Agents Don't Do Standups: Building the Post-Engineer Engineering Org — Mike Spitz, PFF
Summary
PFF achieved 25x more deploys and 10x output quality using AI agents instead of traditional engineering workflows, replacing standups and project managers with bi-daily huddles and autonomous spec-to-PR generation. Customer satisfaction jumped from 7.5 to 8.6/10, proving AI agents fundamentally reshape post-engineer org structures.
Key Takeaways
- Two engineers deploying 5x daily vs. 10-engineer team deploying once every 5 days—25x difference in deployment frequency, with coordinated output still 10x higher when measuring tickets + code complexity combined.
- Eliminated Scrum ceremonies, project managers, and standups entirely. Replaced with 30-min to 1-hour huddles every other day including engineers, product, and design for instant feedback loops.
- Automated spec-to-ticket pipeline: agents interview stakeholders, create lightweight design documents analyzing historical LDDs for consistency, auto-generate tickets and PRs with zero manual coordination overhead.
- Engineers unblocked within one month on first feature vs. three months blocked in traditional model, enabling compounding velocity gains and parallel work streams instead of sequential bottlenecks.
- Customer satisfaction metric (8.6/10 vs. pre-AI 7.5/10) validated output quality improvement—statistically significant surveys proved faster iteration and MVPs with feedback loops increased customer value, not just engineering velocity.
Topics
- AI Agents Engineering Workflow
- Post-Scrum Engineering Operations
- Autonomous Code Generation Pipelines
- Distributed Team Velocity Metrics
- LLM-Driven Spec-to-Deploy Automation
Transcript Excerpt
[music] >> All right. So, I'm in the slot before the snacks. I'm here to speak about the host engineering org and a case study we've been doing at PFF started in January and we finished it in March. PFF is a sports data company. We help NFL and NCAA teams figure out what they should be doing and we also have a consistent We also have a consumer arm which does fantasy football, sport betting and for those of you who know American football there's a draft happening end of the month and so allows people to basically play as one of these teams. We're fully distributed engineering team. So, we got engineers in India, we got engineers in Spain and all the states in America. Um but first let's go into some kind of stats. So, we have 100 million page views annually. We have 9 million drafts happen…