databases #Semantic Search #Information Retrieval
07-25
The Real AI Revolution Isn’t Technical, It’s Strategic
#ROI #Transformation #Leadership
07-09
RAG Explained. Why Context Is Everything in Enterprise AI
#Fundamentals #Context Injection #Prompting
06-18
What Mobile Architecture Taught Me About Building AI Systems
#Mobile Patterns #Client-Side #Scalability
05-12
LLMs Are Not Magic. A Developer's Reality Check
#Expectation Management #Foundation Models #Limitations
04-08
The Hidden Complexity Behind AI-Powered Products
#UX #Architecture #Systems Thinking
03-14
The Questions I'm Asking Before Writing a Single Line of AI Code
#Discovery #Ethics #Architecture Patterns
01-15
Why Enterprise Software Engineers Should Take AI Seriously Now
#Software Engineering #Future of Work #Tech Lead