---
title: "Autoresearch for Kernels"
category: "talks"
date: "2026-06-30"
time: "2:50pm-3:10pm"
track: "Autoresearch"
room: "Main Stage"
speakers: ["Tejas Bhakta"]
sourceLabels: ["Official conference schedule", "Public YouTube metadata"]
scheduleTrack: "Autoresearch"
scheduleRoom: "Main Stage"
scheduleLabels: ["Autoresearch", "Main Stage", "session", "confirmed"]
---
# Autoresearch for Kernels

## Conference Context
- Date/time: 2026-06-30 · 2:50pm-3:10pm
- Track/room: Autoresearch · Main Stage
- Speaker(s): Tejas Bhakta
- Session type/status: session · confirmed

- Track: Autoresearch
- Room: Main Stage
- Session type: session
- Status: confirmed

## Session Description
Why all work is moving into models and why agent orchestration and multi-agent systems are the future

## Media Evidence
No related AI Engineer channel video found yet.

## Evidence Graph
This evidence graph is generated from currently linked source material: official schedule text, related video pages, cached transcripts, visible slide text, dense/reconstructed slide pages, and AI slide-classification audits.

### Media Signals
No linked video, transcript, or slide source has been attached yet.

### Agent Reading Notes
Use these signals to refine the synopsis, topic links, people/company context, and method notes. If a source is a related external video rather than an exact official recording, keep it framed as supporting evidence.

## Transcript Status
No official session recording transcript was found by exact title match on the AI Engineer YouTube channel during this run.

## People
- [[tejas-bhakta]]

## Notes
- Pending transcript synthesis when an official recording or confirmed matching video is available.

## Synthesis
### Synthesized Breakdown
# Autoresearch for Kernels ## Conference Context - Date/time: 2026-06-30 · 2:50pm-3:10pm - Track/room: Autoresearch · Main Stage - Speaker(s): Tejas Bhakta - Session type/status: session · confirmed - Track: Autoresearch - Room: Main Stage - Session type: session - Status: confirmed ## Session Description Why all work is moving into models and why agent orchestration and multi-agent systems are the future ## Media Evidence No related AI Engineer channel video found yet. ## Evidence Graph This evidence graph is generated from currently linked source material: official schedule text, related video pages, cached transcripts, visible slide text, dense/reconstructed slide pages, and AI slide-classification audits. ### Media Signals No linked video, transcript, or slide source has been attached yet. ### Agent Reading Notes Use these signals to refine the synopsis, topic links, people/company context, and method notes.

### Speaker And Company Context
- [[tejas-bhakta|Tejas Bhakta]] — CEO at [[morph|Morph]].

### Topics Covered
- [[agentic-search]]

### Derived Links And Source Material

### Novel Concepts / Clever Methods
- No highlighted novel concept has been detected yet.

### Evidence Boundary
This synthesis is based on the official schedule and linked source pages. It should be revisited when exact session recordings or transcript-backed secondary sources are available.