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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.

Stop Babysitting LLMs, Start Shipping. Encode your existing SDLC into a gated multi-agent flow so LLMs do the noisy work.

Swarm Architecture

Encodes a full SDLC loop (issuespec → plan → PRgatedeploy) 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.

Resources

Save or share this session with your team.

Previously presented at

Toronto Enterprise DevOps User Group (Feb 2026)

GDG Toronto (Dec 2025)