Not cooked*

chartmypath.io/AICookedMyDegree

Bachelor of Laws LLB

verdict slip · printed 1 Aug 2026 · sources on every line

how to read this slip

stays humanthe evidence says this stays human led

with AIdone faster with AI in the loop: still needs you

shiftingthe evidence says AI already reaches this one

no data yetno source covers it yet, so we don't guess

STAYS HUMAN4

with AI4

shifting5

no data yet (no source, no guess)1

tasks charted · feeds 2 jobs13

of 13 charted tasks: 4 stay human · 4 run with AI in the loop · 5 are shifting. 1 more are no data yet: no source, no guess. counts only: we don't do scores.

Attorney / Lawyer (JD pathway)[feeds: source]

usually via further study

Analyzing probable case outcomes using legal precedent; researching case law and statuteswith AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Preparing and drafting legal documents such as briefs, contracts, wills, and pleadingswith AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Representing clients in court or before government agencies; presenting evidence and argumentsstays human

"Labor market impacts of AI: a new measure and early evidence" (2026-03) · dated 2026-03.

open source ↗

Interviewing clients and witnesses to gather facts and evidencestays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗

Negotiating settlements, contracts, or agreements on behalf of clientsstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗

Advising clients on business transactions, legal rights and obligations, and the advisability of pursuing or defending a lawsuitno data yet

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗

Law Teachers, Postsecondary[feeds: source]

Initiate, facilitate, and moderate classroom discussions.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Evaluate and grade students' class work, assignments, papers, and oral presentations.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Prepare course materials, such as syllabi, homework assignments, and handouts.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Compile, administer, and grade examinations, or assign this work to others.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Prepare and deliver lectures to undergraduate or graduate students on topics such as civil procedure, contracts, and torts.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Maintain student attendance records, grades, and other required records.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

the delta: what moves your picture

#1 Verifying AI-assisted legal research against primary sources

Legal research and records-review are the most exposed tasks on this major's ledger (see paralegal rows above): the leverage move is not avoiding AI research tools but pairing them with a verification habit strong enough to catch fabricated citations, which have already produced sanctioned filings. first step: UC Davis Mabie Law Library · "Generative AI Tools and Resources for Law Students" (verification/hallucination section) · free · ~15 min

#2 Legal prompt engineering for research and drafting tasks

Both the paralegal doc-drafting task and the attorney's research/drafting tasks above are classified augmented, not exposed: the difference between a fast first draft and a wasted afternoon is largely prompt quality. first step: Juro · "A guide to legal prompt engineering" (free article) · free · ~12 min

#3 Understanding professional/ethical obligations for AI use in practice

The durable tasks on this ledger (court representation, client meetings, negotiation) stay durable partly because they carry professional accountability that AI can't absorb: knowing exactly where that accountability line sits is itself a skill that pairs with, rather than competes against, AI-assisted drafting. first step: The Bar Examiner (NCBE) · "Generative Artificial Intelligence Tools: ABA Formal Opinion 512" (free article) · free · ~12 min

* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 4 of your 13 charted tasks already run with AI in the loop, and 1 task has no source at all: marked unlisted, not estimated. this slip shows only what we could source; where studies disagree, we print both. nobody can promise outcomes; anyone who does is selling something.

Task-level AI evidence on this page is largely US-scoped research; local pay and market context differ.

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