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AI and machine learning · 30 lessons · up to 10 minutes each
A planned workflow track emphasizing narrow tools, explicit limits, and traceable outcomes.
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One lesson
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Lessons 1–10
Topic: bounded goal definition
Draw a small map of bounded goal definition in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: tool inventory
Label the main pieces in tool inventory in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: tool permission scope
Follow one input through tool permission scope in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: single-step action loop
Write down one practical difference between single-step action loop in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: observation and next step
Mark where observation and next step in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: state and handoff
Annotate a minimal example of state and handoff in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: stop and escalation rules
Show how stop and escalation rules in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: parallel work constraints
Describe one likely failure for parallel work constraints in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: trace inspection
Summarize an official example of trace inspection in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: replay and safety checks
Match one small use case to replay and safety checks in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Lessons 11–20
Topic: bounded goal definition
Create a small working example that uses bounded goal definition in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: tool inventory
Combine tool inventory in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: tool permission scope
Set up tool permission scope in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: single-step action loop
Add a check around single-step action loop in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: observation and next step
Add observation and next step in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: state and handoff
Extract state and handoff in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: stop and escalation rules
Run sample data through stop and escalation rules in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: parallel work constraints
Capture the result of parallel work constraints in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: trace inspection
Handle one expected failure from trace inspection in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: replay and safety checks
Write a short usage note for replay and safety checks in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Lessons 21–30
Topic: bounded goal definition
Add an edge-case test for bounded goal definition in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: tool inventory
Add the relevant access, safety, or validation control to tool inventory in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: tool permission scope
Record a small baseline for tool permission scope in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: single-step action loop
Change one measurable cost in single-step action loop in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: observation and next step
Use an observable signal to explain a failure in observation and next step in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: state and handoff
Show that rerunning state and handoff in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: stop and escalation rules
Compare two documented approaches to stop and escalation rules in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: parallel work constraints
Refine parallel work constraints in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: trace inspection
Check that a complete small flow using trace inspection in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
Topic: replay and safety checks
Check the implementation of replay and safety checks in the context of bounded tool-using agents, handoffs, and stopping rules; save a short example or check that demonstrates the result.
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