Challenge Build a cryptocurrency trading platform where the primary design goal is preventing catastrophic loss — not maximizing returns. The platform must survive compromised credentials, rogue orders, and operator error with multiple independent safety layers.
Solution Architecture Defense-in-Depth Design Five independent components, each with separate credentials and failure domains:
┌─────────────────────────────────────────────────────────────┐
│ Bybit Exchange (Testnet / Live) │
└────────────────┬────────────────────────────────────────────┘
│ WebSocket + REST
▼
┌──────────────────────┐
│ Freqtrade Pod │ ◄── API key: Orders only, no transfers
│ Strategy execution │
└──────┬───────────────┘
│
┌──────┴──────────────────────────────────────────────┐
│ Shared PVC: trade.db (OLTP) + journal.db │
└──────────────────────────────────────────────────────┘
↑ ↑
┌──────┴──────┐ ┌─────┴───────┐
│Risk Breaker │ │Journal Shim │ ◄── Read-only monitoring
│Circuit break│ │Audit sidecar│
└─────────────┘ └─────────────┘
│
▼
Wazuh SIEM (anomaly detection) + Grafana (dashboards)
Drawdown Ladder (Automatic Kill) Capital Allocation: $4K per subaccount
├── -5% daily → Alert + position review
├── -8% weekly → Auto-reduce position size
├── -15% monthly → Scale to zero, require manual restart
└── -18% HWM → Full kill-switch, key revocation
FIDO2-Authenticated Kill Switch Emergency response in under 60 seconds:
May 8, 2026
• Cryptocurrency
Risk Management
FIDO2
Kill Switch
NIST CSF
Zero Trust
K8s Compliance Operator — One-Day Compliance Stack Challenge Kubernetes teams in regulated industries spend 8-16 weeks integrating policy enforcement (Kyverno), runtime security (Falco), network isolation (Calico), secrets management (Vault), and service mesh (Istio) to meet compliance requirements. Each tool requires separate expertise, and maintaining policy coherence across tools is error-prone.
Build a single Helm chart that deploys the entire compliance stack, driven by a ComplianceProfile custom resource that automatically configures all components for the selected framework.
May 7, 2026
• Kubernetes Operator
PCI DSS
SOC 2
NIST CSF
ISO 27001
Policy Enforcement
Runtime Security
DSO Knowledge Base — 3,163 DevSecOps Documents Challenge Security practitioners need quick access to tool guidance, best practices, and framework mappings. Information is scattered across vendor docs, GitHub READMEs, and blog posts. There’s no unified, queryable knowledge base that covers the full DevSecOps lifecycle.
Build a comprehensive knowledge base that:
Covers all security functions (NIST CSF 2.0) Is queryable by AI agents (Claude Code integration) Maintains source traceability Supports both human browsing and programmatic access Solution Architecture NIST CSF 2.0 Organization DSO Knowledge Base
├── 00-governance/ (126 docs) — Policy, GRC, compliance
├── 01-identify/ (77 docs) — Asset discovery, threat intel
├── 02-protect/ (631 docs) — AppSec, container security
├── 03-detect/ (130 docs) — Detection engineering, SIEM
├── 04-respond/ (74 docs) — Incident response, forensics
├── 05-recover/ (46 docs) — Disaster recovery, BCP
├── 06-implement/ (118 docs) — Secure SDLC, gates
├── 07-platform/ (191 docs) — Infrastructure hardening
├── 08-offensive/ (106 docs) — Red team, adversary emulation
├── 09-automation/ (143 docs) — GitOps, agent orchestration
├── 10-compliance/ (61 docs) — OSCAL, SOC CMM, kube-bench
└── 11-96: Supporting domains (algorithms, ML, finance, etc.)
Document Structure Each document follows a consistent format:
April 27, 2026
• DevSecOps
NIST CSF
Knowledge Base
Security Operations
Agent-Queryable
Challenge Enterprise security teams need a unified platform to manage compliance assessments, track vulnerabilities, handle incidents, and maintain asset inventories — all with proper multi-tenant isolation for managed service providers. Off-the-shelf GRC tools are expensive, inflexible, and don’t integrate well with cloud-native infrastructure.
Build a production-ready compliance platform with:
Multi-tenant architecture with Row-Level Security Real-time alerts via WebSocket Comprehensive REST API for automation Multiple compliance framework support Solution Architecture Overview ┌─────────────────────────────────────────────────────────────────┐
│ Frontend (React) │
│ Dashboard · Assessments · Incidents · Assets │
└────────────────────────┬────────────────────────────────────────┘
│ HTTPS / WSS
▼
┌─────────────────────────────────────────────────────────────────┐
│ FastAPI Backend │
│ 34+ Endpoints · JWT Auth · RBAC · Multi-tenant Middleware │
└────────────────────────┬────────────────────────────────────────┘
│
┌───────────────┼───────────────┐
▼ ▼ ▼
┌────────────────┐ ┌──────────┐ ┌─────────────────┐
│ PostgreSQL │ │ WebSocket│ │ Audit Logging │
│ + RLS Policies│ │ Manager │ │ (Immutable) │
└────────────────┘ └──────────┘ └─────────────────┘
API Endpoints (34+) Domain Count Key Operations Authentication 6 Login, register, refresh, password change, MFA Compliance 7 Framework list, assessments, reports, gap analysis Threats 4 Catalog, risk matrix, statistics, trends Vulnerabilities 6 List, scan, remediate, severity trends Assets 5 Inventory, topology, tagging, relationships Incidents 5 Lifecycle, actions, timeline, metrics WebSocket 1 Real-time security alerts
Compliance Frameworks Framework Controls Use Case PCI-DSS 4.0 270+ Payment card processing NIST CSF 2.0 6 functions General cybersecurity ISO 27001:2022 93 controls Information security SOC 2 Type II 5 trust criteria Service organization
Key Features 1. Multi-Tenant Architecture # Row-Level Security enforced at database level
class TenantMiddleware :
async def __call__ (self, request, call_next):
tenant_id = extract_tenant(request)
# All queries automatically filtered by tenant
set_tenant_context(tenant_id)
return await call_next(request)
Automatic tenant isolation on every query No cross-tenant data leakage possible Efficient index usage with RLS policies 2. Real-Time Alerts // WebSocket connection for live security events
const ws = new WebSocket ('wss://api.example.com/ws/alerts' );
ws .onmessage = (event ) => {
const alert = JSON .parse (event .data );
// Severity: critical, high, medium, low
if (alert .severity === 'critical' ) {
showNotification (alert );
}
};
3. Compliance Assessment Workflow Assessment Lifecycle:
├── Draft → Configure scope, select controls
├── In Progress → Evidence collection, control testing
├── Review → Findings validation, risk rating
├── Complete → Report generation, remediation tracking
└── Archived → Historical reference
4. Vulnerability Management # Comprehensive vulnerability tracking
class Vulnerability (Base):
cve_id: str # CVE-2024-XXXXX
severity: SeverityEnum # CRITICAL, HIGH, MEDIUM, LOW
cvss_score: float # 0.0 - 10.0
affected_assets: List[Asset]
remediation_status: RemediationStatus
due_date: datetime
sla_breach: bool # Computed from severity + age
Tech Stack Component Technology Purpose API Framework FastAPI 0.109 Async REST API ORM SQLAlchemy (async) Database abstraction Validation Pydantic Request/response schemas Auth JWT + RBAC Authentication & authorization Database PostgreSQL Primary data store + RLS Real-time WebSocket Live alert streaming Testing pytest + coverage Quality assurance
Security Features OWASP Top 10 Protections Threat Mitigation Injection Parameterized queries via SQLAlchemy Broken Auth JWT with short TTL, refresh tokens Sensitive Data AES-256 encryption at rest XXE JSON-only APIs, no XML parsing Broken Access RLS + RBAC enforcement Security Misconfig Security headers middleware XSS Output encoding, CSP headers Insecure Deserialization Pydantic schema validation Vulnerable Components Dependabot, SBOM tracking Insufficient Logging Comprehensive audit trail
Audit Logging # Every state-changing operation logged
@audit_log
async def create_finding (finding: FindingCreate):
# Automatically captures:
# - User ID, tenant ID
# - Timestamp, IP address
# - Before/after state
# - Operation type
return await finding_service. create(finding)
Project Structure src/api/
├── main.py # FastAPI app factory
├── config.py # Environment config
├── middleware/ # Auth, tenant, security
├── routers/ # 34+ endpoint handlers
│ ├── auth.py
│ ├── compliance.py
│ ├── threats.py
│ ├── vulnerabilities.py
│ ├── assets.py
│ └── incidents.py
├── models/ # 15+ SQLAlchemy models
├── services/ # Business logic layer
├── schemas/ # Pydantic validation
└── websocket/ # Real-time alerts
Results & Benefits Technical Achievements Zero SQL injection risk : ORM-only queries with parameterizationComplete tenant isolation : RLS policies at database levelSub-100ms API latency : Async throughout, optimized queries100% type coverage : Pydantic schemas + Python type hintsBusiness Value MSP-Ready : Multi-tenant architecture for managed servicesAutomation-First : Every operation accessible via APICompliance-Mapped : Built-in framework alignmentAudit-Ready : Immutable logging for regulatorsJanuary 21, 2026
• PCI-DSS
NIST CSF
Compliance
Multi-tenant
GRC
Vulnerability Management