Markdown source

Tokens Should Have Jobs

Conference Context

Session Description

No official description published in the schedule data.

Media Evidence

Katelyn Lesse – Evolving Claude APIs for Agents, Anthropic (speaker-match related prior/adjacent AI Engineer video; captions: English auto-captions).

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

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

Related video transcript availability: English auto-captions. Treat this as supporting context, not a recording of this exact scheduled session unless later confirmed. Not fetched yet.

People

Supporting Slides

Slide Evidence

Synthesis

Synthesized Breakdown

Tokens Should Have Jobs ## Conference Context - Date/time: 2026-07-01 · 10:45am-11:05am - Track/room: Harness Engineering · Main Stage - Speaker(s): Katelyn Lesse, Angela Jiang - Session type/status: session · confirmed - Track: Harness Engineering - Room: Main Stage - Session type: session - Status: confirmed ## Session Description No official description published in the schedule data. ## Media Evidence Katelyn Lesse – Evolving Claude APIs for Agents, Anthropic (speaker-match related prior/adjacent AI Engineer video; captions: English auto-captions). - Source video: youtube-aqW68Is_Kj4 - Slide deck: Dense Slides: Katelyn Lesse – Evolving Claude APIs for Agents, Anthropic — 5 visible slide image(s); 5 HTML recreation(s). slide-001.jpg slide-002.jpg slide-003.jpg - Additional slide evidence: Slides: Katelyn Lesse – Evolving Claude APIs for Agents, Anthropic, Reconstructed Slides: Katelyn Lesse – Evolving Claude APIs for Agents, Anthropic - Slide-derived themes for youtube-aqW68Is_Kj4: claude, context, give, model, developer, platform, maximizes, intelligence.

Speaker And Company Context

Topics Covered

Derived Links And Source Material

Novel Concepts / Clever Methods

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.