In-depth, interactive curricula covering the hard boundaries of modern software: deterministic control loops, schema validation barriers, storage engines, and failure isolation.
Deterministic control loops, tool interfaces, and failure isolation for autonomous workflows
A structured engineering curriculum covering the transition from simple prompt-response wrappers to deterministic execution loops, schema validation barriers, bounded recursion, and offline trajectory evaluations.
High-throughput ingestion, physical storage engines, and transaction isolation
Upcoming track focusing on physical page layouts, LSM-Trees vs B-Trees, Write Amplification Factors, and transactional anomalies under high write load.
Inference runtime optimization, vector index mechanics, and model evaluation
Upcoming track on building production AI infrastructure: KV-cache management, quantization trade-offs, and embedding retrieval mechanics.
Why default database isolation levels fail to protect multi-record business invariants, and how write skew occurs without row-level write conflicts.
A postmortem analysis of non-deterministic argument generation, unjittered retry cascades, and the necessity of pre-flight schema boundaries.