Every document your pipeline ingests is untrusted instruction text. The threat model, three real attack patterns, and the four defenses that actually hold.
9 minHow to log AI extractions in a way that holds up to reproducibility, regulatory audit, and customer "why did you extract this?" questions — with the actual schema we use at fluex.
8 minHow to make multi-step LLM workflows debuggable. OpenTelemetry span design, sampling strategies, and the structured logs that turn a black box into a flight recorder.
8 minThe five architectural commitments that turn the SOC 2 audit from a quarter-long cleanup project into an emergent property of your platform.
9 minTenant-id patterns, EF Core interceptors and automatic auditing we run in production.
8 minWhy obsessing over OCR accuracy is the wrong metric in 2026.
7 min