World's Fair 2026
A Genius With Amnesia - Victor Savkin, Nx
Overview
This talk addresses the limitations of current AI agents, specifically their spatial constraints (seeing only a small part of the codebase) and temporal amnesia (forgetting past interactions). It proposes a solution, Polygraph, a meta-harness designed to overcome these issues by providing agents with a comprehensive view of an entire organization's codebase, including owned and open-source repositories, and a persistent memory of all past sessions and decisions.
Who should watch
- AI Engineers
- Product Managers
- Developers working with large, multi-repository codebases
- Anyone experiencing inefficiencies with current AI coding agents
Key takeaways
- AI agents often suffer from spatial limitations, only accessing a small fraction of a codebase at a time, and temporal amnesia, forgetting previous interactions.
- This leads to repeated explanations and inefficiencies, as developers become the agents' memory and context providers.
- Polygraph acts as an agent-agnostic meta-harness that builds a unified dependency graph of an organization's entire code, including open-source dependencies.
- It allows agents to operate as if they have access to a single, large codebase, overcoming spatial constraints.
- Polygraph captures all agent traces and session data, providing agents with a perfect memory and overcoming amnesia.
- This enables complex, multi-repository changes to be treated as single-repo operations, with coordinated CI and state management.
- The system facilitates session resumption across different machines and even different agents, allowing for seamless collaboration and context transfer.
- Agents can leverage this comprehensive memory and codebase view to find relevant past work, enforce best practices, and tackle deep, complex problems.
Notable quotes
*Imagine an agent that could see one file at a time maximum and can only look five messages back. Sort of constraint again both in space, what can see, and time, how far in the past it could see.*
*Polygraph gives agents access to the entire code your organization can reach, the one you own and open source. So, it's no longer constrained in space.*
*And it gives you agent a perfect memory of what happened. Every session, every decision made is within reach.*
Unofficial community note. Prefer the recording for nuance.