---
title: "Actionable Knowledge For Agents With Context Graphs"
category: "talks"
date: "2026-06-29"
time: "11:10am-11:30am"
track: "Expo Stage 2"
room: "Expo Stage 2 NW"
speakers: ["Will Lyon"]
sourceLabels: ["Official conference schedule", "Public YouTube metadata"]
scheduleTrack: "Expo Stage 2"
scheduleRoom: "Expo Stage 2 NW"
scheduleLabels: ["Expo Stage 2", "Expo Stage 2 NW", "session", "confirmed"]
---
# Actionable Knowledge For Agents With Context Graphs

## Conference Context
- Date/time: 2026-06-29 · 11:10am-11:30am
- Track/room: Expo Stage 2 · Expo Stage 2 NW
- Speaker(s): Will Lyon
- Session type/status: session · confirmed

- Track: Expo Stage 2
- Room: Expo Stage 2 NW
- Session type: session
- Status: confirmed

## Session Description
No official description published in the schedule data.

## 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
- [[will-lyon]]

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

## Synthesis
### Synthesized Breakdown
# Actionable Knowledge For Agents With Context Graphs ## Conference Context - Date/time: 2026-06-29 · 11:10am-11:30am - Track/room: Expo Stage 2 · Expo Stage 2 NW - Speaker(s): Will Lyon - Session type/status: session · confirmed - Track: Expo Stage 2 - Room: Expo Stage 2 NW - Session type: session - Status: confirmed ## Session Description No official description published in the schedule data. ## 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.

### Speaker And Company Context
- [[will-lyon|Will Lyon]] — Product Manager at [[neo4j|Neo4j]].

### Topics Covered
- Topic links are pending transcript-backed classification.

### 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.
