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Engineering, architecture, AI, leadership — and the occasional personal story.

12 posts

Stop Building Around Agents — Build Around Processes

Why putting AI agents at the center of your workflow doesn't scale, and what works instead.

ai-engineeringarchitectureagentsprocesses

Notes From an Agent Development Roundtable

What happens when engineers sit down to discuss how AI agents actually fit into real processes — not demos.

ai-engineeringagentsprocesses

Documentation Is System Memory

Why documentation isn't a formality — it's the memory layer that keeps both humans and AI from losing context.

architectureprocessesai-engineering

Fault Tolerance Is Not Just for Servers

Why fault tolerance matters even in small systems — and how graceful degradation changes the user experience completely.

architecturereliabilityagents

Ports & Adapters in Practice

How migrating an entire platform to Ports & Adapters changed the way I think about extensibility.

architecturepatternsplatform

Context Auto-Escalation: Stop Burning Tokens

How I built a two-phase approach to LLM context — start minimal, escalate only when needed.

ai-engineeringperformancearchitecture

Burnout From Task Degradation

The kind of burnout that has nothing to do with stress or deadlines — and everything to do with outgrowing your tasks.

leadershipcareerengineering

Why AI Lies — And How I Made It Stop

AI doesn't try to deceive you. It just fills in the gaps with fiction. Here's how I built guardrails that made it honest.

ai-engineeringhallucinationsobservability

Lying Is the Most Expensive Management Mistake

Why dishonesty in leadership isn't a moral problem — it's an efficiency problem. And why strong engineers never forget it.

leadershipmanagementteams

Why "Prompt → Result" Doesn't Scale

What I learned after months of building AI tooling — and why the magic prompt approach falls apart in production.

ai-engineeringarchitectureagents

Why I Automate Every Routine to Zero

The most important resource isn't money or effort — it's attention. And routine tasks steal it quietly.

engineeringproductivityautomation

How I Got Into Tech

A story about a Lenovo tablet, a job interview where I "knew everything," and learning faster than you can be afraid.

careerpersonal