Agents don't work alone. People review, approve, redirect, and step in when the work calls for it. We design those moments so agents know when to act, when to ask, and when to hand back control.
People approve agent output without reading it, so the errors reach production.
People don't trust the output, so they redo the work by hand on the side.
Exceptions land in a queue nobody owns, and the agent stalls behind them.
Approve, override and escalate screens for every Hybrid job, built around how people decide.
What a person sees when an agent is unsure or fails, and how the handoff works.
How confidence, sources and reasoning are shown, so people neither rubber-stamp nor redo the work.
What each person's job looks like once agents take their share of the work.
Endpoints agents can call reliably, with clear inputs, outputs and errors.
Documentation structured so agents can find what they need without guessing.
Your domain, standards and decisions captured where agents can use them.
Tests and checks agents run to confirm their own work before a person sees it.
For each job FAWM marks as Hybrid, the oversight screen, exception path and handoff, designed up front.
Agent picked a carrier with 71% confidence. Two exceptions flagged.
How engineers review, approve and correct agent output at L2 to L4, so speed never outruns judgment.
12 files changed, tests passing, one interface change flagged for review.
Agents don't work alone. People review, approve, redirect, and step in when the work calls for it. We design those moments so agents know when to act, when to ask, and when to hand back control.
Working, not mocked
People click through the real handoffs, approvals and exceptions.
Built in two weeks
Fast enough to test an idea before committing a budget.
One shared picture
Business, users and engineering align before the build starts.
Results we're proud of
One working session gives you a directional view of your automation surface. Share more, and the blueprint gets more complete.
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