The Verified Work Product — From Task to Filing

In this session

1. 01

   The opening measurement: Session 2's anchoring experiment runs again, same protocol, new numbers, and the gap between the anchored halves, put beside the Session 2 gap on screen, has narrowed. The room is its own before-and-after study: the course's claim was never that training removes bias, but that knowing the mechanism and committing answers before reveals changes behaviour measurably. The intake survey's before-and-after tells the same story across more dimensions at term's end.

2. 02

   The pipeline demonstration, narrated by session number at working speed: the task (a supervising advocate wants an urgent note) is decomposed (S1's specification); the matter's workspace supplies the grounding (S4); the draft emerges under the output contract, authorities table honest and unchecked (S1); a cold tab attacks it (S5); the four steps run on everything load-bearing, trail filling as it goes (S6); the operative paragraphs are read against the draft (S3); the disclosure is written last, from the trail, in two minutes (S7). Projector clock: under twenty minutes, proof that the professional workflow costs minutes and the unprofessional one costs careers.

3. 03

   Competence, as the cases define it now: knowing the failure modes is no longer technological literacy but professional adequacy: a lawyer who cannot say why a model fabricates cannot sensibly decide when to rely on one. Session 2 was a professional-responsibility class in disguise, and Pooja Ramesh Singh makes the connection explicit: 'zero tolerance' is addressed to a profession presumed capable of checking.

4. 04

   Candour and the question that survives every upgrade: you certify what you file. The provenance of a draft never transfers responsibility, whether a junior wrote it or a machine did. The 'who signs it?' move puts a filing-ready paragraph with one confident citation on screen and asks only that: whose name goes at the bottom? Every improvement in the tools sharpens rather than dulls this question, because better drafts survive more careless review.

5. 05

   Confidentiality and supervision, closed out: what enters any tool is governed by the frame Session 7 completed (Guideline 12's flat rule, DPDP's fiduciary structure, privilege that belongs to the client), and supervision runs both ways: you review the machine's work as a senior reviews yours, to a higher standard, because the machine's errors arrive better-formatted than a junior's. The UK's Cork v. Smith, cited by our own Supreme Court, is the cautionary anatomy: an internal firm AI tool, its verification warnings ignored, a junior's draft, supervisors approving unchecked, a court misled twice. Every safeguard existed; every human waved it through.

6. 06

   Disclosure, converging from three directions: the draft court Regulations' reg. 43 (a draft, dated on the slide) would require disclosing AI assistance to courts; universities and journals increasingly require it in submissions; and clients and partners increasingly expect it in practice. The course's form (tools and tiers used, what each did, what was verified and how, what was rejected) is shaped so that whichever regime crystallises, the trail already answers it. Disclosure written from a trail takes two minutes; disclosure written from memory takes a career.

7. 07

   Agentic AI, briefly: tools that browse, transact and file convert output-checking into action-authorising: the verification point moves before the act, or it does not exist. Deep-research agents, the mildest students will meet, already cite more and fabricate more than chat models; anything that acts on a court registry, a client account or a filing system inherits every duty in this course at higher stakes. The rule that scales: the more autonomous the tool, the earlier and more explicit the human authorisation, and the more complete the trail; after an action, the trail is all there is.

8. 08

   The audit, framed before it runs: three failure classes, seeded the way reality seeds them: a fabricated authority (the class everyone catches), a real authority misdescribed (the class that misleads courts), an overruled authority correctly quoted (the class that loses cases). Session 6 predicted that catch rates fall in that order; the prediction is about to be tested on the room itself. The audit is also the assessed artefact's dress rehearsal: same method, same trail, same disclosure, graded.

9. 09

   The close, which is an identity rather than a summary: the course began with a machine that answers everything confidently and a profession paying for believing it. It ends with a person who briefs precisely, grounds deliberately, orchestrates when it pays, verifies always, and keeps the record, on free tools, under Indian law, with a named technique for every move. The model's confidence was never evidence. Yours, now, is earned, and documented.

The mirror

Run on the class, then on the machine.

An experiment on the class, the same effect explained in the model, a live demonstration on a real tool, and a named takeaway skill.