GRC Standards and Tools by Product Stage: DORA, NIS2, CSRD, and What Engineering Still Owns
Which GRC standards apply to whom, what they require in practice, and which tool classes fit each product maturity stage.
Articles & Insights
Corporate Coding Assistants: Selection, Infrastructure, Quality, and Adoption KPIs
How enterprises should choose and roll out coding assistants (Claude, Cursor, Copilot and peers) - infrastructure, code and product quality, adoption KPIs, and what not to do.
Application Modernization Services vs Big-Bang Rewrite: How to Choose
Phased application modernization vs a full rewrite - and where AI helps with legacy work versus when generating a new product is a false shortcut.
How to Hire Dedicated Developers for a Long-Term Product Roadmap
How to hire dedicated developers who stay committed through a multi-year product roadmap — vetting criteria, ramp-up timeline, retention levers, and pricing, compared with project outsourcing and in-house hiring.
AI for Project Documentation: Prompts, Inputs, and a Workflow That Avoids Spec Garbage
Prompts and workflow for discovery requirement drafts, plus consistency and impact review — not blind test generation. Series 3/3.
Software Discovery Deliverables: What You Need for a Credible Budget and Timeline Estimate
Discovery process, D1–D11, client vs vendor, MVP and RFP scenarios. Series 2/3.
Requirements Package Before Development Starts: What Discovery Should Produce
Discovery output before estimate and code — SRS, roles, flows, NFRs, integrations, folder layout, module-based estimate request. Series 1/3.
AI and Cybersecurity: Why Software Updates and Proactive Monitoring Matter More Than Ever
Frontier AI accelerates vulnerability discovery and abuse. Why enterprises need faster patching, dependency hygiene, SBOM discipline, and proactive security monitoring in 2026.
PSD3 and PSR: What's Changing for EU Payments and What Engineering Teams Must Update
PSD3 and the Payment Services Regulation (PSR) reshape EU open banking, fraud controls, and PI/EMI licensing. An engineering-focused readiness guide for teams moving beyond PSD2.