A source audit of Kubernetes infrastructure shifts, evaluating Ingress NGINX retirement, Gateway API role-oriented routing, and Helm 4 Server-Side Apply.

Audit frontier LLM architectures—from agent memory hallucination benchmarks to semantic RAG caching and morphology-aware multilingual tokenization.

The SIMA 2 report separates held-out transfer, Gemini reward scores and manually guided progression. Those results answer different questions, not a game-QA verdict.

A source audit of Depth Anything 3, evaluating unified depth-ray representation, plain DINOv2 transformers, and zero-shot multi-view geometry recovery.

A source audit of the LLM-as-a-Judge pattern, evaluating systematic evaluator biases, Spring AI recursive advisors, and automated production quality gating.

Deconstruct the complete RLHF pipeline—from SFT and reward modeling to DPO and GRPO—reproducing human feedback alignment on a single DGX Spark system.

Moving beyond static GraphRAG: how Java enterprise services and Neo4j Cypher schema tools turn autonomous agents into graph-traversal engines.

A source audit of Mixture-of-Experts architectures, evaluating top-k gating, auxiliary load-balancing loss, fine-grained routing, and distributed expert parallelism.

A source audit of VGGT, evaluating feed-forward multi-view 3D reconstruction, alternating attention, and over-complete geometric prediction without bundle adjustment.