---
title: "Modernize CI/CD using agent-assisted workflows that reduce manual debugging"
category: "talks"
date: "2026-06-29"
time: "1:30pm-1:50pm"
track: "Track M"
room: "Track M"
speakers: ["Salil Subbakrishna"]
sourceLabels: ["Official conference schedule", "Public YouTube metadata"]
scheduleTrack: "Track M"
scheduleRoom: "Track M"
scheduleLabels: ["Track M", "Track M", "sponsor", "confirmed"]
---
# Modernize CI/CD using agent-assisted workflows that reduce manual debugging

## Conference Context
- Date/time: 2026-06-29 · 1:30pm-1:50pm
- Track/room: Track M · Track M
- Speaker(s): Salil Subbakrishna
- Session type/status: sponsor · confirmed

- Track: Track M
- Room: Track M
- Session type: sponsor
- Status: confirmed

## Session Description
AI agents are reshaping CI/CD. See how workflows become adaptive—understanding failures, fixing issues, and accelerating releases without constant manual intervention.

## 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
- [[salil-subbakrishna]]

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

## Synthesis
### Synthesized Breakdown
# Modernize CI/CD using agent-assisted workflows that reduce manual debugging ## Conference Context - Date/time: 2026-06-29 · 1:30pm-1:50pm - Track/room: Track M · Track M - Speaker(s): Salil Subbakrishna - Session type/status: sponsor · confirmed - Track: Track M - Room: Track M - Session type: sponsor - Status: confirmed ## Session Description AI agents are reshaping CI/CD. See how workflows become adaptive—understanding failures, fixing issues, and accelerating releases without constant manual intervention. ## 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.

### Speaker And Company Context
- [[salil-subbakrishna|Salil Subbakrishna]] — role not listed at [[github|GitHub]].

### 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.