- Before
- Signs a study written from interviews months after the work, and hopes no examiner asks about a particular dollar.
- Now
- “If an examiner asks about any dollar, I want the quote, the date and the person.” Every cell on her board now gives her all three.
One year's study, from the agents' run to a signed credit
Kestrel & Vane Group's US group files a consolidated return. Its FY2026 study (1 Jul 2025 – 30 Jun 2026) covers two R&D centres, Energy Systems in Austin and Distribution Technology in Dayton, with the return due 15 Apr 2027 on extension. The agents finished their run on Monday 12 October. It is Thursday 15 October. Here is what happens next, screen by screen, in the working solution.
- 01Thursday morning
The study, waiting for her
Nadia Brooks · Tax DirectorNadia's home screen opens on four numbers: a research credit of $411,936 ready for her approval, $4,862,400 of qualified expenses in 11 projects, $1,186,300 left out in 6 weak projects, and $21.0M of §174A deductions. The agents read 61,240 tickets, 38,912 commits and a year of payroll. Six things need her; the study sign-off is the main one, and beside it the agents report in their own words.
Interview agent: “39 of 46 engineers answered, in a median of 1 min 52 s. Two are past the 5-day clock; I told their managers.”
- 02She asks
“What should I do first?”
Calculation agentNadia asks the agents in plain words. The Calculation agent answers with sources: decide the pump seal challenge first — the only project still disputed, $121,500 — then choose the §174A catch-up, then approve the study. The interviews still open do not change any project's verdict. Under the answer, one button opens the pump seal project.
Every answer carries numbered citations that open the passage it rests on.
- 03The board
The year as one board: a row per project, a column per test
Nadia Brooks · Tax DirectorEach of the 17 projects is a row. The four columns are the four tests, each cell a quote from Jira, Git or a design document with the date it was written; on the right, the expenses and a kept or excluded verdict. 1,846 quotes, 97% written at the time. Filters show what is kept, excluded, challenged or waiting on an engineer.
Skeptic agent: “I scored every project the way an examiner would read it. Six fail a test and are left out; two are kept but challenged, and their cells are marked weak.”
- 04One click on a cell
Hydra's experimentation, straight from its commits
Evidence agentHydra battery thermal model, owned by Mateo Ruiz, is the largest project at $1,920,400. Its experimentation cell opens the repository kv-hydra-thermal: tags v0.1 to v0.14, from baseline air cooling at ΔT 6.8 °C in September 2025, through “iter 7: channel 4 mm → ΔT 4.1 °C, fail”, to “iter 14: graded channels + pads → ΔT 2.6 °C, pass; pump 0.94 kW” on 20 Feb 2026. 412 commits by 9 authors sit between the tags.
Evidence agent limit: it never paraphrases a quote, and anything written after the year ended is marked “written later” and cannot carry a test alone.
- 05Tue 6 Oct, in Teams
Three questions, answers already drafted
Mateo Ruiz · Senior Thermal EngineerInstead of an hour-long interview months later, the Interview agent sent Mateo three questions in Teams, each answer drafted from his own records: Hydra 75%, field installation support 20%, other work 5%, from Workday time records and 412 of his commits; the unknown he was chasing, quoted from Jira HYD-212; and the 14 designs he tried. He confirmed all three in 1 min 48 s and added that iterations 10–12 were run with the thermal lab.
The same three questions go to everyone, from a set Owen Castell approved on 2 Oct. Five working days to answer, a reminder at day 3, and the manager is told at day 8.
- 06The one dispute
Pump seal lifetime test: the Skeptic argues the IRS's side
Skeptic agentPump seal lifetime test, $121,500, scores 73 and is challenged. Its uncertainty is recorded — “Unknown if silicon-carbide faces survive repeated dry starts” — but only two seal variants were run and the test plan says “confirm the supplier rating”. The Skeptic proposes exclusion as routine testing unless the team shows the dry-start work went beyond the supplier's test. Nadia can keep it with changes, accept the exclusion or ask the engineer again.
“The Skeptic proposes; only a person keeps or excludes.”
- 07Left out before filing
Six exclusions, each with its rule and its quote
Owen Castell · R&D Credit AnalystBilling UI refresh is out for want of uncertainty: its own design document says “Reuse the existing design system components; no new technical risk expected” — $214,600. The Finance ERP release upgrade fails the internal-use software test, Lumen sensor co-development is funded by the customer, and Hydra's work after the first shipment on 21 Mar 2026 is split out as field installation support. Owen agreed all six on Mon 12 Oct; reinstating one needs a reason and goes to the VP Tax.
Skeptic agent: “Leaving these out avoids a 20% penalty on the tax they would have saved.”
- 08Before the exam
The IRS's questions, rehearsed while there is time
Defence agentThe Defence agent asked itself 14 information requests an examiner typically sends and drafted each answer from the evidence. Twelve are strong. Two are weak, with $420,400 of expenses behind them: the route optimiser's claim that nothing on the market fitted rests on an interview given after the year, and the pump seal testing may look routine. The evidence binder holds the 1,846 quoted passages, 17 project files and the 39 interview records.
Defence agent limit: it answers only from cited evidence; weak answers are flagged, never padded.
- 09Credit and deduction, together
§174A modelled beside the credit
Calculation agentThe alternative simplified credit, $411,936, beats the regular credit of $284,610, and the base years tie to the filed returns. The same records give §174A: $9,428,064 of domestic research costs deducted, the Brno team's foreign costs capitalised over 15 years, and $11,620,000 of 2022–2024 costs to catch up over one year or two. One year gives $2,440,200 of tax effect now; FY2026's effect comes to $4,832,029.
Nadia proposes the catch-up; it goes to Graham Ellery, VP Tax, to co-approve.
- 10Signed
She approves the study with a reason and her signature
Nadia Brooks · Tax DirectorNadia chooses A1 — “Approve the study as prepared: projects, evidence, wages and the credit are right” — adds a note for the file if she wants, and ticks the e-signature: “I approve the FY2026 research credit study as Nadia Brooks, Tax Director.” Until she ticks it, Approve and sign stays locked. The study is sealed, and the evidence binder with it.
The agents file nothing. Credits or elections over $1M also need the VP Tax.