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53 articles
PM²: The Project Methodology Europe Uses (and Most Teams Ignore)
PM² is the European Commission's own project management framework — free, open, and built for public sector reality. Here's what it actually looks like in practice and why it deserves more attention.
The EU AI Act in Practice: What Product Teams Actually Need to Do
The EU AI Act is live and most product teams are still treating it as a legal problem. It isn't. Here is what compliance actually looks like from the product side.
Why AI Projects Fail at Change Management, Not Technology
Most AI initiatives stall not because the model underperforms, but because the organisation was never prepared to change how it works. Here is what I have learned managing both sides of that problem.
AI Cost Control in Production: What I Learned Building CVChatly
Running LLM agents in production is expensive if you're not deliberate about it. Here's how I approach AI cost control without killing the product experience.
Dynamic AWS‑Serverless JSON‑LD Generation for GDPR‑Compliant Job Listings
Overview I use JSON‑LD to embed structured data directly in job‑listing pages, boosting search visibility and providing the algorithmic transparency required by
Building GDPR‑ and EU AI Act‑Compliant Auditable State for Serverless AI Career Agents on AWS
--- Introduction As a CPO who has scaled AI‑driven platforms to millions of users while navigating GDPR, the UK Online Safety Act, and now the 2025 EU AI Act’s
How CVChatly’s GDPR‑compliant generative AI engine cuts job‑search burnout by delivering bias‑tested, role‑specific resumes under the EU AI Act’s 2025 enforcement regime
We need to produce a LinkedIn post with: - H1 title (in English) optimized per platform's SEO best practices. LinkedIn post does not use markdown headers, but t
Designing a DSA‑Aligned, Serverless AI Development Stack on AWS for Creator‑Economy Platforms: A 2026 Compliance‑First Checklist
Context Creator‑economy platforms must serve real‑time generative AI features while meeting the Digital Services Act (DSA) transparency, risk‑assessment, and da
.github/workflows/accessibility.yml
Designing AI‑Driven HR Tools for WCAG 2.2 Compliance Under the EU AI Act and UK Online Safety Act As a CPO and ICT Project Director with over 20 years of experi
Lead Generation Strategies for AI Career Tools: Leveraging Generative AI Skill Matching and GDPR‑Compliant Serverless Micro‑Services on AWS to Capture Creator‑Economy Talent Under the UK Online Safety Act and DSA
Lead Generation Strategies for AI Career Tools: Generative AI Skill Matching + GDPR‑Compliant Serverless on AWS Are you losing top creator‑economy talent becaus
Pytest‑Based Validation Pipelines for AI‑Generated Creator Content to Meet UK Online Safety Act and EU AI Act Requirements in AWS Serverless Micro‑services
Overview As AI‑driven creator platforms scale, ensuring that generated text, image, or video complies with the UK Online Safety Act (OSA) and the EU AI Act beco
Key Takeaways
Building a GDPR‑Compliant Serverless Career Knowledge Graph on AWS with Verifiable Credentials and AI Skill Inference - A serverless stack (API Gateway, Lambda,