Clarifier
Turns the vague workshop request into learning goals, audience assumptions, and constraints.
- Input
- One vague request
- Output
- Learning goal, audience, constraints
Classroom Demo
Agentic Workflow Classroom
A guided classroom demo that shows why agents need clear jobs, explicit handoffs, and checks before the final answer.
Demo Request
Plan a 45-minute beginner AI workshop where students learn what agents do, how handoffs work, and when to trust the result.
Shared Classroom Room
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Baseline
Start With One Human Request
60 sec
Students see the hidden decisions inside a simple request.
Ask The Room
What must the system know before it can plan a useful beginner workshop?
What To Notice
The request names the final product, but not the audience, constraints, success criteria, or checks. Those missing decisions become work for the system.
Workflow Board
From agents to trace
Showing classroom baseline
Resource Researcher
Finds examples, materials, and timing limits that fit the clarified goal.
- Input
- Clarified need
- Output
- Useful resources, limits, and gaps
Activity Designer
Turns the goal and evidence into a teachable workshop sequence.
- Input
- Goal plus evidence
- Output
- Activity sequence and handoffs
Evaluator
Checks whether the plan is supported by the trace and safe to use in class.
- Input
- Trace plus final answer
- Output
- Passes, risks, and revisions
Time
Agent Work
Handoff Packet
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T1
Clarifier
Ask what beginners should understand, what the class already knows, and what constraints matter.
Learning goal, audience assumptions, constraints, likely confusion, and success criteria. -
T2
Resource Researcher
Collect examples, materials, time limits, and room constraints that fit the clarified goal.
Resource list with fit notes, assumptions, source notes, and gaps. -
T2
Activity Designer
Sketch the learner journey and mark where preparation can happen in parallel.
Draft workshop flow with activity purpose, timing, and handoff needs. -
T3
Evaluator
Check the trace for missing inputs, hidden assumptions, weak evidence, and unsafe claims.
Visible review notes, rejected claims, and a safer workshop plan.
Student Activity
Baseline choice
Students vote together on one improvement. The lecturer uses the group choice to explain what changes in the workflow.
No group choice selected yet.
Trace View
Input Packet
Vague workshop request plus the current learning goal.
Agent Transform
One agent rewrites, researches, designs, or evaluates the packet.
Output Packet
A named artifact that the next agent can inspect and use.