报税流水线：Grok Bot 收集、Opus 5.5 读规则、Jev 逐行验证扣除

xinces @xinc3s原推发布于 2026.10.18

在 X 上打开原推

ELON SAYS TRY GROK BOT. I TRIED IT ON MINE: $6,140 IN DEDUCTIONS I'D MISSED. AND 2 LINES THAT WOULD'VE HANDED THE IRS A 20% PENALTY grok bot is scary good at the boring part. it went through my email, pay stubs and loan statements while i slept and handed me a full draft nobody in that thread mentions the catch: the bot doesn't sign the return. you do if a line is wrong, the irs takes the missing tax, interest, and 20% of the underpayment on top. "my ai said so" isn't a box on the form so no single agent got to do it alone. every seat got one job: → GROK BOT gathers. w-2, 1099s, 1098-E, the car loan statement. 1,284 docs. it never decides what counts → OPUS 5.5 reads the rules. every deduction comes with the form line and a link to the irs page → JEV proves it or kills it. it can't write a single word. one question per line: "is there a document that proves this?" yes or no, with a probability. under 0.90 = off the return → me: one page, one signature what made it in (the new 2025–2028 deductions most people skip): → overtime: only the "half" of time-and-a-half counts. $9,360 of OT pay → $3,120 → car loan interest: $1,840. new car, personal use, final assembly in the us, loan taken after 2024 → student loan interest: $1,180, sitting in a 1098-E i never opened what jev killed: → home office, $2,600. i'm on a w-2, employees can't take it. jev: 0.04 → interest on the used car, $1,400. the new rule is new cars only. jev: 0.06 both looked perfect in the draft. that's the problem with a draft written by a model that wants to help $6,140 in deductions is ~$1,350 back at a 22% bracket. not life-changing. the 2 lines it deleted are why i'd run it again the bot fills the form. your name signs it the jev gate, copy it ↓ for every deduction line, ask jev 2 typed questions: has_proof: noul → "a document in /docs proves this amount and this eligibility" rule_fits: noul → "the irs rule opus linked applies to this taxpayer" code keeps a line only if both > 0.90. everything else goes to an "ask a cpa" list, never onto the return

这条是引用着另一条写的：x.com/elonmusk/status/2111637291433382119