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Why Human Engineering + AI Is the Only Model That Actually Scales
AI accelerates execution, but human engineers make systems survive reality.
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Architecture
8 minWhy AI-Only Products Accumulate Invisible Technical Debt
The debt does not show up in demos.
AI & Craft
8 minAI Is Fast — Engineers Make It Durable
Speed without judgment creates fragile systems.
Data Engineering
7 minData Hygiene First: Beating Garbage-In with Contracts
Why data contracts are the real AI accelerator.
Product & AI
9 minEvaluating AI Features Like Grown-Ups
A/B tests, offline evals, and human-in-the-loop QA that actually works.
Backend
8 minEvent-Driven Backends for Resilient AI Workflows
Use events to decouple AI steps and keep SLAs.
Practices
6 minThe Human Layer: Code Review for Generated Artifacts
A pragmatic checklist for reviewing AI-written code.
IR & Search
7 minVector Search Without the Hype
When to use embeddings, and when a good index beats them.
Engineering
9 minPrecision Builds: From Architecture to Anti-Fragility
How to design software that gets stronger under stress.
AI & Craft
10 minWhen AI Writes Bugs: Field Notes from Real Cleanups
Patterns of failure in AI-generated code and how senior devs fix them.
Custom Development
8 minFrom Prompt to Product: Custom Development with Guardrails
Turning rapid prototypes into production-grade systems.
AI Strategy
7 minDomain-Specific Models Beat Generalists
Why niche beats noise in production settings.
Refactoring
9 minFrom Monolith to Modular: A Refactor Story
A surgical plan for safe, incremental decoupling.
Observability
8 minObservability for AI: What to Log, Trace, and Measure
Turn opaque model calls into transparent systems.
Language & Types
6 minContracts Over Comments: Enforcing Intent with Types
Let the compiler enforce what docs can only suggest.
Strategy
7 minThe Real Cost of “AI All the Things”
Opportunity cost, tech debt, and narrative traps.
Frontend
8 minShipping UI with Confidence: Storybook + Contract Tests
How to stop UI regressions before they hit users.
UX & AI
7 minLatency Budgets for AI Features
Designing user journeys when inference isn't instant.
MLOps
8 minCost-Aware ML: Accuracy, Latency, Euro
A simple triad to keep AI bills sane.
AI Agents
5 minAI Agents in Production: From POC to ROI
A roadmap for moving AI agents from prototype to measurable ROI.
AI Agents
5 minObservability for AI Agents
Make AI agent behavior transparent with metrics and logs.
AI Agents
5 minGuardrails that Actually Work
Moving from policy to practice with enforceable safeguards.
AI Agents
5 minDockerizing Your AI Agent Fleet
Best practices for packaging and deploying AI agents in containers.
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