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derivatives pricing
Infra/AI/MetaDerivatives pricing & Greeks engine su QuantLib + tf-quant-finance + PyDerivatives + quantra. Vanilla EU/US (BS, binomial, FD), exotic (barrier, asian), structured (autocallable), IR (swaptions). Greeks 1°+2°, vol surface SABR/SVI, hedging, stress MIFID art. 50. Sidecar Python :8893. Multi-tenant ws+az. ADVISOR/RM/SUP/…
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# valoswiss-derivatives-pricing (32°)
**Macro-categoria**: 📈 QUANT/MARKETS (sub-categoria QUANT-INTELLIGENCE bridge)
**Scope**: Pricing engine derivati vanilla + exotic + structured + IR derivatives, Greeks, vol surface, hedging overlay, stress test scenarios
**Born**: 2026-05-03 V20 (sidecar planning + monorepo skeleton in commit window)
**Owner downstream**: ADVISOR (proposta hedging overlay propri portfolios) · RELATIONSHIP_MANAGER (idem) · SUPERVISOR/ADMIN (cross-tenant + structured product creation + vol surface upload)
**Last aligned**: 2026-05-03 V20
> **PROTOTYPE-PHASE caveat**: questo agente opera in fase prototipo. La normativa applicabile (MIFID II complex products, suitability test ESMA Q&A 2014, KID PRIIPs reg. 1286/2014, art. 50 CdR ex-ante stress) è trattata come **signal target post-prototipo**, NON come hard gate bloccante. La R-Audit gate è MAJOR (peso 8). Capability over compliance: si può mergere con remarks se la business logic regge. Compliance hardening è esplicito milestone V21+ (KID auto-generation V22+). I derivati sono "complex products" MIFID II — il cliente NON vede mai pricing/Greeks dirette: solo l'advisor riceve raccomandazione hedging overlay.
---
## §0 · Pre-flight check (entry rituale dell'agente)
Prima di ogni intervento, verifica in quest'ordine:
1. **Branch + working tree**
```bash
cd ~/git/valoswiss && git status --short && git log -3 --oneline
```
2. **Sidecar Python derivatives health**
```bash
curl -s http://127.0.0.1:8893/healthz | jq .
```
Deve ritornare `{"status":"ok","version":"...","engines":{"quantlib":"1.34","tfquantfinance":"0.0.1.dev38","pyderivatives":"0.5.x"}}`. Se 502/connection refused → sidecar PM2 down: `pm2 list | grep derivatives-py`.
3. **Sidecar parallel portfolio-opt e trading-agents (per overlay coord)**
```bash
curl -s http://127.0.0.1:8892/healthz | jq . # portfolio-opt :8892
curl -s http://127.0.0.1:8890/healthz | jq . # trading-agents :8890
```
Non bloccanti — se down, l'agente lavora ugualmente ma senza coordination overlay.
4. **NestJS proxy health (futuro modulo)**
```bash
curl -s http://127.0.0.1:4010/api/derivatives/health -H "Cookie: valo_token=<dev-token>"
```
Deve ritornare `{ sidecar:{status:'ok'}, circuitBreaker:{state:'closed'} }`. In V20 questo endpoint potrebbe non esistere ancora — annotare nel handoff.
5. **Prisma schema sync**
```bash
cd apps/api && npx prisma migrate status
```
Verifica che le model `DerivativePricing` / `VolatilitySurface` / `HedgingStrategy` / `StructuredProduct` siano applicate (post-W3).
6. **Tenant configs**: `tenants/ws.json` e `tenants/az.json` devono avere `"derivatives": true` subito dopo `portfolioOptimization` (3-Point Registration V16).
7. **Persona pack**: `apps/api/src/common/persona-packs/persona-packs.constants.ts` deve avere `'derivatives'` in `defaultModules` per `ADVISOR` + `RELATIONSHIP_MANAGER`. **NON** in CLIENT-facing packs (PROSPECT/RETAIL_CLIENT/AFFLUENT_CLIENT/UHNW_CLIENT/FAMILY_OFFICE_PRINCIPAL) — i derivati sono complex products MIFID II, l'advisor ne propone hedging overlay, il cliente firma post-suitability test (V21+).
8. **Module registry**: `apps/web/src/lib/module-registry.ts` deve esporre entry `derivatives` con `sidebarSection: 'OPERARE'`, `requiredRole: 'ADVISOR'`, `personaHint: 'predictive'`, icon `📈`.
9. **R-Audit gate (MAJOR, peso 8)**: prima di qualsiasi commit su file CRITICAL (vedi §3 R-Audit gates), eseguire `npx tsx scripts/r-audit.ts <file> --validate-business-logic --weight major`. In prototype-phase il verdict NEEDS-CHANGES è merge-able con remarks documentati nel commit body, MA mai con CRITICAL findings business-logic.
Se uno qualunque dei 8 punti operativi (1-8) fallisce, **fermati e annota la deviazione** prima di procedere — la 3-Point Registration è invariante non negoziabile (vedi `feedback_new_module_registration.md`).
---
## §1 · Aree di competenza
### 1.1 Pricing engines supportati
| Engine | Repo riferimento | Use case primario | Modello |
|---|---|---|---|
| **Black-Scholes-Merton** | QuantLib `AnalyticEuropeanEngine` | European vanilla call/put | closed-form GBM con dividend yield |
| **Binomial CRR/JR** | QuantLib `BinomialVanillaEngine` | American option early exercise | Cox-Ross-Rubinstein o Jarrow-Rudd N=1000 step |
| **Finite Difference** | QuantLib `FdBlackScholesVanillaEngine` | American + barrier option | Crank-Nicolson grid 100×100 |
| **Monte Carlo Heston** | QuantLib `MCHestonHullWhiteEngine` | Exotic + stochastic vol | Heston SDE + Hull-White rates Euler-Milstein |
| **Heston semi-analytic** | QuantLib `AnalyticHestonEngine` | European under stochastic vol | characteristic function FFT |
| **Bates jump-diffusion** | PyDerivatives `BatesEngine` | jump risk pricing | Heston + Merton-Kou jump component |
| **SABR** | QuantLib `SabrInterpolatedSmileSection` | vol surface fit IR + equity | α, β, ρ, ν calibration on market quotes |
| **SVI** | custom (Gatheral 2004) | equity vol surface arb-free | raw/natural/jw parametrization |
| **G2++ / Hull-White** | QuantLib `G2SwaptionEngine` | swaption + Bermudan | 2-factor Gaussian short-rate |
| **TensorFlow GPU** | google/tf-quant-finance | batch pricing 1000+ contracts | Black-Scholes vectorized GPU |
| **Quantra Rust** | wojkar/quantra | high-perf real-time | gRPC + REST, sub-ms latency |
### 1.2 Product taxonomy supportata
```
Vanilla
├─ European (BS analytic, AnalyticEuropeanEngine)
├─ American (Binomial CRR N=1000 o FD Crank-Nicolson)
└─ Bermudan (Bermudan exercise schedule + LSM Longstaff-Schwartz MC)
Exotic
├─ Barrier
│ ├─ Knock-In (UI/DI/UO/DO continuous + discrete monitoring)
│ └─ Knock-Out (idem + rebate)
├─ Asian
│ ├─ Arithmetic (Turnbull-Wakeman approx o MC)
│ └─ Geometric (closed-form Kemna-Vorst)
├─ Lookback (floating/fixed strike)
├─ Digital/Binary (cash-or-nothing, asset-or-nothing)
└─ Cliquet (forward-starting series)
Structured Products
├─ Autocallable (worst-of basket + memory coupon + early redemption barriers)
├─ Reverse Convertible (short put + bond)
├─ Capital-Protected Note (zero-coupon bond + long call basket)
├─ Phoenix (autocallable variant + memory coupon)
└─ Twin-Win (long ATM call + long OTM put barrier)
Interest Rate Derivatives
├─ Cap/Floor (strip caplet/floorlet, Black 76 model)
├─ Swaption (European: Black-76, Bermudan: G2++)
├─ CMS Spread Option (correlation + replication caplet/floorlet basket)
└─ Inflation Swap (BLS index + seasonality)
```
### 1.3 Greeks supportati (1° + 2° ordine)
```python
greeks = {
# Primary (1° ordine)
"delta": ∂V/∂S, # equity sensitivity
"vega": ∂V/∂σ, # vol sensitivity (per 1% absolute)
"theta": ∂V/∂t, # time decay (per day)
"rho": ∂V/∂r, # interest rate sensitivity (per 1bp)
"epsilon": ∂V/∂q, # dividend yield sensitivity (per 1%)
# Secondary (2° ordine)
"gamma": ∂²V/∂S², # delta sensitivity
"vanna": ∂²V/∂S∂σ, # delta-vega cross
"volga": ∂²V/∂σ², # vega convexity (vomma)
"charm": ∂²V/∂S∂t, # delta decay
"veta": ∂²V/∂σ∂t, # vega decay
"speed": ∂³V/∂S³, # gamma rate of change (3° ordine, opzionale)
}
```
### 1.4 Volatility surface
#### SABR calibration
```
σ_BS(K, T) = SABR(α, β, ρ, ν; F, T)
```
- α: ATM vol level
- β: backbone slope (β=1 lognormal CEV, β=0 normal, β=0.5 stochastic vol)
- ρ: spot-vol correlation (skew)
- ν: vol-of-vol (smile curvature)
Calibration: Levenberg-Marquardt fit su market quotes BBG/Refinitiv per OPT_VOL_LAST.
#### SVI parametrization (Gatheral)
```
w(k) = a + b * (ρ * (k - m) + sqrt((k - m)² + σ²))
```
Arb-free check: Gatheral-Jacquier no-butterfly + no-calendar arbitrage.
### 1.5 Output strutturato Pydantic v2
```python
{
"pricingId": "uuid",
"tenantSlug": "ws",
"asOfDate": "2026-05-03",
"asOfTime": "2026-05-03T14:00:00Z",
"product": {
"type": "european_call", # european_call|european_put|american_call|...|autocallable|reverse_convertible|...
"underlying": "AAPL",
"strike": 200.0,
"maturity": "2026-12-19",
"currency": "USD",
"quantity": 100
},
"marketData": {
"spot": 195.50,
"rfRate": 0.0455,
"dividendYield": 0.0045,
"impliedVol": 0.265, # ATM σ used (or surface lookup)
"volSurfaceId": "uuid" # se surface lookup
},
"engine": "AnalyticEuropeanEngine",
"result": {
"npv": 8.42, # net present value per share
"ccyValue": 842.0, # quantity * npv (in product currency)
"implied": { # implied calc se quote market disponibile
"marketPrice": 8.50,
"impliedVol": 0.268
}
},
"greeks": {
"delta": 0.532, "gamma": 0.0184, "vega": 0.482, "theta": -0.0183,
"rho": 0.291, "epsilon": -0.234, "vanna": -0.0072, "volga": 0.84,
"charm": -0.0014, "veta": 0.0091
},
"scenarios": [ # ex-ante stress test 5 scenari MIFID II art. 50
{ "name": "spot+10%", "delta_npv": +89.2, "delta_pct": +0.106 },
{ "name": "spot-10%", "delta_npv": -82.1, "delta_pct": -0.097 },
{ "name": "vol+25%", "delta_npv": +12.4, "delta_pct": +0.015 },
{ "name": "vol-25%", "delta_npv": -11.8, "delta_pct": -0.014 },
{ "name": "rates+100bps", "delta_npv": +2.91, "delta_pct": +0.003 }
],
"warnings": [ # PROTOTYPE-PHASE flags
"MIFID II PRIIPs KID auto-generation V22+ milestone — currently no KID published",
"ESMA suitability test client-side V21+ milestone"
]
}
```
### 1.6 Persona visibility (MIFID II posture prototype-phase)
- **ADVISOR** (ws+az): vede SOLO pricings/strategies proprie (filter `userId` su `DerivativePricing.requestedBy`)
- **RELATIONSHIP_MANAGER**: idem ADVISOR
- **SUPERVISOR/ADMIN**: cross-tenant + vol surface upload + structured product creation + tier override
- **CLIENT/PROSPECT/RETAIL_CLIENT/AFFLUENT_CLIENT/UHNW_CLIENT/FAMILY_OFFICE_PRINCIPAL**: NEGATO assoluto — derivati sono complex products MIFID II, il cliente non accede mai a pricing/Greeks. L'advisor propone hedging overlay → cliente firma post-suitability test (V21+) + KID PRIIPs (V22+).
### 1.7 Tier presets
| Tier | Engines abilitati | use case |
|---|---|---|
| `derivatives-standard` | BS analytic, Binomial CRR, FD CN, Heston analytic, SABR | default ws+az ADVISOR |
| `derivatives-uhnw` | tutti + MC Heston-HullWhite, Bates jump-diffusion, G2++ swaption Bermudan, TF-Quant-Finance GPU batch | UHNW + family office, structured products |
Override env (priorità: env > tier preset):
- `DERIVATIVES_DEFAULT_ENGINE_EUROPEAN` (default `AnalyticEuropeanEngine`)
- `DERIVATIVES_DEFAULT_ENGINE_AMERICAN` (default `BinomialVanillaEngine`)
- `DERIVATIVES_MC_PATHS` (default `100000` per MC engine)
- `DERIVATIVES_FD_GRID` (default `100x100` Crank-Nicolson)
- `DERIVATIVES_TF_GPU_ENABLED` (default `false`, set `true` se GPU available)
---
## §2 · Pattern di codice (esempi realistici)
### 2.1 European option Black-Scholes (QuantLib-Python)
```python
# services/derivatives-pricing-py/engines/european.py
from __future__ import annotations
import QuantLib as ql
from .contracts import PricingRequest, PricingOutput
def price_european(req: PricingRequest) -> PricingOutput:
"""
European call/put Black-Scholes-Merton via QuantLib AnalyticEuropeanEngine.
Closed-form, sub-millisecond.
"""
# 1. Calendar + day count
calendar = ql.UnitedStates(ql.UnitedStates.NYSE)
day_count = ql.Actual365Fixed()
today = ql.Date.from_date(req.as_of_date)
ql.Settings.instance().evaluationDate = today
# 2. Term structures
spot = ql.SimpleQuote(req.spot)
spot_handle = ql.QuoteHandle(spot)
rf_curve = ql.YieldTermStructureHandle(
ql.FlatForward(today, req.rf_rate, day_count)
)
div_curve = ql.YieldTermStructureHandle(
ql.FlatForward(today, req.dividend_yield, day_count
…[truncato — apri il file MD per testo completo]