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Product Preview|Why autonomous development starts with structured code context
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Product Preview|Why autonomous development starts with structured code context

Autonomous development pushes agents to change systems they only partly understand, and the misses compound once no human reviews each step. Stronger models made the agents more capable, so they explore more aggressively, opening files, running searches, and re-reading a growing transcript on every step. The token cost climbs while the agent still works from a partial view of the codebase, rebuilding that context from scratch on every task.

Bito Cofounder & CEO, Amar Goel, opens a conversation on what changes when agents run on a structured layer of the whole system, the code, the dependencies, and the decisions buried in past tickets and commits, shown live with AI Architect.

The conversation covers:

  1. How much of the pipeline can run without a human reviewing every step
  2. Why capable agents miss the blast radius on large, multi-repo systems
  3. How structured context lowers the token cost of running agents at scale
  4. What separates a context layer that serves a whole team from one engineer's local setup

Expect an open, technical discussion with room for your own questions. Come with the problems you are hitting as you push agents toward more of the work.

Agenda

From8:00 PM
To8:05 PM
GMT
Tags:
Opening
Problem Framing
  • Why autonomous development needs stronger system-level context as agents take on more work
  • What we aim to learn: how structured context can help agents understand code, dependencies, tickets, commits, and system decisions more effectively
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From8:06 PM
To8:15 PM
GMT
Tags:
Roundtable
Discussion
  • How much of the development pipeline can run without human review at every step
  • Why capable agents still miss the blast radius in large, multi-repo systems
  • How structured context can reduce token cost and avoid rebuilding context from scratch
  • What separates a team-wide context layer from one engineer’s local setup
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From8:16 PM
To8:25 PM
GMT
Tags:
Presentation
Live Demo
  • Walkthrough of workflows
  • Real examples of the solution in action (based on the discussion)
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From8:26 PM
To8:40 PM
GMT
Tags:
Roundtable
Q&A
  • What challenges participants are running into as they push agents toward more of the work
  • How teams are thinking about safety, cost, and system understanding at scale
  • Where structured context could change the way agents operate in real engineering workflows
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From8:41 PM
To8:45 PM
GMT
Tags:
Closing
Closing
  • Key insights captured
  • Follow-up materials (optional)
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Starting in 33 days 2 hours
August 12, 8:00 PM GMT
Online
Organized by
user's Avatar
Amar Goel
Add to calendar
Starting in 33 days 2 hours
August 12, 8:00 PM GMT
Online
Organized by
user's Avatar
Amar Goel
Add to calendar
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