- Before
- Fills in memo templates after the trade, runs spreadsheet regressions against hypothetical derivatives she rebuilds by hand, and re-keys journals into the ledger.
- Now
- Opens each hedge on one page with the memo, the regression and the journal already done and checked twice, asks why, and signs with a reason code.
One quarter's hedge close, decided with the agents
Kestrel & Vane Group runs 46 hedge relationships, $2.84B notional, under ASC 815, with its Dutch holding also reporting under IFRS 9. It is Wednesday 14 October 2026, the Q3 close, and the 10-Q is due on Monday 9 November. Here is how Laura Kim works through it with the agents, screen by screen, in the working solution.
- 01Morning
Five decisions, and the agents' messages beside them
Laura Kim · Hedge accountantThe agents finished the overnight run at 06:05: 46 hedges tested, 38 forecasts checked, the waiting journals and the derivatives note drafted. Laura has signed 41 of 46 Q3 assessments; 4 journals for $1.90M wait for her. Five decisions need her before the audit fieldwork on Mon 26 Oct, each with its amount.
Probability agent: “KV Process Equipment’s Q4 EUR sales fell 40% in the October forecast, after Norrvale cancelled tender lot 3. €6.0M of HR-2026-018 is probable not to occur; I drafted the partial de-designation.”
- 02Open the file
One hedge, one page: memo, regression, journal
Laura Kim · Hedge accountantHR-2026-031 hedges €48.0M of Q1 2027 EUR sales of Kestrel & Vane Manufacturing with three sell-EUR forwards. Across the top, what each agent did. On the left, the designation memo: trade 09:31, drafted 09:52, signed 10:14, each element cited to the trade confirmation, the forecast or the standard. On the right, 36 monthly observations: slope −0.97, R² 0.94, F 536.3, dollar offset 97.0%, all inside the bands.
“Trade 09:31 · Memo drafted 09:52 · Signed 10:14” — the memo's own timeline, on the record.
- 0306:00
A second agent rebuilds the test on its own
Second-check agentThe second-check agent rebuilt the hypothetical derivative from the memo without seeing the testing agent's inputs, re-ran the regression (slope −0.968, R² 0.940) and recomputed the journal: a difference of $0. Each step shows the source it read. Overnight it did the same for all 15 quantitative tests, and all 15 agree.
“Laura Kim decides; nothing changes until she signs. Agents never post, send or change a method on their own.”
- 04A question
She asks why cover is 67%
Laura Kim and the probability agentLaura asks the file a question in plain words. The probability agent answers with its sources: the hedge covers €48.0M of €71.4M forecast Q1 2027 sales, 67%, and policy allows 50–75% four to six months out. The July forecast was €70.2M, so cover has barely moved. Above the answer, the decision waits: approve, edit or send back.
- 05Signed
Approve the test and its journal, with a reason code
Laura Kim · Hedge accountantLaura picks reason A1, “Highly effective, as tested”, and signs. The same signature approves journal J-Q3-031: Dr AOCI — cash flow hedge reserve, Cr derivative liabilities — FX forwards, $1,146,000. The entry goes to OCI, not earnings, so her signature completes it, and it posts to the ledger only after approval.
“The reason goes on the file and the audit trail.”
- 06Mon 12 Oct, 06:00
A forecast fell 40%; the options are worked out
Probability agentHR-2026-018 hedges €24.0M of Q4 EUR sales of compressor packages. The forecast was €30.0M at designation; the October S&OP cycle says €18.0M. So €6.0M, 25% of the hedged sales, is probable not to occur, and its share of AOCI, $312,000 of $1,248,000, goes to earnings now. Option A is recommended; B is not available because it would take cover on HR-2026-015 to 102%; C makes the same reclassification and closes out the €6.0M with an offsetting forward.
“Pattern guard: 2 missed forecasts in 8 quarters for this entity; review starts at 3.”
- 07The evidence
One click opens the customer's letter
Laura Kim · Hedge accountantEvery number in the finding opens its source. Norrvale Regional Rail's letter of 6 Oct 2026, read by the probability agent from the sales inbox, says tender lot 3 is cancelled and no replacement is planned. Mei Tanaka, the S&OP lead, confirmed it. Asked why “probable not to occur” and not just “no longer probable”, the agent explains: a written cancellation with no replacement sends the AOCI to earnings now; if the sales were only uncertain, it would wait.
“…we hereby give notice that tender lot 3 (compressor packages, 24 units) is cancelled following the withdrawal of programme funding. No replacement order is planned for 2026 or 2027…”
- 08Co-signed
Above $250,000, the controller co-signs
Laura Kim and Tomás FerreiraLaura approves option A with reason D2, “Probable not to occur: de-designate and reclassify”. Because $312,000 hits earnings, the decision goes to Tomás Ferreira, the corporate controller, who co-signs. Journal J-Q3-018R is approved: Dr Other income (expense), net — missed forecasts, Cr AOCI, $312,000. The other €18.0M stays designated.
“D2 · Probable not to occur: de-designate and reclassify · Laura Kim, Wed 14 Oct 2026, 09:20 · co-signed by Tomás Ferreira. On the audit trail”
- 09The exception
A copper hedge that never qualified
Testing agentHR-2026-027's first quantitative test gives R² 0.78, below the 0.80 minimum, with slope −0.84. The cause: the hypothetical derivative still used Redfern Copper & Rod Co.'s old price formula, although contract amendment 2 changed the premium on 1 Jul, before the hedge began. So the swaps' $418,000 Q3 gain belongs in cost of sales, not OCI. Rebuilt on the amended formula, the same swaps test at R² 0.91, so the agent offers two outcomes, both recorded as never qualified: F1, re-designate today on the amended formula, or F2, no new hedge.
The second-check agent agrees it fails on both runs; a new relationship can start on the day Laura signs its memo, never earlier.
- 10Yesterday, 16:02
A new trade, its memo drafted 38 minutes later
Documentation agentDaniel Osei sold £12.0M forward at 16:02 to hedge Q2 2027 GBP sales. The trade capture agent matched the bank's confirmation; the documentation agent drafted HR-2026-035 at 16:40, one step for each element ASC 815 asks for. The initial test passes: slope −0.99, R² 0.96, F 829.3. Laura checks each step, edits if she needs to, and signs today.
Documentation agent: “Sign today so the record shows it was in place at inception.”