Thinking on AI, product
and engineering.
Notes from the work: what holds up when AI runs inside real operations, how the work gets delivered, and what it costs.
40 articles
Product Engineering6 minDelivery & Process5 min
What is a forward deployed engineer? Role, origin and when a company needs one
Product Engineering6 minThe business case for modernizing legacy systems in the AI era
Delivery & Process13 minAI consulting firm vs AI product agency
Product Engineering12 minPulse: building autonomous teams with less process and more impact
AI & Agents6 minFive engineering reasons AI agents fail in production
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Cut process complexity before you add AI agents
Delivery & Process5 minForward deployed engineering vs staff augmentation vs consultancy: which model fits
Delivery & Process17 minHow to choose an AI implementation partner
Data & Cloud6 minHow generative AI connects enterprise data systems
AI & Agents7 minHow long does it take to ship an AI agent to production?
Delivery & Process6 minValue pricing for AI-native delivery: what replaces time-and-materials
AI & Agents13 minBest AI agencies in Portugal, 2026
AI & Agents5 minWhat is AI enablement? Definition, how it differs from training, and how to measure it
Delivery & Process7 minCapability transfer as the default engagement shape
Delivery & Process7 minEstimating AI-augmented engineering
Delivery & Process8 minHow we run an AI-native agency
Product Engineering20 minBest AI product agencies in Europe, 2026
Product Engineering7 minPrototype-in-a-day: the AI-native product discovery loop
AI & Agents6 minAI readiness assessment: what it should include, with a checklist for leadership teams
Product Engineering8 minDesign engineering in an AI-native pipeline
Product Engineering8 minWhat a 70%-AI-generated codebase actually looks like
AI & Agents15 minTwistag vs the alternatives
Data & Cloud8 minModernising legacy systems for AI agent access
AI & Agents8 minModel Context Protocol (MCP) for enterprise: when it pays off
Product Engineering9 minConversational commerce architecture: what replaces e-commerce search
AI & Agents7 minAI agent observability: the OpenTelemetry + Langfuse pattern
Delivery & Process7 minCapability transfer in AI delivery: what actually transfers, and how
AI & Agents8 minAI agent token economics: what actually moves the bill
AI & Agents9 minWhat an agent operation center actually contains: an engineering tour
AI & Agents9 minEU AI Act deadline moved to December 2027 — what actually changed
AI & Agents5 minAI Readiness Sprint vs full AI strategy engagement: what a mid-market company gets from each
AI & Agents10 minBuild, buy, or build-with-you: the third path for AI agents
AI & Agents6 minHow agentic AI changes the unit of work in enterprise teams
Product Engineering5 minWhat enterprise product teams can learn from agency delivery
AI & Agents6 minWhere AI agents actually pay off in logistics operations
Product Engineering6 minThe ROI of design: what the evidence shows and how to measure it
AI & Agents6 minSix things that block AI readiness in mid-market companies
Product Engineering7 minClaude Code, Cursor, and the AI-coding stack we reach for
AI & Agents9 minAgentic AI workflow services: what's in scope, what's not
AI & Agents10 minProduction AI agent governance: a SOC 2 / EU AI Act-aware reference
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