How teams use agents to iterate, review, and ship PRs with proof.
Over Half of Google's Production Code Is Now AI-Generated
Office Hours2026-01-12
Google reports that over 50% of production code passing review each week is AI-generated. Learn what this threshold means for engineering teams and how to adopt workflows that let AI contribute code that survives review.
ai-codingdeveloper-productivitycode-reviewengineering-workflow
Read more →PRDs Are Becoming Artifacts of the Past
Office Hours2026-01-12
The economics of software specification have flipped. When prototypes ship faster than PRDs can be written, teams are discovering that working code is the best documentation.
product-managementai-developmentiterative-developmentdocumentation
Read more →Manage AI Spend by Measuring Return, Not Cost
Roo Cast2025-11-14
Learn why centralizing AI tool spend and measuring output instead of cost unlocks productivity gains - insights from Smartsheet's engineering leadership approach.
ai-spendengineering-leadershipproductivitydeveloper-tools
Read more →Org-Design Your AI Modes Like You Would a Team
Roo Cast2025-11-14
Engineering leaders already know how to configure AI agents. The same org design principles that work for teams apply to AI modes, orchestrators, and handoff artifacts.
ai-agentsengineering-leadershipmodesorchestration
Read more →Score Agents Like Employees, Not Like Models
Roo Cast2025-11-05
Code correctness benchmarks miss critical agent failure modes. Score agents like employees: proactivity, context management, communication, and testing.
ai-agentsdeveloper-productivityevaluationcoding-agents
Read more →Non-Engineers Stopped Waiting for Engineers to Unblock Them
Roo Cast2025-10-01
How product managers, ops, and support teams use AI coding agents to query codebases directly - reducing engineering interruptions and cutting the meeting tax.
team-productivitycodebase-understandingenterprise-workflowscross-functional-collaboration
Read more →AI Best Practices Spread Through Internal Influencers, Not Top-Down Mandates
Office Hours2025-04-30
Why centralized AI documentation fails and how engineering orgs drive adoption through trusted internal influencers and recurring demo forums.
ai-adoptionengineering-culturedeveloper-productivitychange-management
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