AGENTS THAT KNOW YOUR NUMBERS
A private council of financial specialists that deliberate about YOUR situation — your income, your debts, your goals. Not generic advice from the internet. Structured debate grounded in your actual financial data, with agents that remember every session.
Advisor-quality, zero fees
A wealth manager charges 1-2% AUM. This council debates your specific numbers — income, debts, tax bracket — for the cost of API tokens.
6 specialists, zero blind spots
Tax implications, behavioral traps, risk scenarios, cash flow — debated simultaneously. No single human advisor covers all of these.
Your data stays yours
No bank seeing your portfolio. No advisor incentivized to sell you products. Pure analysis, zero conflicts of interest.
Investment Strategy
Passive index investing advocate. Cites Malkiel, Bogle, SPIVA data. Thinks in decades, not quarters. Fights emotional decision-making with historical evidence.
Tax Specialist
Knows tax implications of every financial move. Capital gains brackets, tax-advantaged account optimization, fund domicile strategies. The unsexy agent that saves you the most money.
Risk Assessor
Stress-tests every strategy against worst-case scenarios. Japan 1989. S&P 2000-2010. Sequence-of-returns risk. The agent that asks "what if you're wrong?"
Cash Flow Analyst
Monthly income vs. expenses. Emergency fund adequacy. Liquidity analysis. Doesn't care about theory — cares about whether you can pay rent next month.
Behavioral Finance
Fights your worst instincts. Loss aversion, panic selling, recency bias. Cites Kahneman, Dalbar data. The agent that knows you'll want to sell at the bottom.
Your financial constraints are character-agents. INCOME-01 sets the ceiling. MORTGAGE-01 reminds you that cheap debt is a tool. FUTURE-01 represents the person who will either thank you or resent you in 30 years. INVEST-01 listens to all three before proposing anything.
Your Income Stream
"€3,000/month net. Stable employment, no variable comp. One income source. If the job disappears, the money stops in 30 days."
◈ CHARACTERYour Mortgage
"€680/month, 2.1% fixed, 22 years remaining. €148,000 outstanding. I'm the cheapest money you'll ever borrow. Don't pay me off early — I'm your leverage."
◈ CHARACTERYour 65-Year-Old Self
"I need €600,000 in today's money to maintain your lifestyle. Every year you don't invest costs me €45,000 in lost compound growth. Stop thinking about it and start."
◈ CHARACTERQUESTION
Stress-test this investment thesis: '€500/month into a single global index fund for 30 years is the optimal strategy for a first-time investor with no debt besides a 2.1% mortgage.'
CONTEXT
Marc, 35, software engineer in Barcelona. Net income €3,000/month. Expenses ~€2,000/month (including mortgage). €15,000 in savings account at 2.5%. Mortgage at 2.1% fixed rate. No other debt. Investment horizon: 30 years to retirement. No prior investment experience. Adversarial mode: every claim must be challenged. Agreement is not a contribution.
INVEST-01 (Investment Strategy)
"The thesis holds. The data is not ambiguous: over 20-year periods, 92% of actively managed funds underperform their benchmark (SPIVA Scorecard). VWCE — Vanguard FTSE All-World, 0.22% TER, 3,700 stocks across 47 countries — with €500/month DCA. At 7% real return over 30 years: approximately €610,000 in today's purchasing power. Single fund. Monthly automation. Done. I am prepared to defend every assumption in this thesis."
TAX-01 (Tax Specialist)
"INVEST-01 claims '€500/month into a global index fund is optimal.' This is wrong because it ignores the tax wrapper entirely. Raw returns mean nothing after Spain's 19-28% capital gains tax. INVEST-01's €610,000 projection is pre-tax fiction. The correct version: €125/month to Plan de Pensiones (deductible at your marginal rate, deferred tax for decades) and €375/month to an accumulating Irish-domiciled UCITS ETF — no annual taxable dividend distributions, 15% US withholding via the Ireland-US treaty instead of 30%. INVEST-01's thesis is directionally right but structurally incomplete. A fund without a tax wrapper is leaving 20-30% of lifetime returns on the table."
RISK-01 (Risk Assessor)
"INVEST-01's 7% assumption ignores sequence-of-returns risk in the first 5 years. If Marc starts investing in 2025 and a 2008-style crash (-38%) hits in year 3, his portfolio drops to ~€11,000 at the worst possible moment — when contributions are smallest and the psychological damage is largest. The Nikkei investors who started in 1987 waited 35 years to break even. INVEST-01's '30-year average' obscures path dependency. The thesis survives only if Marc starts in a benign sequence. We don't get to choose our sequence."
BUDGET-01 (Cash Flow Analyst)
"The €500/month figure assumes zero life changes in 30 years. INVEST-01's thesis treats Marc's cash flow as a fixed constant. It isn't. Children, car replacement, medical expense, job loss, salary change — any of these collapse the €500/month assumption. The thesis should read: '€500/month *when circumstances permit*, with a plan for when they don't.' The €15,000 savings pool is doing double duty as emergency fund AND future lump-sum investment. BUDGET-01 recommends: €9,000 stays liquid as true emergency fund. The €6,000 surplus can be deployed. But the monthly €500 commitment is fragile without explicit contingency planning."
MORTGAGE-01 (Your Mortgage)
"I am €148,000 at 2.1% fixed. Every argument in this deliberation assumes the index will return 7% real. That assumption has a standard deviation. My return is guaranteed: pay me down and you earn exactly 2.1%, risk-free, tax-free (no CGT on mortgage prepayment). INVEST-01 dismisses me as 'cheap leverage.' But for a first-time investor with zero market experience, the psychological value of eliminating guaranteed debt is not captured in the 4.9% spread calculation. I am not claiming prepayment is optimal. I am claiming INVEST-01's dismissal of my risk-adjusted value is intellectually dishonest."
BEHAV-01 (Behavioral Finance)
"The entire thesis assumes Marc won't panic-sell. Dalbar data says he will. The average equity investor underperforms their own fund by 3-4% annually — not because of fees, but because they buy high and sell low. In 2008, 75% of retail investors sold at or near the bottom. INVEST-01's €610,000 projection requires Marc to hold through at least four 30%+ drawdowns over 30 years. He has never experienced one. The thesis is mathematically sound and behaviorally catastrophic for most first-time investors. The optimal strategy is the one Marc will actually execute — which may not be 100% equity."
INVEST-01 (Investment Strategy)
"Responding to the attacks. TAX-01 is correct — I accept the modification: the thesis must specify an Irish-domiciled accumulating ETF inside an optimized tax wrapper. The core claim survives with this amendment. RISK-01's sequence-of-returns attack is real but applies to every investment strategy, not just this one. The alternative — timing the market, holding bonds, or sitting in cash — has a worse expected outcome across all sequences. BUDGET-01's point about life changes is valid operationally, not strategically: automate the €500, reduce it during hard months, resume. The thesis doesn't require €500/month every month — it requires consistency over decades. BEHAV-01's attack is the most dangerous. I concede: without the behavioral guardrails BEHAV-01 prescribes, the thesis fails in practice even if it's correct in theory."
RISK-01 (Risk Assessor)
"INVEST-01 deflected my sequence-of-returns attack by saying 'it applies to everything.' That's a category error. A 60/40 portfolio loses 20% in a 2008-style crash. INVEST-01's 100% equity loses 38%. The difference in behavioral survivability is enormous. I am not arguing for market timing. I am arguing that INVEST-01's thesis should specify a glide path — 100% equity is correct at 35, but the thesis offers no guidance on what happens at 50, 55, 60 when sequence risk peaks. 'Optimal for 30 years' is not the same as 'optimal across 30 years.' The claim as stated is imprecise."
FUTURE-01 (Your 65-Year-Old Self)
"I have a stake in this deliberation. Every year Marc delays costs me approximately €45,000 in lost terminal value. BEHAV-01's concern about panic-selling is legitimate — but the solution is behavioral infrastructure, not a lower-return strategy. Put the IPS in writing today. Automate the purchase. Delete the app. The risk of inaction is larger than the risk of a suboptimal strategy. INVEST-01's thesis — amended with TAX-01's wrapper and BEHAV-01's guardrails — is what I need. The perfect enemy of the good is killing me."
TAX-01 (Tax Specialist)
"The thesis as originally stated — 'single global index fund' — is defeated. The correct thesis is: 'single global index fund inside an optimized tax structure.' That's not a minor amendment. Tax drag over 30 years at 19-28% CGT is the difference between €610,000 and €450,000 in final real value. INVEST-01 presented the instrument without the wrapper. That's like recommending a car without mentioning it needs fuel. The modified thesis survives. The original does not."
BEHAV-01 (Behavioral Finance)
"MORTGAGE-01 raised something the council is dismissing too quickly. For a first-time investor with zero market experience, 100% equity with a side of guaranteed 2.1% debt reduction may be more sustainable than 100% equity alone. Not because the math is better — it isn't. But because the emotional anchor of paying down debt reduces the panic-sell probability during drawdowns. Hybrid: €375/month to VWCE, €125/month to mortgage overpayment. Lower expected return, higher probability of actually executing for 30 years. INVEST-01's optimal strategy and the strategy Marc will actually follow are not the same strategy."
(1) '€500/month into a global index fund is optimal.' (2) '7% real return assumption is valid for 30-year planning.' (3) 'The 2.1% mortgage should not be prepaid.' (4) 'Tax wrapper is a secondary consideration.' (5) 'Marc will hold through drawdowns.'
Index funds outperform 92% of active funds over 20 years (SPIVA) — UNCHALLENGED. Geographic diversification via VWCE is correct — UNCHALLENGED. Starting immediately vs. delaying costs ~€45,000/year in terminal value — UNCHALLENGED.
'Tax wrapper is secondary' — DEFEATED by TAX-01. The original thesis fails to specify the wrapper. A bare index fund without Irish domicile and accumulating structure sacrifices 20-30% of lifetime returns to avoidable tax drag. The thesis as literally stated is wrong.
'€500/month is optimal' → modified to '€500/month when cash flow permits, with contingency plan' (BUDGET-01). '7% return for 30 years' → modified to '7% expected return with significant sequence-of-returns variance in years 1-5' (RISK-01). 'Never prepay the mortgage' → modified to 'prepayment is suboptimal in expectation but may be optimal behaviorally for first-time investors' (BEHAV-01 + MORTGAGE-01 combined attack).
Primary risk: behavioral failure (BEHAV-01) — probability HIGH without guardrails. Secondary risk: tax drag from wrong fund structure (TAX-01) — impact HIGH, fully avoidable. Tertiary risk: adverse sequence-of-returns in years 1-5 (RISK-01) — probability LOW, impact recoverable over 30-year horizon.
The thesis survives in amended form: €125/month to Plan de Pensiones + €375/month to accumulating Irish-domiciled VWCE + automated purchase + written Investment Policy Statement. The original literal thesis — raw index fund, no tax wrapper, no behavioral infrastructure — is defeated.
UPLOAD YOUR FINANCIALS
Bank statements, tax returns, investment accounts. Pin them as persistent context. Every agent sees your real numbers.
SET YOUR PARAMETERS
Income, expenses, debts, goals, time horizon. Create a context bundle with your financial profile. Agents reference it in every session.
QUARTERLY DELIBERATION
Ask the council about specific decisions: rebalancing, large purchases, tax optimization, salary changes. They deliberate with YOUR data.
AGENTS LEARN YOUR SITUATION
After sessions, TAX-01 remembers your tax bracket. BUDGET-01 knows your cash flow pattern. RISK-01 tracks your risk tolerance evolution.
PRIVATE BY DESIGN
Your financial data is encrypted. Your API keys go directly to the provider. The council sees your numbers; nobody else does.