Workshop classroom conversations

Start here: Full outcome matrices and scope caveats, then use the classroom selections below.

Start with the classroom selections below. These are curated demonstrations, not performance estimates. No model key is needed. Histories are inert and cannot resume.

Workshop 1

• 01A | OpenHands (16 events)
• 01B | Pi (30 events)
• 01C | OpenCode (22 events)

Workshop 2

• 02A | Terminal (35 events)
• 02B | Four operations (34 events)
• 02C | Twelve operations (54 events)
• 02D | Custom PR tool (14 events)

Workshop 3

• 03D | Prior agreement: no supplied notes, asks for clarification (21 events)
• 03E | Prior agreement: older draft, asks for clarification (32 events)
• 03F | Prior agreement: accepted note, verified implementation (51 events)

Workshop 4

• 04C | Flash counter (40 events)
• 04G | Pro counter (29 events)
• 04I | Controlled security: Flash attempt 2, behavior 10/10, scope caveat (50 events)
• 04J | Controlled security: Pro attempt 2, behavior 9/10 (48 events)

Workshop 5

• 05D | Prepared checkpoint: ordinary verifier resumption, cleanup caveat (76 events)
• 05E | Prepared checkpoint: native rejection, continuation, acceptance (102 events)

Workshop 6

• 06C | Reservation: single owner (47 events)
• 06D | Reservation: independent adversarial discovery, scope/report caveats (45 events, 1 child histories)

Optional teaching contrast

• 06E | Ledger: single owner (62 events)
• 06F | Ledger: team timeout and handoff contract drift, post-hoc check (20 events, 2 child histories)

Originals and full outcomes

Original histories and every redesign attempt remain available, including timeouts and scope failures. Privacy-only redactions remove ambient personal context; historical task prompts, actions, IDs and timestamps remain.

Reserve histories and complete outcome audits