Thinking

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.

34 articles
Product Engineering20 min

Best AI product agencies in Europe, 2026

Delivery & Process17 min

How to choose an AI implementation partner

AI & Agents15 min

Twistag vs the alternatives

AI & Agents13 min

Best AI agencies in Portugal, 2026

Delivery & Process13 min

AI consulting firm vs AI product agency

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Delivery & Process5 min

Cut process complexity before you add AI agents

Data & Cloud6 min

How generative AI connects enterprise data systems

Product Engineering6 min

The business case for modernizing legacy systems in the AI era

AI & Agents7 min

How long does it take to ship an AI agent to production?

Delivery & Process6 min

Value pricing for AI-native delivery: what replaces time-and-materials

Delivery & Process7 min

Capability transfer as the default engagement shape

Delivery & Process7 min

Estimating AI-augmented engineering

Delivery & Process8 min

How we run an AI-native agency

Product Engineering7 min

Prototype-in-a-day: the AI-native product discovery loop

Product Engineering8 min

Design engineering in an AI-native pipeline

Product Engineering8 min

What a 70%-AI-generated codebase actually looks like

Data & Cloud8 min

Modernising legacy systems for AI agent access

AI & Agents8 min

Model Context Protocol (MCP) for enterprise: when it pays off

Product Engineering9 min

Conversational commerce architecture: what replaces e-commerce search

AI & Agents7 min

AI agent observability: the OpenTelemetry + Langfuse pattern

Delivery & Process7 min

Capability transfer in AI delivery: what actually transfers, and how

AI & Agents8 min

AI agent token economics: what actually moves the bill

AI & Agents9 min

What an agent operation center actually contains: an engineering tour

AI & Agents9 min

EU AI Act deadline moved to December 2027 — what actually changed

AI & Agents10 min

Build, buy, or build-with-you: the third path for AI agents

Product Engineering12 min

Pulse: building autonomous teams with less process and more impact

AI & Agents6 min

How agentic AI changes the unit of work in enterprise teams

Product Engineering5 min

What enterprise product teams can learn from agency delivery

AI & Agents6 min

Where AI agents actually pay off in logistics operations

Product Engineering6 min

The ROI of design: what the evidence shows and how to measure it

Product Engineering7 min

Claude Code, Cursor, and the AI-coding stack we reach for

AI & Agents9 min

Agentic AI workflow services: what's in scope, what's not

AI & Agents10 min

Production AI agent governance: a SOC 2 / EU AI Act-aware reference

AI & Agents6 min

Five engineering reasons AI agents fail in production

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