AI product building insights

Technical guides and strategy for founders building AI-native products, from pipeline architecture to production deployment.

TechnicalJune 10, 202611 min read

How We Built a Face-Insertion AI Video Pipeline for Kids

How we built a kids video pipeline with IP-Adapter face insertion, FFmpeg assembly, and queues that survive traffic spikes.

TechnicalJune 8, 202610 min read

How to architect CSV ingestion, per-row video jobs, scene-level operator UI, and batch export for high-volume content teams.

StrategyJune 5, 202610 min read

Five patterns that burn runway: platform scope creep, chat-as-product, missing guardrails, weak integrations, and open-ended hiring.

TechnicalJune 2, 202610 min read

State design, checkpointing costs, human-in-the-loop gates, and observability for agentic workflows that handle real users and real money.

StrategyMay 28, 202610 min read

A minute-by-minute framework for founders: outcome, workflow, integrations, metrics, and acceptance criteria — before you talk to a build partner.

IndustryMay 22, 202610 min read

Personalised content pipelines, creator tooling, and procurement realities — what's shipping vs. what's fading in education technology.