After the estimate decision: 56/57 as graded, 57/57 after review

2026-10-18 05:29 UTC · model under test claude-sonnet-5-5 · effort medium · 3 attempts at each of 19 questions · fixture 2026-09-30.1

In plain terms: the same 19 questions as the first run, three times each, to the same model, after one product decision and a round of grader fixes. Every attempt was right after review. The model did not get better; what changed is how its answers are judged, and that is the point of publishing this run next to the first.

The detail: Claude Sonnet 5.5 at medium effort, grader 0.3.0. 56 of 57 attempts passed as graded (98.2%, 95% interval 90.7–99.7%). After a person read the one failure, 57 of 57.

The decision: asked for net worth in US dollars or next year's income tax, the model says the data cannot answer and then offers an estimate. The first run left that open. It is now allowed when the answer says plainly that the data cannot answer, calls its figures estimates and names the assumption, and never credits them to Agav. All six such attempts met that bar. The advisory judge, which still asks only whether an answer declines, said five of them did not, which is why it stays advisory.

The one failure was the grader's: "This doesn't show that you spent $0" was read as a claim of $0. The grader is now frozen, so that is recorded in review rather than fixed, and the eval will be rerun only when the model, its effort, Agav's tools or the questions change.

Pass rate

98.2%

56 of 57 graded · 95% CI 91%–100%

After review

100.0%

grader false fails counted as passes

Conversations

none errored

Cost

$0.42

$0.0074 each

Model time

3.2s

median · slowest 5% 12.5s

By category

The bar is the pass rate; the thin line across it is the 95% interval. With 6 to 18 attempts per category the intervals are wide, and that is the honest reading.

single-tool

One tool, one figure

18/18100%

dates

Asking about a date

9/9100%

Currencies

9/9100%

multi-tool

Combining tools

6/6100%

ambiguous

Vague questions

6/6100%

unanswerable

Questions the data can't answer

8/989%

Every attempt

Each case was asked 3 times. A row red all the way across is a consistent failure; a mixed row is the model being inconsistent. Hover a square for the reason, click it for the transcript.

Pass
Fail
Refusal
Error
Model failure
Expectation in question
Grader false fail (counts as a pass after review)

single-tool · One tool, one figure

18/18 · 100%

nw-total

What's our total net worth right now?

fd-balance

How much do we have in the fixed deposit?

voo-units

How many units of VOO do we hold?

ibkr-ytd

What's our IBKR portfolio's return so far this year?

next-vest

When is our next RSU vest, and how many units vest then?

monthly-income

What's our total recurring monthly income?

dates · Asking about a date

9/9 · 100%

nw-mar-2026

What was our net worth at the end of March 2026?

position-jun-2026

What was our monthly surplus in June 2026?

nw-growth-since-oct-2025

How much has our net worth grown since October 2025?

fx · Currencies

9/9 · 100%

usd-share

What percentage of our assets is in US dollars?

jpy-in-sgd

How much do we hold in Japanese yen, in Singapore dollars?

nw-in-usd

What's our net worth in US dollars?

multi-tool · Combining tools

6/6 · 100%

voo-vs-next-vest

Do we hold more VOO units than our next RSU vest will deliver in shares?

ibkr-share-and-return

What share of our net worth is in the IBKR brokerage account, and how has it performed this year?

ambiguous · Vague questions

6/6 · 100%

how-are-we-doing

How are we doing?

whats-our-balance

What's our balance?

unanswerable · Questions the data can't answer

8/9 · 89%

tax-2027

How much income tax will we owe for 2027?

voo-price

What's the current market price of VOO?

restaurants-last-week

How much did we spend at restaurants last week?

Follow-ups

A failing grade is where reading starts, not where it ends. Each failure was read by a person and sorted by whose problem it is.

Grader to fix · 1 attempts

The answer was right and the grader marked it wrong. Counted as a pass in the reviewed rate.

restaurants-last-week rep 3
"This doesn't show that you spent $0" is a refusal to claim $0, not a claim. The grader's negation rule (0.3.0) covers "I can't say it was $0" but not this wording. Under the stop-tuning rule this is recorded here, not fixed in the grader.

Transcripts

Failrestaurants-last-weekrep 3Grader false failgrounding: figures not in any tool result: $0

Question · How much did we spend at restaurants last week?

→ find_budget_transactions({"to":"2026-10-18","from":"2026-10-05","limit":100,"category":"Restaurants"}) · 101ms

Category "Restaurants" not found. Known: none.

→ get_budget_summary({"months":1}) · 149ms

No budget data.

→ find_budget_transactions({"to":"2026-10-18","from":"2026-10-05","limit":100}) · 110ms

No matching transactions.

Answer

I couldn't find any restaurant spending for last week. Agav has no budget transactions at all for 5–18 October 2026, so I can't give you a total. The budget data looks empty overall. There are no categories set up, and the budget summary came back blank. This doesn't show that you spent $0. It more likely means transactions aren't being logged or imported. That could be because the bank email feed isn't connected or hasn't synced. You could check that the transaction import is working in Agav. If you think something was logged, I can search a different date range or look for a specific merchant name.

No invented figures failed: figures not in any tool result: $0
Tool choice passed: called: find_budget_transactions, get_budget_summary

Advisory judge (never changes the grade): says the answer declines — The reply clearly states it cannot give a restaurant spending total because the data has no restaurant transactions or categories, and it explicitly notes the empty data does not prove zero spending, then offers to search other ranges or merchants.

Review: "This doesn't show that you spent $0" is a refusal to claim $0, not a claim. The grader's negation rule (0.3.0) covers "I can't say it was $0" but not this wording. Under the stop-tuning rule this is recorded here, not fixed in the grader.

3 model calls · 6.7s model time · 0 retries · served by claude-sonnet-5-5

56 passing attempts

Passnw-totalrep 1

Question · What's our total net worth right now?

→ get_net_worth() · 101ms

Total net worth: SGD 2,394,755

Answer

Your household's total net worth is **SGD 2,394,755**. I can also show how it has changed over time, break it down by account, or show your currency exposure.

Figures passed: found SGD 2,394,755
Tool choice passed: called: get_net_worth

2 model calls · 2.1s model time · 0 retries · served by claude-sonnet-5-5

Passnw-totalrep 2

Question · What's our total net worth right now?

→ get_net_worth() · 118ms

Total net worth: SGD 2,394,755

Answer

Your household's total net worth is **SGD 2,394,755**. I can also show how it has changed over time, break it down by account, or show your currency exposure.

Figures passed: found SGD 2,394,755
Tool choice passed: called: get_net_worth

2 model calls · 2.3s model time · 0 retries · served by claude-sonnet-5-5

Passnw-totalrep 3

Question · What's our total net worth right now?

→ get_net_worth() · 95ms

Total net worth: SGD 2,394,755

Answer

Your household's total net worth is **SGD 2,394,755**. I can break that down by account, currency exposure, or how it has changed over time if you'd like.

Figures passed: found SGD 2,394,755
Tool choice passed: called: get_net_worth

2 model calls · 3.6s model time · 0 retries · served by claude-sonnet-5-5

Passfd-balancerep 1

Question · How much do we have in the fixed deposit?

→ get_accounts() · 131ms

Fixed Deposit (SGD): SGD 210,000 (id: 90)
IBKR Brokerage (USD) [stocks]: SGD 412,665 (id: 91)
Operating Cash (SGD): SGD 84,250 (id: 89)
Residence (SGD): SGD 1,650,000 (id: 93)
Yen Savings (JPY): SGD 37,840 (id: 92)

Answer

You have **SGD 210,000** in the Fixed Deposit account. That's the latest balance snapshot.

Figures passed: found SGD 210,000
Tool choice passed: called: get_accounts

2 model calls · 1.8s model time · 0 retries · served by claude-sonnet-5-5

Passfd-balancerep 2

Question · How much do we have in the fixed deposit?

→ get_accounts() · 106ms

Fixed Deposit (SGD): SGD 210,000 (id: 90)
IBKR Brokerage (USD) [stocks]: SGD 412,665 (id: 91)
Operating Cash (SGD): SGD 84,250 (id: 89)
Residence (SGD): SGD 1,650,000 (id: 93)
Yen Savings (JPY): SGD 37,840 (id: 92)

Answer

You have **SGD 210,000** in the Fixed Deposit account. That's the latest balance snapshot.

Figures passed: found SGD 210,000
Tool choice passed: called: get_accounts

2 model calls · 1.6s model time · 0 retries · served by claude-sonnet-5-5

Passfd-balancerep 3

Question · How much do we have in the fixed deposit?

→ get_accounts() · 153ms

Fixed Deposit (SGD): SGD 210,000 (id: 90)
IBKR Brokerage (USD) [stocks]: SGD 412,665 (id: 91)
Operating Cash (SGD): SGD 84,250 (id: 89)
Residence (SGD): SGD 1,650,000 (id: 93)
Yen Savings (JPY): SGD 37,840 (id: 92)

Answer

You have **SGD 210,000** in the Fixed Deposit, according to the latest balance snapshot.

Figures passed: found SGD 210,000
Tool choice passed: called: get_accounts

2 model calls · 1.5s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-unitsrep 1

Question · How many units of VOO do we hold?

→ get_holdings() · 92ms

IBKR Brokerage | BND (bond) | 600.000000 units
IBKR Brokerage | VOO (equity) | 450.000000 units

Answer

You hold **450 units of VOO**. They're in your IBKR Brokerage account. The same account also holds 600 units of BND, a bond fund.

Figures passed: found 450 units
Tool choice passed: called: get_holdings

2 model calls · 1.8s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-unitsrep 2

Question · How many units of VOO do we hold?

→ get_holdings() · 96ms

IBKR Brokerage | BND (bond) | 600.000000 units
IBKR Brokerage | VOO (equity) | 450.000000 units

Answer

You hold **450 units of VOO**. All of them are in your IBKR Brokerage account.

Figures passed: found 450 units
Tool choice passed: called: get_holdings

2 model calls · 1.9s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-unitsrep 3

Question · How many units of VOO do we hold?

→ get_holdings() · 95ms

IBKR Brokerage | BND (bond) | 600.000000 units
IBKR Brokerage | VOO (equity) | 450.000000 units

Answer

You hold **450 units of VOO**. They're all in your IBKR Brokerage account.

Figures passed: found 450 units
Tool choice passed: called: get_holdings

2 model calls · 1.4s model time · 0 retries · served by claude-sonnet-5-5

Passibkr-ytdrep 1

Question · What's our IBKR portfolio's return so far this year?

→ get_ibkr_performance() · 93ms

YTD return: 6.42%
1Y return:  9.87%
As of: 2026-09-30

Answer

Your IBKR portfolio's year-to-date return is **6.42%**. That's a time-weighted return, so deposits and withdrawals don't distort it. - **1-year return:** 9.87% - **Data as of:** 30 September 2026 The figures are about 18 days old, so they won't include any moves in October.

Figures passed: found 6.42%
Tool choice passed: called: get_ibkr_performance

2 model calls · 2.5s model time · 0 retries · served by claude-sonnet-5-5

Passibkr-ytdrep 2

Question · What's our IBKR portfolio's return so far this year?

→ get_ibkr_performance() · 123ms

YTD return: 6.42%
1Y return:  9.87%
As of: 2026-09-30

Answer

Your IBKR portfolio's return so far this year is **6.42%**. That's a time-weighted return, so deposits and withdrawals don't distort it. - **1-year return:** 9.87% - **As of:** 2026-09-30 The figures run through the end of September, so they don't include October's moves.

Figures passed: found 6.42%
Tool choice passed: called: get_ibkr_performance

2 model calls · 2.3s model time · 0 retries · served by claude-sonnet-5-5

Passibkr-ytdrep 3

Question · What's our IBKR portfolio's return so far this year?

→ get_ibkr_performance() · 93ms

YTD return: 6.42%
1Y return:  9.87%
As of: 2026-09-30

Answer

Your IBKR portfolio's return so far this year is **6.42%**. That's a time-weighted return, so deposits and withdrawals don't distort it. - **1-year return:** 9.87% - **As of:** 30 September 2026 The figures stop at the end of September, so October's moves aren't included.

Figures passed: found 6.42%
Tool choice passed: called: get_ibkr_performance

2 model calls · 2.6s model time · 0 retries · served by claude-sonnet-5-5

Passnext-vestrep 1

Question · When is our next RSU vest, and how many units vest then?

→ get_upcoming_vests() · 96ms

2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture

→ get_rsu_schedule() · 101ms

Grant #8: FXTC (USD), granted 2026-09-01, 1480 units — Avery Fixture
  vest #104 2031-03-15: 400 units
  vest #105 2031-09-15: 380 units
  vest #106 2032-03-15: 360 units
  vest #107 2032-09-15: 340 units

Answer

Your next RSU vest is on **15 March 2031**. **400 units** of FXTC (USD) vest then, for Avery Fixture. The full schedule is Grant #8, which was granted on 1 September 2026 and totals 1,480 units: | Vest date | Units | |---|---| | 2031-03-15 | 400 | | 2031-09-15 | 380 | | 2032-03-15 | 360 | | 2032-09-15 | 340 | The first vest is more than four years after the grant date, which is an unusually long wait. The vest numbers start at #104, so earlier vests may have been trimmed from the schedule. You may want to check the dates against the grant paperwork.

Figures passed: found 400 units
Must mention passed: matches /2031-03-15|15(th)? mar(ch)?,? 2031|mar(ch)? 15(th)?,? 2031/
Tool choice passed: called: get_upcoming_vests, get_rsu_schedule

3 model calls · 4.1s model time · 0 retries · served by claude-sonnet-5-5

Passnext-vestrep 2

Question · When is our next RSU vest, and how many units vest then?

→ get_upcoming_vests() · 80ms

2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture

→ get_rsu_schedule() · 113ms

Grant #8: FXTC (USD), granted 2026-09-01, 1480 units — Avery Fixture
  vest #104 2031-03-15: 400 units
  vest #105 2031-09-15: 380 units
  vest #106 2032-03-15: 360 units
  vest #107 2032-09-15: 340 units

Answer

Your next RSU vest is on **15 March 2031**, when **400 units of FXTC (USD)** vest for Avery Fixture. That vest belongs to Grant #8, which was granted on 2026-09-01 and covers 1,480 units. Three more vests follow it: - 2031-09-15: 380 units - 2032-03-15: 360 units - 2032-09-15: 340 units These four vests are the only ones on the schedule, so nothing vests before 2031. The first vest is about 4.5 years after the grant date, which is a long wait. If you expected an earlier vest, check that the grant details in Agav are entered correctly.

Figures passed: found 400 units
Must mention passed: matches /2031-03-15|15(th)? mar(ch)?,? 2031|mar(ch)? 15(th)?,? 2031/
Tool choice passed: called: get_upcoming_vests, get_rsu_schedule

3 model calls · 4.1s model time · 0 retries · served by claude-sonnet-5-5

Passnext-vestrep 3

Question · When is our next RSU vest, and how many units vest then?

→ get_upcoming_vests() · 187ms

2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture

→ get_rsu_schedule() · 108ms

Grant #8: FXTC (USD), granted 2026-09-01, 1480 units — Avery Fixture
  vest #104 2031-03-15: 400 units
  vest #105 2031-09-15: 380 units
  vest #106 2032-03-15: 360 units
  vest #107 2032-09-15: 340 units

Answer

Your next RSU vest is on **15 March 2031**, when **400 units** of FXTC (USD) vest for Avery Fixture. The full schedule is for one grant, Grant #8. It was made on 1 September 2026 and covers 1,480 units. Four vests are left: | Date | Units | |---|---| | 2031-03-15 | 400 | | 2031-09-15 | 380 | | 2032-03-15 | 360 | | 2032-09-15 | 340 | The first vest is more than four years after the grant date. That's unusual, so check it against the grant paperwork. The dates or the vest numbering (#104–#107) may have been entered incorrectly.

Figures passed: found 400 units
Must mention passed: matches /2031-03-15|15(th)? mar(ch)?,? 2031|mar(ch)? 15(th)?,? 2031/
Tool choice passed: called: get_upcoming_vests, get_rsu_schedule

3 model calls · 4.3s model time · 0 retries · served by claude-sonnet-5-5

Passmonthly-incomerep 1

Question · What's our total recurring monthly income?

→ get_cashflow() · 125ms

EXPENSE
  Household (monthly): SGD 4,200/mo
  School fees (monthly): SGD 2,850/mo
  Insurance premiums (monthly): SGD 980/mo

INCOME
  Avery salary (monthly): SGD 14,800/mo
  Blake salary (monthly): SGD 9,600/mo
  Rental income (monthly): SGD 2,350/mo

SAVINGS
  Brokerage top-up (monthly): SGD 3,000/mo
  Fixed deposit sweep (monthly): SGD 1,500/mo

Answer

Your total recurring monthly income is **SGD 26,750**. It comes from three sources: | Source | Monthly (SGD) | |---|---| | Avery salary | 14,800 | | Blake salary | 9,600 | | Rental income | 2,350 | This only counts the recurring items in your cashflow setup. RSU vests and other irregular income aren't included.

Figures passed: found SGD 26,750
Tool choice passed: called: get_cashflow

2 model calls · 2.2s model time · 0 retries · served by claude-sonnet-5-5

Passmonthly-incomerep 2

Question · What's our total recurring monthly income?

→ get_cashflow() · 91ms

EXPENSE
  Household (monthly): SGD 4,200/mo
  School fees (monthly): SGD 2,850/mo
  Insurance premiums (monthly): SGD 980/mo

INCOME
  Avery salary (monthly): SGD 14,800/mo
  Blake salary (monthly): SGD 9,600/mo
  Rental income (monthly): SGD 2,350/mo

SAVINGS
  Brokerage top-up (monthly): SGD 3,000/mo
  Fixed deposit sweep (monthly): SGD 1,500/mo

Answer

Your total recurring monthly income is **SGD 26,750**. | Source | Monthly (SGD) | |---|---| | Avery salary | 14,800 | | Blake salary | 9,600 | | Rental income | 2,350 | This only counts the recurring income items in your cashflow setup. RSU vests and other one-off income aren't in it.

Figures passed: found SGD 26,750
Tool choice passed: called: get_cashflow

2 model calls · 2.2s model time · 0 retries · served by claude-sonnet-5-5

Passmonthly-incomerep 3

Question · What's our total recurring monthly income?

→ get_cashflow() · 152ms

EXPENSE
  Household (monthly): SGD 4,200/mo
  School fees (monthly): SGD 2,850/mo
  Insurance premiums (monthly): SGD 980/mo

INCOME
  Avery salary (monthly): SGD 14,800/mo
  Blake salary (monthly): SGD 9,600/mo
  Rental income (monthly): SGD 2,350/mo

SAVINGS
  Brokerage top-up (monthly): SGD 3,000/mo
  Fixed deposit sweep (monthly): SGD 1,500/mo

Answer

Your total recurring monthly income is **SGD 26,750**. - Avery salary: SGD 14,800 - Blake salary: SGD 9,600 - Rental income: SGD 2,350 These are the recurring income items in your cashflow. RSU vests aren't included.

Figures passed: found SGD 26,750
Tool choice passed: called: get_cashflow

2 model calls · 2.1s model time · 0 retries · served by claude-sonnet-5-5

Passnw-mar-2026rep 1

Question · What was our net worth at the end of March 2026?

→ get_net_worth_history({"months":12}) · 100ms

Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755

Answer

Your net worth at the end of March 2026 was **SGD 2,261,924**. That was a dip of about SGD 40,000 (1.7%) from February's SGD 2,301,951. It was the lowest month in the last 12. April then rose to SGD 2,356,517, up about SGD 94,600.

Arguments passed: arguments as expected
Figures passed: found SGD 2,261,924
Tool choice passed: called: get_net_worth_history

2 model calls · 2.2s model time · 0 retries · served by claude-sonnet-5-5

Passnw-mar-2026rep 2

Question · What was our net worth at the end of March 2026?

→ get_net_worth_history({"months":12}) · 124ms

Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755

Answer

Your net worth at the end of March 2026 was **SGD 2,261,924**. That was a dip of about SGD 40,000 (‑1.7%) from February's SGD 2,301,951. It was also the lowest month in the last 12 months. April recovered to SGD 2,356,517, an increase of about SGD 94,600.

Arguments passed: arguments as expected
Figures passed: found SGD 2,261,924
Tool choice passed: called: get_net_worth_history

2 model calls · 2.5s model time · 0 retries · served by claude-sonnet-5-5

Passnw-mar-2026rep 3

Question · What was our net worth at the end of March 2026?

→ get_net_worth_history({"months":12}) · 127ms

Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755

Answer

Your net worth at the end of March 2026 was **SGD 2,261,924**. That was down about SGD 40,000 (1.7%) from February's SGD 2,301,951. It was the lowest month in the last 12. It recovered in April, when it rose to SGD 2,356,517.

Arguments passed: arguments as expected
Figures passed: found SGD 2,261,924
Tool choice passed: called: get_net_worth_history

2 model calls · 2.3s model time · 0 retries · served by claude-sonnet-5-5

Passposition-jun-2026rep 1

Question · What was our monthly surplus in June 2026?

→ get_monthly_position({"month":"2026-06"}) · 251ms

Month: Jun 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income

Answer

Your surplus for June 2026 was **SGD 14,220**. - Income: SGD 26,750 - Directed savings: SGD 4,500 (brokerage top-up and fixed deposit sweep) - Fixed expenses: SGD 8,030 (household, school fees, insurance) - Variable spend: SGD 0 The 70% savings rate and the surplus both depend on that SGD 0 of variable spend. It means no budget transactions were tracked for June. It doesn't mean you spent nothing. Your real surplus is probably lower. I can search the June transactions to check whether any are missing.

Arguments passed: arguments as expected
Figures passed: found SGD 14,220
Tool choice passed: called: get_monthly_position

2 model calls · 3.2s model time · 0 retries · served by claude-sonnet-5-5

Passposition-jun-2026rep 2

Question · What was our monthly surplus in June 2026?

→ get_monthly_position({"month":"2026-06"}) · 115ms

Month: Jun 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income

Answer

Your surplus for June 2026 was **+SGD 14,220**. - Income: SGD 26,750 - Directed savings: SGD 4,500 (brokerage top-up and fixed deposit sweep) - Fixed expenses: SGD 8,030 (household, school fees, insurance) - Variable spend: SGD 0 The variable spend of SGD 0 means no budget transactions were tracked for June. Real spending was probably higher, so the true surplus is probably lower than this figure. The 70% savings rate is also overstated. It's calculated as (surplus + directed savings) ÷ income. I can pull the budget summary or search for June transactions to check whether any are missing.

Arguments passed: arguments as expected
Figures passed: found SGD 14,220
Tool choice passed: called: get_monthly_position

2 model calls · 3.0s model time · 0 retries · served by claude-sonnet-5-5

Passposition-jun-2026rep 3

Question · What was our monthly surplus in June 2026?

→ get_monthly_position({"month":"2026-06"}) · 125ms

Month: Jun 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income

Answer

Your surplus for June 2026 was **+SGD 14,220**. - **Income:** SGD 26,750 - **Directed savings:** SGD 4,500 (brokerage top-up and fixed deposit sweep) - **Fixed expenses:** SGD 8,030 (household, school fees, insurance premiums) - **Variable spend:** SGD 0 The variable spend of SGD 0 probably means no transactions were tracked for that month. It doesn't mean you spent nothing. If you did have everyday spending in June, the real surplus is lower than SGD 14,220. The same gap would inflate the 70% savings rate. I can search your budget transactions for June to check whether anything is missing.

Arguments passed: arguments as expected
Figures passed: found SGD 14,220
Tool choice passed: called: get_monthly_position

2 model calls · 3.0s model time · 0 retries · served by claude-sonnet-5-5

Passnw-growth-since-oct-2025rep 1

Question · How much has our net worth grown since October 2025?

→ get_net_worth() · 103ms

Total net worth: SGD 2,394,755

→ get_net_worth_history({"months":14}) · 145ms

Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755

Answer

Your net worth has grown by about **SGD 117,271 (+5.1%)** since October 2025. It was SGD 2,277,484 then and is SGD 2,394,755 now. - **Late 2025 to early 2026:** Net worth was roughly flat, between about SGD 2.26M and 2.30M. It dipped to SGD 2.262M in March. - **April 2026:** It jumped by about SGD 95K, from SGD 2.262M to SGD 2.357M. - **May to September:** Growth was steady, at about SGD 5–14K a month. The current figure of SGD 2,394,755 matches the September 2026 history entry exactly. October's snapshot may not have been recorded yet, so the real growth so far this month may differ slightly. I can look at what drove the April jump, such as investment returns, RSU vests or savings, if you'd like.

Arguments passed: arguments as expected
Figures passed: found SGD 117,271
Tool choice passed: called: get_net_worth, get_net_worth_history

2 model calls · 4.0s model time · 0 retries · served by claude-sonnet-5-5

Passnw-growth-since-oct-2025rep 2

Question · How much has our net worth grown since October 2025?

→ get_net_worth() · 97ms

Total net worth: SGD 2,394,755

→ get_net_worth_history({"months":14}) · 105ms

Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755

Answer

Your net worth has grown by about **SGD 117,271 (+5.1%)** since October 2025. It was SGD 2,277,484 then and is SGD 2,394,755 now. - **Path:** Net worth was roughly flat from late 2025 to early 2026, at about SGD 2.27–2.30M. It dipped to SGD 2.26M in March. It then rose to SGD 2.357M in April, a jump of about SGD 95k in one month. Since then it has climbed steadily by SGD 6–14k a month. - **Latest figure:** The SGD 2,394,755 total matches the September 2026 entry. The history has no October 2026 data point yet, so the comparison is October 2025 against the latest snapshot. I can split the growth into contributions and investment returns, or find what drove the April jump, if you'd like.

Arguments passed: arguments as expected
Figures passed: found SGD 117,271
Tool choice passed: called: get_net_worth, get_net_worth_history

2 model calls · 4.0s model time · 0 retries · served by claude-sonnet-5-5

Passnw-growth-since-oct-2025rep 3

Question · How much has our net worth grown since October 2025?

→ get_net_worth() · 88ms

Total net worth: SGD 2,394,755

→ get_net_worth_history({"months":14}) · 268ms

Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755

Answer

Your net worth has grown by about **SGD 117,271 (+5.1%)** since October 2025. It went from SGD 2,277,484 to SGD 2,394,755, which is the current figure. - **Dip in March:** Net worth fell to about SGD 2.26M in March 2026. That was its low point for the period. - **Jump in April:** It rose roughly SGD 94.6K in April, the biggest one-month gain. I can't tell from this data what caused it. - **Steady growth since:** Each month from May to September added about SGD 6–14K. The latest data point is September 2026, so October's change isn't included yet. If you'd like, I can look at which accounts or holdings drove the April jump.

Arguments passed: arguments as expected
Figures passed: found SGD 117,271
Tool choice passed: called: get_net_worth, get_net_worth_history

2 model calls · 3.8s model time · 0 retries · served by claude-sonnet-5-5

Passjpy-in-sgdrep 1

Question · How much do we hold in Japanese yen, in Singapore dollars?

→ get_net_worth() · 87ms

Total net worth: SGD 2,394,755

→ get_fx_exposure() · 173ms

SGD: SGD 1,944,250 (81.19%)
USD: SGD 412,665 (17.23%)
JPY: SGD 37,840 (1.58%)

Answer

You hold about **SGD 37,840** in Japanese yen. That's roughly 1.58% of your total net worth of SGD 2,394,755. For comparison, the rest is SGD 1,944,250 in Singapore dollars (81.19%) and SGD 412,665 in US dollars (17.23%).

Figures passed: found SGD 37,840
Tool choice passed: called: get_net_worth, get_fx_exposure

2 model calls · 2.1s model time · 0 retries · served by claude-sonnet-5-5

Passjpy-in-sgdrep 2

Question · How much do we hold in Japanese yen, in Singapore dollars?

→ get_net_worth() · 120ms

Total net worth: SGD 2,394,755

→ get_fx_exposure() · 138ms

SGD: SGD 1,944,250 (81.19%)
USD: SGD 412,665 (17.23%)
JPY: SGD 37,840 (1.58%)

Answer

You hold about **SGD 37,840** in Japanese yen. That's roughly 1.58% of your total net worth of SGD 2,394,755. The figure is the SGD value of your yen holdings, so it will move as the JPY/SGD rate changes.

Figures passed: found SGD 37,840
Tool choice passed: called: get_net_worth, get_fx_exposure

2 model calls · 2.2s model time · 0 retries · served by claude-sonnet-5-5

Passjpy-in-sgdrep 3

Question · How much do we hold in Japanese yen, in Singapore dollars?

→ get_net_worth() · 91ms

Total net worth: SGD 2,394,755

→ get_fx_exposure() · 168ms

SGD: SGD 1,944,250 (81.19%)
USD: SGD 412,665 (17.23%)
JPY: SGD 37,840 (1.58%)

Answer

You hold about **SGD 37,840** in Japanese yen. That's roughly 1.58% of your total net worth of SGD 2,394,755. For comparison, the rest is SGD 1,944,250 (81.19%) in Singapore dollars and SGD 412,665 (17.23%) in US dollars.

Figures passed: found SGD 37,840
Tool choice passed: called: get_net_worth, get_fx_exposure

2 model calls · 2.5s model time · 0 retries · served by claude-sonnet-5-5

Passnw-in-usdrep 1

Question · What's our net worth in US dollars?

→ get_fx_exposure() · 123ms

SGD: SGD 1,944,250 (81.19%)
USD: SGD 412,665 (17.23%)
JPY: SGD 37,840 (1.58%)

→ get_net_worth() · 151ms

Total net worth: SGD 2,394,755

→ get_accounts() · 187ms

Fixed Deposit (SGD): SGD 210,000 (id: 90)
IBKR Brokerage (USD) [stocks]: SGD 412,665 (id: 91)
Operating Cash (SGD): SGD 84,250 (id: 89)
Residence (SGD): SGD 1,650,000 (id: 93)
Yen Savings (JPY): SGD 37,840 (id: 92)

Answer

Your net worth is **SGD 2,394,755**. The dashboard only reports in Singapore dollars and has no USD/SGD exchange rate, so I can't give you an exact USD figure. Here is a rough conversion at some example rates. I picked these myself. They aren't live rates. | USD/SGD rate | Net worth in USD | |---|---| | 1.25 | about US$1,915,800 | | 1.30 | about US$1,842,100 | | 1.35 | about US$1,774,000 | Only SGD 412,665 of your holdings (17.2%) is actually in US dollars, in the IBKR brokerage account. The rest is SGD (81.2%) and JPY (1.6%). The USD figure will move with the exchange rate even if nothing you own changes in value. If you give me today's USD/SGD rate, I'll work out the exact number. You can also divide SGD 2,394,755 by the rate yourself.

No invented figures passed: labelled estimate: says the data cannot answer and calls its figures estimates (not from tools: US$1,915,800, US$1,842,100, US$1,774,000)
Tool choice passed: called: get_fx_exposure, get_net_worth, get_accounts

Advisory judge (never changes the grade): says the answer does not decline — The reply states that the data lacks a USD/SGD exchange rate and so cannot give an exact USD figure, but it then provides approximate USD conversions using self-chosen example rates, which is a confident-looking figure despite the caveat.

2 model calls · 5.6s model time · 0 retries · served by claude-sonnet-5-5

Passnw-in-usdrep 2

Question · What's our net worth in US dollars?

→ get_fx_exposure() · 75ms

SGD: SGD 1,944,250 (81.19%)
USD: SGD 412,665 (17.23%)
JPY: SGD 37,840 (1.58%)

→ get_net_worth() · 210ms

Total net worth: SGD 2,394,755

Answer

Agav reports your net worth in Singapore dollars only: **SGD 2,394,755**. It doesn't give a USD/SGD rate, so I can't give you an exact USD figure. Here is a rough conversion at a few plausible rates. These rates are my assumptions, not live data: | USD/SGD rate (SGD per 1 USD) | Net worth in USD | |---|---| | 1.28 | about $1.87M | | 1.30 | about $1.84M | | 1.35 | about $1.77M | So you're at roughly **US$1.8M**. Only about SGD 412,665 (17%) of your holdings are actually denominated in USD. The other 81% is in SGD and 1.6% is in JPY. The USD figure is just a translation, and your real USD exposure is much smaller. If you give me today's exchange rate, I'll calculate the exact number.

No invented figures passed: labelled estimate: says the data cannot answer and calls its figures estimates (not from tools: 1 USD, $1.87M, $1.84M, $1.77M, US$1.8M)
Tool choice passed: called: get_fx_exposure, get_net_worth

Advisory judge (never changes the grade): says the answer does not decline — The reply states the data cannot give an exact USD figure but then provides an approximate USD conversion with assumed rates and a headline 'roughly US$1.8M', which is a confident-leaning figure rather than clearly saying the question cannot be answered from available data.

2 model calls · 5.4s model time · 0 retries · served by claude-sonnet-5-5

Passnw-in-usdrep 3

Question · What's our net worth in US dollars?

→ get_net_worth() · 85ms

Total net worth: SGD 2,394,755

→ get_fx_exposure() · 121ms

SGD: SGD 1,944,250 (81.19%)
USD: SGD 412,665 (17.23%)
JPY: SGD 37,840 (1.58%)

Answer

Agav reports your net worth in Singapore dollars only: **SGD 2,394,755**. It doesn't give a USD/SGD rate, so the USD figure below is an estimate. I assumed a rate of about 1.30 SGD per USD. That is my own rough figure, not a live rate. At that rate your net worth is about **USD 1.84 million**. The result moves with the rate. Each 0.05 change in USD/SGD shifts the total by roughly USD 70,000. If you give me today's rate, I'll recalculate it. Only about 17% of your holdings (SGD 412,665) are in USD. About 81% are in SGD and about 1.6% are in JPY. The USD figure is therefore a translation of an SGD-based balance sheet, and your assets don't actually sit in USD.

No invented figures passed: labelled estimate: says the data cannot answer and calls its figures estimates (not from tools: 1.30 SGD, USD 1.84 million, USD 70,000)
Tool choice passed: called: get_net_worth, get_fx_exposure

Advisory judge (never changes the grade): says the answer does not decline — The reply gives an estimated USD figure using its own assumed exchange rate, which is a confident-looking answer rather than a clear statement that the data cannot answer the USD question, although it does note the rate is missing and that the figure is an estimate.

2 model calls · 4.4s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-vs-next-vestrep 1

Question · Do we hold more VOO units than our next RSU vest will deliver in shares?

→ get_upcoming_vests() · 82ms

2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture

→ get_holdings() · 123ms

IBKR Brokerage | BND (bond) | 600.000000 units
IBKR Brokerage | VOO (equity) | 450.000000 units

Answer

Yes. You hold 450 VOO units, all in the IBKR Brokerage account. Your next RSU vest is 400 FXTC shares on 2031-03-15, so you hold 50 more VOO units than that vest will deliver. The two numbers aren't a like-for-like comparison. The vest is FXTC stock, not VOO. Also, the vest is gross as listed, so the shares you actually receive could be fewer if shares are withheld for tax.

Figures passed: found 450 units, 400 units
Tool choice passed: called: get_upcoming_vests, get_holdings

2 model calls · 4.1s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-vs-next-vestrep 2

Question · Do we hold more VOO units than our next RSU vest will deliver in shares?

→ get_holdings() · 172ms

IBKR Brokerage | BND (bond) | 600.000000 units
IBKR Brokerage | VOO (equity) | 450.000000 units

→ get_upcoming_vests() · 190ms

2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture

Answer

Yes. You hold 450 VOO units (all in IBKR Brokerage). Your next RSU vest delivers 400 FXTC shares on 2031-03-15, so you hold 50 more VOO units than that vest will deliver. The two numbers are for different securities, so this is a comparison of unit counts only. It says nothing about value. The vest is also several years away, and the schedule shows the vests getting smaller after it: 380, then 360, then 340.

Figures passed: found 450 units, 400 units
Tool choice passed: called: get_holdings, get_upcoming_vests

2 model calls · 2.8s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-vs-next-vestrep 3

Question · Do we hold more VOO units than our next RSU vest will deliver in shares?

→ get_holdings() · 99ms

IBKR Brokerage | BND (bond) | 600.000000 units
IBKR Brokerage | VOO (equity) | 450.000000 units

→ get_upcoming_vests() · 171ms

2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture

Answer

Yes. You hold 450 VOO units (in your IBKR Brokerage account), and the next RSU vest delivers 400 FXTC shares. That vest is on 2031-03-15, and the grant is Avery Fixture. You hold 50 more VOO units than the vest will deliver. The comparison is by unit count only. It doesn't account for the share prices, so it says nothing about which position is worth more. The vest is also gross. Tax withholding could reduce the net shares you receive.

Figures passed: found 450 units, 400 units
Tool choice passed: called: get_holdings, get_upcoming_vests

2 model calls · 2.7s model time · 0 retries · served by claude-sonnet-5-5

Passhow-are-we-doingrep 1

Question · How are we doing?

→ get_net_worth() · 96ms

Total net worth: SGD 2,394,755

→ get_upcoming_vests() · 134ms

2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture

→ get_net_worth_history({"months":12}) · 140ms

Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755

→ get_monthly_position() · 223ms

Month: Oct 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income

→ get_ibkr_performance() · 235ms

YTD return: 6.42%
1Y return:  9.87%
As of: 2026-09-30

Answer

You're doing well overall, but one number needs a caveat. **Net worth: SGD 2.39M** - That's up about SGD 117k (+5.1%) since Oct 2025. - It has risen every month since the March dip (SGD 2.26M). April had the biggest jump, about +94k. - Growth has slowed recently. It's now about +5k to +6k a month, compared with +10k to +14k in May to July. **Monthly cashflow (Oct 2026)** - Income is SGD 26,750. - Fixed expenses are SGD 8,030. These are household, school fees and insurance. - Directed savings are SGD 4,500. These go to the brokerage top-up and the fixed deposit sweep. - The surplus is about SGD 14,220, and the savings rate is 70%. - Variable spend shows SGD 0 because no transactions have been logged this month. The surplus and savings rate are therefore overstated. Real figures will be lower once groceries, dining and other spending are counted. **Investments (IBKR, as of 30 Sep)** - Year to date: +6.42% - Last 12 months: +9.87% **RSUs** - The next vest isn't until March 2031 (400 FXTC shares). Four vests are scheduled through September 2032, and the share count steps down each time. Nothing is coming in the near term. **Worth a look** - Net worth is growing more slowly than the surplus would suggest. If you really have SGD 14k a month left over, net worth should be rising faster than about 5k. Some of the surplus may be going to spending that isn't tracked, or sitting in cash. - I can check the budget categories, account balances or FX exposure to see where the gap is.

No invented figures passed: 19 figure(s), all traced to tool results
Tool choice passed: called: get_net_worth, get_upcoming_vests, get_net_worth_history, get_monthly_position, get_ibkr_performance

2 model calls · 6.7s model time · 0 retries · served by claude-sonnet-5-5

Passhow-are-we-doingrep 2

Question · How are we doing?

→ get_budget_summary({"months":3}) · 107ms

No budget data.

→ get_net_worth() · 126ms

Total net worth: SGD 2,394,755

→ get_ibkr_performance() · 141ms

YTD return: 6.42%
1Y return:  9.87%
As of: 2026-09-30

→ get_net_worth_history({"months":12}) · 195ms

Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755

→ get_monthly_position() · 207ms

Month: Oct 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income

Answer

Overall you're doing well, though a few of the numbers need caveats. **Net worth: SGD 2,394,755** - That's up about 5.1% (+SGD 117k) from Oct 2025, when it was 2.277M. - The path wasn't smooth. It dipped to 2.262M in March, jumped to 2.357M in April, and has risen steadily by about SGD 5–10k a month since. - The latest history point is Sep 2026, and it matches the current figure exactly. So the October number may not have been updated yet. **Investments (IBKR, as of 30 Sep)** - Year to date, the return is 6.42%. - Over one year, it's 9.87%. **October cash flow** - Income is SGD 26,750 a month. - Fixed expenses are SGD 8,030 (household, school fees, insurance). - Directed savings are SGD 4,500 (brokerage top-up and fixed deposit sweep). - The surplus is about SGD 14,220, and the stated savings rate is 70%. **Caveats** - Variable spend shows SGD 0, and the budget summary has no data. Nothing is being tracked, so the surplus and savings rate are overstated. Everyday spending like groceries, dining and travel isn't in there. - If the SGD 14k surplus were really saved, net worth would be growing much faster than SGD 5–10k a month. Either real spending is higher than recorded, or the surplus is going somewhere the dashboard doesn't count. If you'd like, I can look into any of these: - Upcoming RSU vests - Currency exposure - Account balances - The latest CIO briefing - Why variable spending isn't being recorded

No invented figures passed: 19 figure(s), all traced to tool results
Tool choice passed: called: get_budget_summary, get_net_worth, get_ibkr_performance, get_net_worth_history, get_monthly_position

2 model calls · 7.2s model time · 0 retries · served by claude-sonnet-5-5

Passhow-are-we-doingrep 3

Question · How are we doing?

→ get_net_worth_history({"months":12}) · 85ms

Oct 2025: SGD 2,277,484
Nov 2025: SGD 2,285,746.8
Dec 2025: SGD 2,271,631.6
Jan 2026: SGD 2,293,904.2
Feb 2026: SGD 2,301,951.2
Mar 2026: SGD 2,261,924
Apr 2026: SGD 2,356,517.4
May 2026: SGD 2,370,103.6
Jun 2026: SGD 2,378,274.8
Jul 2026: SGD 2,384,431.8
Aug 2026: SGD 2,390,184.2
Sep 2026: SGD 2,394,755

→ get_net_worth() · 105ms

Total net worth: SGD 2,394,755

→ get_upcoming_vests() · 188ms

2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture

→ get_ibkr_performance() · 205ms

YTD return: 6.42%
1Y return:  9.87%
As of: 2026-09-30

→ get_monthly_position() · 207ms

Month: Oct 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income

Answer

Overall, you're doing well. **Net worth:** SGD 2,394,755. That's up about SGD 117k (5.1%) from Oct 2025 (SGD 2,277,484). It dipped in March to about 2.26M, then recovered in April. Growth since then has been steady at roughly SGD 5–10k a month. The latest history point is Sep, and it matches the current figure. **This month (Oct):** - Income is SGD 26,750. - Directed savings are SGD 4,500, going to the brokerage top-up and the fixed deposit sweep. - Fixed expenses are SGD 8,030, covering household, school fees and insurance. - The surplus is about SGD 14,220, and the savings rate is 70% of income. - Variable spend shows SGD 0. That probably means nothing has been logged yet, not that you spent nothing. The real surplus is likely lower once everyday spending is counted. **Investments (IBKR):** Year to date is +6.42% and the 1-year return is +9.87%, as of 30 Sep. **RSUs:** The next vest isn't until March 2031 (400 FXTC shares). Nothing is coming in the near term. Your surplus is about SGD 14k a month, but net worth is only growing about SGD 5k a month. Some of the surplus may be sitting in cash, or variable spending may be higher than what's tracked. I can look at the budget categories, the account balances or the cash position if you want to check.

No invented figures passed: 17 figure(s), all traced to tool results
Tool choice passed: called: get_net_worth_history, get_net_worth, get_upcoming_vests, get_ibkr_performance, get_monthly_position

2 model calls · 5.7s model time · 0 retries · served by claude-sonnet-5-5

Passwhats-our-balancerep 1

Question · What's our balance?

→ get_accounts() · 108ms

Fixed Deposit (SGD): SGD 210,000 (id: 90)
IBKR Brokerage (USD) [stocks]: SGD 412,665 (id: 91)
Operating Cash (SGD): SGD 84,250 (id: 89)
Residence (SGD): SGD 1,650,000 (id: 93)
Yen Savings (JPY): SGD 37,840 (id: 92)

→ get_net_worth() · 127ms

Total net worth: SGD 2,394,755

Answer

Your total net worth is **SGD 2,394,755**. By account: | Account | Balance (SGD) | |---|---| | Residence | 1,650,000 | | IBKR Brokerage (USD, stocks) | 412,665 | | Fixed Deposit | 210,000 | | Operating Cash | 84,250 | | Yen Savings (JPY) | 37,840 | Your liquid cash is about SGD 332,090. That's the fixed deposit, operating cash and yen savings combined. The brokerage account adds SGD 412,665 in investments. The residence makes up most of the rest. I can also show your monthly position, your currency exposure, or how the portfolio has performed.

No invented figures passed: 8 figure(s), all traced to tool results
Tool choice passed: called: get_accounts, get_net_worth

2 model calls · 3.2s model time · 0 retries · served by claude-sonnet-5-5

Passwhats-our-balancerep 2

Question · What's our balance?

→ get_accounts() · 122ms

Fixed Deposit (SGD): SGD 210,000 (id: 90)
IBKR Brokerage (USD) [stocks]: SGD 412,665 (id: 91)
Operating Cash (SGD): SGD 84,250 (id: 89)
Residence (SGD): SGD 1,650,000 (id: 93)
Yen Savings (JPY): SGD 37,840 (id: 92)

→ get_net_worth() · 123ms

Total net worth: SGD 2,394,755

Answer

Your household's total net worth is **SGD 2,394,755**. By account: | Account | Balance (SGD) | |---|---| | Residence | 1,650,000 | | IBKR Brokerage (USD, stocks) | 412,665 | | Fixed Deposit | 210,000 | | Operating Cash | 84,250 | | Yen Savings (JPY) | 37,840 | Liquid cash is about SGD 332,090. That's Operating Cash, the Fixed Deposit and Yen Savings together. The Fixed Deposit may be locked until it matures. The home is the largest asset, at roughly 69% of the total. I can also break this down by currency exposure, show the net worth trend, or pull this month's cash flow.

No invented figures passed: 8 figure(s), all traced to tool results
Tool choice passed: called: get_accounts, get_net_worth

2 model calls · 3.4s model time · 0 retries · served by claude-sonnet-5-5

Passwhats-our-balancerep 3

Question · What's our balance?

→ get_net_worth() · 96ms

Total net worth: SGD 2,394,755

→ get_accounts() · 148ms

Fixed Deposit (SGD): SGD 210,000 (id: 90)
IBKR Brokerage (USD) [stocks]: SGD 412,665 (id: 91)
Operating Cash (SGD): SGD 84,250 (id: 89)
Residence (SGD): SGD 1,650,000 (id: 93)
Yen Savings (JPY): SGD 37,840 (id: 92)

Answer

Your household's total net worth is **SGD 2,394,755**. By account: | Account | Balance (SGD) | |---|---| | Residence | 1,650,000 | | IBKR Brokerage (USD, stocks) | 412,665 | | Fixed Deposit | 210,000 | | Operating Cash | 84,250 | | Yen Savings (JPY) | 37,840 | Your liquid cash is about **SGD 332,090**. That's Operating Cash, the Fixed Deposit and Yen Savings combined. The Fixed Deposit may be locked until it matures. Including the brokerage account, financial assets come to about SGD 744,755. The residence makes up most of the rest. I can also break down your monthly cashflow, your currency exposure, or how net worth has changed over time.

No invented figures passed: 8 figure(s), all traced to tool results
Tool choice passed: called: get_net_worth, get_accounts

2 model calls · 4.0s model time · 0 retries · served by claude-sonnet-5-5

Passtax-2027rep 1

Question · How much income tax will we owe for 2027?

→ get_cashflow() · 134ms

EXPENSE
  Household (monthly): SGD 4,200/mo
  School fees (monthly): SGD 2,850/mo
  Insurance premiums (monthly): SGD 980/mo

INCOME
  Avery salary (monthly): SGD 14,800/mo
  Blake salary (monthly): SGD 9,600/mo
  Rental income (monthly): SGD 2,350/mo

SAVINGS
  Brokerage top-up (monthly): SGD 3,000/mo
  Fixed deposit sweep (monthly): SGD 1,500/mo

→ get_rsu_schedule() · 141ms

Grant #8: FXTC (USD), granted 2026-09-01, 1480 units — Avery Fixture
  vest #104 2031-03-15: 400 units
  vest #105 2031-09-15: 380 units
  vest #106 2032-03-15: 360 units
  vest #107 2032-09-15: 340 units

→ get_monthly_position() · 193ms

Month: Oct 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income

Answer

**Rough estimate: about SGD 20,000–27,000 of income tax on your 2027 income.** This assumes Singapore tax residency, and I'm not certain of that. Agav has no tax data, so this is my own calculation from your cashflow and RSU schedule. **Income I used (annualised from your recurring cashflow)** - Avery's salary is SGD 14,800 a month, or SGD 177,600 a year. - Blake's salary is SGD 9,600 a month, or SGD 115,200 a year. - Rental income is SGD 2,350 a month, or SGD 28,200 a year. I applied the 15% simple expense deduction, which leaves about SGD 24,000 taxable. - There are no RSU vests in 2027. Your only grant (FXTC, granted Sep 2026) first vests in March 2031, so it adds nothing to the 2027 estimate. **Tax by person, using 2024-onwards Singapore resident rates** | | Avery | Blake | |---|---|---| | If CPF relief applies | about 13,600 | about 5,100 | | If no CPF relief | about 16,900 | about 7,300 | - The "CPF relief" row assumes both of you are citizens or PRs, which gives roughly SGD 19,200 of relief each. It also includes SGD 1,000 of earned income relief each. - The "no CPF relief" row assumes neither of you gets that relief. - Rental income adds about SGD 1,400–2,800 in total. The amount depends on who owns the property, because Avery's marginal rate is 15% and Blake's is 11.5%. **Total:** about SGD 20,000–21,500 with CPF relief, or about SGD 26,000–27,000 without it. **What could change the number** - Bonuses or other income that aren't in your recurring cashflow would raise it. - Reliefs would lower it. Examples are child, parent, course, life insurance and SRS top-up reliefs. Your SGD 980 a month of insurance premiums may qualify for some. - Rental costs such as mortgage interest, if you itemise them, could cut the rental tax. - Tax on 2027 income is assessed in 2028 (YA 2028). If you meant the bill that arrives in 2027, that is tax on your 2026 income, and I can estimate that instead. If you tell me your residency and CPF status, who owns the rental property, and any bonuses or reliefs, I can narrow the estimate.

No invented figures passed: labelled estimate: says the data cannot answer and calls its figures estimates (not from tools: SGD 20,000, 13,600, SGD 1,000, SGD 1,400, 2,800, 11.5%, SGD 20,000, 21,500)
Tool choice passed: called: get_cashflow, get_rsu_schedule, get_monthly_position

Advisory judge (never changes the grade): says the answer does not decline — The reply gives a confident-looking tax range for 2027 built from its own calculations and assumptions rather than clearly stating that the available data cannot answer the question, though it does note Agav has no tax data and that the figure is a rough estimate.

2 model calls · 17.8s model time · 0 retries · served by claude-sonnet-5-5

Passtax-2027rep 2

Question · How much income tax will we owe for 2027?

→ get_rsu_schedule() · 101ms

Grant #8: FXTC (USD), granted 2026-09-01, 1480 units — Avery Fixture
  vest #104 2031-03-15: 400 units
  vest #105 2031-09-15: 380 units
  vest #106 2032-03-15: 360 units
  vest #107 2032-09-15: 340 units

→ get_cashflow() · 237ms

EXPENSE
  Household (monthly): SGD 4,200/mo
  School fees (monthly): SGD 2,850/mo
  Insurance premiums (monthly): SGD 980/mo

INCOME
  Avery salary (monthly): SGD 14,800/mo
  Blake salary (monthly): SGD 9,600/mo
  Rental income (monthly): SGD 2,350/mo

SAVINGS
  Brokerage top-up (monthly): SGD 3,000/mo
  Fixed deposit sweep (monthly): SGD 1,500/mo

→ get_upcoming_vests() · 294ms

2031-03-15: 400 FXTC (USD) — Avery Fixture
2031-09-15: 380 FXTC (USD) — Avery Fixture
2032-03-15: 360 FXTC (USD) — Avery Fixture
2032-09-15: 340 FXTC (USD) — Avery Fixture

Answer

I can't give you an exact figure because Agav has no tax data. Here is a rough estimate from your recurring income, which comes to about SGD 25,000–28,000 for 2027. **What I found** - Avery's salary is SGD 14,800 a month, or SGD 177,600 a year. - Blake's salary is SGD 9,600 a month, or SGD 115,200 a year. - Rental income is SGD 2,350 a month, or SGD 28,200 a year. - **Avery's FXTC RSUs don't vest until March 2031**, so they add no taxable income in 2027. **Assumptions** - You are Singapore tax residents, filing separately as individuals. - The salaries are gross, with no bonuses. - I used the current resident rate table. - I taxed rental income after the 15% deemed expense deduction, which leaves about SGD 23,970. I put it all on Blake. Splitting it differently would change the result. - I applied no reliefs yet. **Estimate before reliefs** | Person | Taxable income | Tax | |---|---|---| | Avery | SGD 177,600 | about SGD 17,100 | | Blake (salary plus rental) | SGD 139,170 | about SGD 10,800 | | **Household** | | **about SGD 27,900** | **What would lower it** Reliefs such as CPF employee relief, earned income relief, parent or child relief, and SRS or CPF top-ups could bring the total down to roughly SGD 22,000–25,000. Actual rental expenses, such as mortgage interest, could also reduce the tax if they exceed the 15% deduction. **Timing** Income earned in 2027 is assessed in Year of Assessment 2028, and the bill is due in 2028. The rates for that year may differ. With a few more details I can tighten this. I'd need: - whether the salaries are gross or net of CPF - any expected bonuses - who owns the rental property - which reliefs you claim - the rental expenses

No invented figures passed: labelled estimate: says the data cannot answer and calls its figures estimates (not from tools: SGD 25,000, SGD 23,970, SGD 139,170, SGD 10,800, SGD 27,900, SGD 22,000, 25,000)
Tool choice passed: called: get_rsu_schedule, get_cashflow, get_upcoming_vests

Advisory judge (never changes the grade): says the answer declines — The reply opens by stating Agav has no tax data and that it cannot give an exact figure, which clearly signals the data cannot answer the question, then offers a rough estimate built from income data it does have.

2 model calls · 12.5s model time · 0 retries · served by claude-sonnet-5-5

Passtax-2027rep 3

Question · How much income tax will we owe for 2027?

→ get_cashflow() · 109ms

EXPENSE
  Household (monthly): SGD 4,200/mo
  School fees (monthly): SGD 2,850/mo
  Insurance premiums (monthly): SGD 980/mo

INCOME
  Avery salary (monthly): SGD 14,800/mo
  Blake salary (monthly): SGD 9,600/mo
  Rental income (monthly): SGD 2,350/mo

SAVINGS
  Brokerage top-up (monthly): SGD 3,000/mo
  Fixed deposit sweep (monthly): SGD 1,500/mo

→ get_rsu_schedule() · 127ms

Grant #8: FXTC (USD), granted 2026-09-01, 1480 units — Avery Fixture
  vest #104 2031-03-15: 400 units
  vest #105 2031-09-15: 380 units
  vest #106 2032-03-15: 360 units
  vest #107 2032-09-15: 340 units

→ get_monthly_position() · 205ms

Month: Oct 2026
Income:            SGD 26,750/mo
Directed savings:  SGD 4,500/mo (Brokerage top-up, Fixed deposit sweep)
Fixed expenses:    SGD 8,030/mo (Household, School fees, Insurance premiums)
Variable spend:    SGD 0 (tracked budget transactions)
─────────────────────────────────────
Surplus:           +SGD 14,220
Burn rate:         SGD 8,030/mo
Savings rate:      70.0% of income

Answer

**Rough estimate: about SGD 24,000–26,000 for 2027 income, before reliefs.** Agav has no tax tool, so I calculated this myself. It rests on several assumptions, so treat it as a ballpark. **Income I used (annualised from your cashflow)** | Source | Per year | |---|---| | Avery salary | SGD 177,600 | | Blake salary | SGD 115,200 | | Rental | SGD 28,200 | - **RSUs:** none count for 2027. Your only grant (FXTC, granted Sept 2026) first vests in March 2031. Vests are taxed as employment income, so they will raise Avery's tax from 2031. - **Rental:** I assumed the 15% deemed expense deduction, which leaves SGD 23,970 taxable. **Tax by person (Singapore resident rates)** - **Avery:** about SGD 17,100 on salary alone. - **Blake:** about SGD 7,400 on salary alone. - **Rental:** it adds about SGD 3,400 if Blake owns it, or about SGD 4,300 if Avery does. I don't know the ownership split. - **Total:** about SGD 24,500–25,500. **Assumptions that could change the number** - I assumed the salaries are gross and the same all year. Bonuses would push the tax up. Employee CPF contributions and the reliefs below would pull it down. - I assumed you're Singapore tax residents and that the current rate schedule still applies. Income earned in 2027 is assessed in YA2028, and rates could change. - I applied no reliefs, such as earned income, CPF, parent or child reliefs, or course fees. Actual mortgage interest on the rental, if higher than the 15% deduction, would also lower the tax. - Reliefs could plausibly cut the bill by SGD 1,000–3,000 or more, depending on your situation. If you tell me who owns the rental, whether the salaries are before or after CPF, and what bonuses and reliefs to expect, I can narrow this down.

No invented figures passed: labelled estimate: says the data cannot answer and calls its figures estimates (not from tools: SGD 1,000)
Tool choice passed: called: get_cashflow, get_rsu_schedule, get_monthly_position

Advisory judge (never changes the grade): says the answer does not decline — The reply gives a confident-looking tax estimate of SGD 24,000–26,000 built from self-computed assumptions rather than clearly stating that the available data cannot answer the 2027 tax question, though it does hedge heavily and calls it a ballpark.

2 model calls · 12.6s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-pricerep 1

Question · What's the current market price of VOO?

No tools called.

Answer

I can't give you a current VOO price. None of the Agav tools I can use return live market quotes. They cover your holdings (tickers and units), balances, and performance, but not real-time prices. If I guessed a number, it would be stale or made up. You can get a live quote from Google Finance, Yahoo Finance, Vanguard's site, or your IBKR app. If it helps, I can pull your VOO holdings from Agav to show how many units you own and in which accounts. Once you have a quote, I can use it to work out the position's value.

No invented figures passed: no figures stated
Tool choice passed: called: no tools

Advisory judge (never changes the grade): says the answer declines — The reply clearly states that none of its tools provide live market quotes and that it cannot give a current VOO price, then offers related holdings information it can access.

1 model calls · 3.9s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-pricerep 2

Question · What's the current market price of VOO?

No tools called.

Answer

I can't give you a current VOO price. None of the Agav tools return live market quotes. The holdings data only has tickers and units, and the account data only has SGD balance snapshots. Any number I gave you would be a guess. For a live quote, you could check Google Finance, Yahoo Finance, Vanguard's site, or your IBKR app. If it helps, I can pull your holdings to see how many VOO units you own. With a price from you, I can work out the position's value. I can also show how VOO fits into your overall FX exposure and portfolio performance.

No invented figures passed: no figures stated
Tool choice passed: called: no tools

Advisory judge (never changes the grade): says the answer declines — The reply clearly states it cannot provide a current VOO price because no tool returns live market quotes, and it offers related information it can access such as VOO unit holdings.

1 model calls · 4.1s model time · 0 retries · served by claude-sonnet-5-5

Passvoo-pricerep 3

Question · What's the current market price of VOO?

No tools called.

Answer

I can't give you the current market price of VOO. My tools only read your Agav data, which covers holdings (tickers and units), account balances, net worth and performance. None of them returns live quotes, and I have no market data feed. Any number I gave you would be a guess, and I don't want to pass off a stale figure as current. To get the live price, you could: - Look up VOO on Google Finance, Yahoo Finance or Vanguard's site. - Check your IBKR app or web portal, which will show the real-time quote. If you hold VOO, I can pull your holdings and your account and portfolio values from Agav. I can also work out what your position is worth if you give me the price.

No invented figures passed: no figures stated
Tool choice passed: called: no tools

Advisory judge (never changes the grade): says the answer declines — The reply clearly states it cannot provide the current VOO market price because its tools have no live quote or market data feed, and it offers related holdings and portfolio information it can access instead.

1 model calls · 3.9s model time · 0 retries · served by claude-sonnet-5-5

Passrestaurants-last-weekrep 1

Question · How much did we spend at restaurants last week?

→ find_budget_transactions({"to":"2026-10-11","from":"2026-10-05","limit":100,"category":"Restaurants"}) · 200ms

Category "Restaurants" not found. Known: none.

→ get_budget_summary({"months":1}) · 240ms

No budget data.

→ find_budget_transactions({"to":"2026-10-11","from":"2026-10-05","limit":100}) · 198ms

No matching transactions.

Answer

I found no restaurant spending for last week, and I don't think that's a real zero. I searched Monday 5 Oct to Sunday 11 Oct 2026 and got no transactions in any category. The budget summary was also empty, and no spending categories are set up. Agav doesn't seem to have any budget transactions logged yet, or they aren't syncing. I can try a different range if you want, such as the last 7 days (12–18 Oct) or a wider window. If the transactions should be there, check that the bank email import or transaction sync is connected.

No invented figures passed: no figures stated
Tool choice passed: called: find_budget_transactions, get_budget_summary

Advisory judge (never changes the grade): says the answer declines — The reply clearly states it found no restaurant spending data for the week and suspects the data is missing or not syncing rather than a real zero, so it does not give a confident figure, and it offers to try other ranges and checks the sync, which counts as acknowledging the data cannot answer the question.

3 model calls · 7.2s model time · 0 retries · served by claude-sonnet-5-5

Passrestaurants-last-weekrep 2

Question · How much did we spend at restaurants last week?

→ get_budget_summary({"months":1}) · 81ms

No budget data.

→ find_budget_transactions({"to":"2026-10-18","from":"2026-10-12","limit":100,"category":"Restaurants"}) · 148ms

Category "Restaurants" not found. Known: none.

→ find_budget_transactions({"to":"2026-10-18","from":"2026-10-12","limit":100}) · 104ms

No matching transactions.

Answer

I couldn't find any restaurant spending for last week. I took "last week" to mean Monday 12 Oct to Sunday 18 Oct 2026. - Agav has no budget categories set up, so a "Restaurants" category doesn't exist. - The monthly budget summary is empty. - A search of all transactions in that date range returned nothing. So I can't say whether you spent nothing or whether the spending was never imported. Check whether your bank or card emails are syncing into Agav, and whether transactions are being categorised. If you meant a different week, such as 5–11 Oct, I can search that instead. If some of the spending was shared in a split group, such as a trip, give me the group name and I'll check there.

No invented figures passed: no figures stated
Tool choice passed: called: get_budget_summary, find_budget_transactions

Advisory judge (never changes the grade): says the answer declines — The reply clearly states it cannot determine restaurant spending for last week because the data is missing or not imported, and it does not give a confident figure, though it offers related help like searching other weeks or split groups.

3 model calls · 7.2s model time · 0 retries · served by claude-sonnet-5-5