Name: Agentic Swarms for Developer Productivity
Start: 2025-12-10T18:00:00-05:00
End: 2025-12-10T20:00:00-05:00
Location: TribalScale

Join us on Wednesday, Dec 10 from 6 to 8pm at TribalScale on a journey for agentic swarms for developer productivity! The talk will start at 6:30pm sharp, please be on time!

Also, feel free joining us after the talke for some beer or bites!

Talk Description
Stop Babysitting LLMs, Start Shipping.PRs got bigger, not better. Seniors are burning hours on AI bug hunts while throughput stays flat. Old metrics like PRs merged or LOC velocity have lost all meaning.
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 45-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 at [effortlesssteven.com/DemoSwarm](https://effortlesssteven.com/DemoSwarm).

Agenda:

​​​6:00 PM – Doors open

​​​6:30 PM – Agentic Swarms for Developer Productivity

7:15 PM – Q&A

7:30 PM – Connect and clean up

8:00 PM – Wrap up

Guide to the venue:

Use the door at 35 John Street. There will be a GDG Toronto signage there. Our volunteer will be at the door guiding you.

At the end of the hallway, turn left to use the evelator to the 2nd floor.

Note: the doors are locked due to the building's security policies. We will stay a little bit after 6:30pm in case if some people need a little more time. We encourage to arrive on time to avoid being locked out.

SPEAKER PROFILE
Steven Zimmerman, CPA. Ex-PE CFO and former Senior Editor at XDA Developers. Builds automation and controls across finance, operations, and developer tooling.

Agenda

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Speaker

Steven Zimmerman

Ex-PE CFO and former Senior Editor at XDA Developers. Builds automation and controls across finance, operations, and developer tooling.

Hosted By

Solomon Hsu, GDG Organizer

I believe in one mandate in the digital space: Crafting Authentic Digital Experiences for All People.

With that vision, I value digital accessibility and user centric design as the core foundation for all my projects. It is within the users' insights and needs that allow us to build great apps.

Hiral Thaker, Co-organizer

Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-toronto-presents-agentic-swarms-for-developer-productivity/.

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Google Developer Group - Toronto

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Agentic Swarms for Developer Productivity

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