AI-enabled teams
Team design, adoption and management when AI changes how software work gets done.
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Google Play with Putty: Is Multiplayer Vibe Coding Ready for Teams?
Google Play with Putty moves AI app building from a solo prompt into a shared room. Here is where that helps teams, which controls remain unknown and how to run a production-minded pilot.
Micro Agency vs Mid-Size Agency: How Big Should Your Software Partner Be in 2026?
The one-person agency versus micro agency argument is a debate between sellers. Here is the buyer's version, with the team-size research, the 2026 agency margin data, and the four clauses that make a small partner safe to hire.
Are Vibe Coders the New Junior Developers?
The traditional ticket-taking junior role is under pressure, but the junior developer is not extinct. Current labour data, the difference between prompting and engineering, and a hiring model for AI-native entry-level talent.
How to Roll Out AI Internally in 2026
A staged internal AI rollout: align the team, map the process and alternatives, define a baseline, settle data and risk questions, pilot one bounded workflow, then expand or stop on evidence.
Focus Is the New Bottleneck
Agent parallelism shifts work into decomposition, context, verification, integration, and oversight. Measure capacity instead of copying a universal agent limit.