AI workflow examples for Software Engineering

Reported operating use

AI model porting and optimization: Deepgram example

Deepgram and AWS Forward Deployed Engineering · Software engineering

Agent-assisted model porting and inference optimization

Reported operating use

AI test failure triage: Rescale example

Rescale · Software engineering and QA

Classify failed tests and prepare engineer-reviewed remediation reports

Reported operating use

AI chip verification workflows: OpenAI example

Unnamed semiconductor company · Semiconductor engineering and FDE delivery

Build and reuse AI-assisted chip-verification workflows

Reported operating use

AI database migration: The New York Times example

The New York Times · Media and subscription-platform engineering

Convert embedded database queries and verify a subscription-platform migration

Limited published evidence

AI energy model customization: Exowatt example

Exowatt · Energy infrastructure and model engineering

Build and evaluate specialized models for alarm triage and energy-market analysis

Reported operating use

AI engineering agent coordination: Deel example

Deel · Software engineering and QA

Coordinate engineering changes, code review and browser QA from Slack or Jira

Limited published evidence

AI shared skill maintenance: Varick pattern by Eyad Khrais

Varick shared-skill patterns (customers unnamed) · Cross-functional AI operations

Maintain a shared business skill through tests, owned releases and user feedback

Source accounts: @eyad_khrais

Reported operating use

AI synthetic evaluation: Microsoft example

Microsoft · AI engineering and evaluation

Generate synthetic enterprise workspaces and grounded evaluation questions

Reported operating use

AI content platform migration: Wimbledon example

All England Lawn Tennis and Croquet Club (Wimbledon) · Sports content and software delivery

Migrate interlinked content to a new content platform