Red-Teaming AI — OWASP LLM Top 10 and the Probes You Actually Need

5. Red-Teaming AI: OWASP LLM Top 10 and the Probes You Actually Need

TL;DR We had heard of the OWASP LLM Top 10, and we had implemented fewer than half of it. We had PyRIT installed, and we had almost…

Securing Agentic AI Authentication, Authorization, and PII

4. Securing Agentic AI: Authentication, Authorization, and PII

TL;DR Our five-agent banking AI platform had OPA wired into exactly one agent. The MCP server had no auth middleware. All five agents shared one API key….

The 57-Gap Audit — Gap Categories and Discovery Method

3. The 57-Gap Audit — What “Done” Actually Means in Production AI

TL;DR After weeks of building a multi-agent AI platform — five agents, full pipeline, red-team harness, control UI — the system looked done. It wasn’t. A config…

The Engineering Platform: Orchestration, Monorepo, and the Stack Decisions

2. The Engineering Platform: Orchestration, Monorepo, and the Stack Decisions

TL;DR Once you decide to build a multi-agent AI system, you face three engineering choices that will determine whether the platform is governable or just functional: what…

Lessons From Building an Agentic Data Platform

17. Seventeen Parts Later: Lessons From Building an Agentic Data Platform

📌 TL;DR Seventeen articles. Seventeen components. One platform that generates, governs, and serves financial data through a network of coordinated AI agents. This final article reflects on…

Proactive Intelligence: Building Alert Systems That Think Ahead

16. Proactive Intelligence: Building Alert Systems That Think Ahead

Series: Building an Agentic Data Platform  |  Part 16 of 17Reading time: ⏳ ~12 minutesTags: 🏷️ alerting alert engine notification system escalation policy Prometheus AlertManager data quality…

From Monolith to Multi-Agent

1. From Monolith to Multi-Agent — Why One AI Is Not Enough for Regulated Finance

TL;DR A single AI agent cannot safely handle a regulated financial decision. The problem is not capability — it is separation of concerns, auditability, and governance accountability….

Trust Through Traceability: Advanced Validation and OpenLineage Integration

15. Trust Through Traceability: Advanced Validation and OpenLineage Integration

Series: Building an Agentic Data Platform  |  Part 15 of 17Reading time: ⏳ ~13 minutesTags: 🏷️ data validation OpenLineage data lineage FAIR data principles GDPR auditability schema…

The Command Center Building an Internal MCP Server for Agent Coordination

14. The Command Center: Building an Internal MCP Server for Agent Coordination

Series: Building an Agentic Data Platform  |  Part 14 of 17Reading time: ⏳ ~12 minutesTags: 🏷️ MCP server Model Context Protocol tool registry agent coordination FastAPI OPA…

Breaking to Protect Red Teaming Agentic Data Systems

13. Breaking to Protect: Red Teaming Agentic Data Systems

Series: Building an Agentic Data Platform  |  Part 13 of 17Reading time: ⏳ ~12 minutesTags: 🏷️ red teaming adversarial testing prompt injection model poisoning NIST AI RMF…