Schedule itinerary

If your platform team has no churn metric, it has no users — it has hostages. A keynote on running internal infrastructure with product discipline, including the uncomfortable parts about pricing and sunsetting.

How a 12,000-line hand-rolled subsystem was replaced by a 200-line agent skill, what broke along the way, and the decision framework for when this trade is worth making.

Cost structure, procurement realities, and measured returns of trillion-token RL deployments inside large regulated enterprises. What the finance team asks that the research team never anticipated.

Dual writes, shadow reads, backfills that take a fortnight, and the rollback you will need at 2am. A migration playbook derived from four production cutovers, two of which went badly.

A post-mortem across enterprise agent deployments: the budgeting, governance, and ROI-modelling mistakes that sink them before the technology ever gets a chance to fail on its own merits.

A two-hour workshop on building a developer productivity dashboard your engineers will trust: which signals to collect, which to refuse, and how to publish the methodology alongside the numbers.