Track 01 Trust & Risk · Track 03 Financial independence
Stop the scam before the money leaves.
Shurokkha scores every transfer in milliseconds, explains risk to the customer in plain Bangla, finds money-mule rings in the transaction graph and gives analysts an AI case summary grounded only in evidence. It answers three questions: What happened? Why is it risky? What should upay do next?
Rahima's story
Persona · remittance receiver, first smartphone
- 1. A caller says she won a prize and must pay a 2,000 BDT fee.
- 2. She types a number she has never paid. Shurokkha sees 30+ new senders and fast cash-outs on it.
- “একটু থামুন, এটি প্রতারণা হতে পারে”
- 3. She cancels. The wallet goes to an analyst with the full mule-ring picture.
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How a decision is made
Input → Intelligence → Action → Feedback (guideline §12)
- 1. InputTransfer requestCustomer app / partner API calls /score before money moves.
- 2. FeaturesPoint-in-time featuresVelocity, novelty, device, SIM-swap, fan-in, graph community.
- 3. Detectors4 plug-in detectorsRules · Isolation Forest · LightGBM · mule-graph risk.
- 4. PolicyYAML policy engineBusiness rules turn calibrated scores into ALLOW / WARN / HOLD.
- 5. ExplainSHAP reason codesOnly true reasons, rendered in Bangla and English.
- 6. ActionCustomer & analystScam interrupt, human review, AI case summary grounded in evidence.
- 7. FeedbackLabels → retrainAnalyst labels feed the model registry and threshold tuning.
Responsible by design
- • 100% synthetic data, no real PII
- • The LLM narrates; it never decides
- • No permanent auto-block: HOLD goes to a human
- • Fairness audit across division, age, KYC, tenure
Built to adapt
- • New detector = one file + one YAML line
- • Policy thresholds hot-reload without redeploy
- • Versioned model registry with one-click activate
- • Feature flags for every panel
Built to survive
- • LLM down → deterministic template summaries
- • Model missing → rules-only mode, flagged degraded
- • Idempotent scoring, audit log, health probes
- • Redis optional, in-memory fallback