Agentic Swarms for Developer Productivity
Stop Babysitting LLMs, Start Shipping.
PRs got bigger, not better. Seniors are burning hours on AI bug hunts while throughput stays flat. Encode your existing SDLC into a gated multi-agent flow so LLMs do the noisy work. Review changes that have already passed CI.
Swarm Architecture
Encodes a full SDLC loop (issue → spec → plan → PR → gate → deploy) in a gated 80-agent swarm you can explore after the talk.
Shift Left
Mutation-on-diff and contract/schema checks wired into your agentic flow before review. Reduce review pain instead of just generating more code.
Failure Modes & Guardrails
Hallucinations, reward hacking, process confabulation, and how your architecture catches and fixes them before they reach reviewers.
Takeaways
- ✓ You'll leave with a working demo swarm repository you can clone into your own repos, and a clearer way to decide when to lean on tokens versus human review.
- ✓ For platform and DevEx engineers, tech leads and staff+ developers, and engineering leaders who are tired of wrestling with AI-generated code and review pain.
- ✓ The talk and swarm will be released under Apache 2.0.
Resources
Save or share this session with your team.
Previously presented at Meetup talk (GDG Toronto) (Dec 2025).