GrepfoxGrepfox
BLOG · ENGINEERING

Onboarding a team to agent-assisted workflows

Tools change faster than habits. What actually works when you introduce AI agents into a team's daily workflow — beyond the kickoff demo.

Team working together around a shared table

The kickoff demo goes great. Two weeks later, usage has dropped to the two enthusiasts who would have adopted anything. Sound familiar? Tooling is never the bottleneck — habit formation is.

What moves the needle

  1. Train on real work, not toy examples: bring the team's actual tickets to the session.
  2. Name an internal champion with time officially allocated — not as a side quest.
  3. Define three concrete workflows where the agent is the default path, not an option.
  4. Review usage after two weeks and kill what did not stick.

This is why our training engagements pair workshops with two weeks of embedded support.

The workshop starts the habit; the follow-through makes it stick.
RELATED READING
ALL POSTS →
Laptop with code editor open on a desk
ENGINEERING

Internal tools your team will actually use

Most internal tools die of neglect, not bad code. The difference between a dashboard nobody opens and a tool the team fights to keep.

APR 21, 20261 MIN READ
Dark code editor with dense source listing
AI & AGENTS

Shipping AI agents to production: what actually breaks

Demos are easy; production is where agents meet ambiguity, rate limits and angry edge cases. A field checklist from the last year of deployments.

JUN 2, 20261 MIN READ
Analytics dashboard with charts on a screen
AI & AGENTS

Evals before vibes: measuring agent quality

You cannot improve what you do not measure, and "it feels smarter" is not a metric. How we build eval suites that catch regressions before users do.

MAY 18, 20261 MIN READ