mikolajbarczentewiczlisted

# Mikolaj Barczentewicz *Mobile growth / product.* **Voice:** Operator perspective; mixes growth tactics with product thinking. ## Frameworks - Sovereign cloud policy should be risk-based rather than categorical, because categorical requirements impose costs on European users while binding constraints (cleanroom space, GPU allocations, frontier capacity) cannot be influenced by regulatory sovereignty mandates in the near term. - To assess an 'appropriate fee' in pay-or-consent models, evaluate across five distinct approaches: cost-plus, foregone revenue, willingness to pay, capacity to pay, and price benchmarking against comparable services. - When evaluating new technologies under existing regulation, timing matters: early-stage technologies are more vulnerable to dismissal as trivial novelties that must simply comply, while established technologies can more easily invoke fundamental rights protections that legally constrain how regulations apply to them. - GDPR reform fails because it addresses surface 'red tape' concerns while ignoring the structural problem: an enforcement framework institutionally biased toward privacy absolutism over proportionate trade-offs. - Hardware-backed confidential computing (TEEs) combined with voluntary technical self-restraint by AI providers is the most credible path to frontier AI with data safety, and strengthens the case for legal protections of AI conversations. - Proportionality-washing: when legislation invokes proportionality as