Agentic Swarms for Developer Productivity
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 are available under Apache 2.0.
Past showings
- Toronto Enterprise DevOps User Group · Feb 2026
- GDG Toronto · Dec 2025
Resources
Available for teams and events
- Formats
- 45 min + Q&A · 90 min workshop
- Audience
- Platform and DevEx engineers, Tech leads and staff+ developers, Engineering leadership
- Requirements
- Projector. No proprietary code required—demo repo provided.