
Ship What You Can Name: The AI Release Passport
A practical guide to inventorying models, data, prompts, tools, evidence, and provenance so an exact AI release can be assessed, promoted, and rolled back.
Insights, tutorials, and updates from the ZharfAI team

A practical guide to inventorying models, data, prompts, tools, evidence, and provenance so an exact AI release can be assessed, promoted, and rolled back.

A practical architecture for evaluating cyber-capable AI agents without giving a benchmark sandbox a transitive path into production systems.

How sparse attention, persistent CUDA kernels, four-step distillation, and NVFP4 turn a 133-second pipeline into near-real-time video generation.

The next generation of enterprise AI should not merely produce an answer. It should show the evidence, uncertainty, authority, and action path behind it.

Before launch, an AI feature needs an owner, evaluation gates, security boundaries, observability, cost limits, fallback, and controlled change.

Synthetic data needs provenance, purpose, validation, contamination controls, and a retirement rule. Artificial does not mean anonymous or harmless.

Small multimodal models can deliver private, low-latency perception on devices—if teams design around their limits instead of pretending they are miniature frontier models.

When an agent can buy, the payment system must bind identity, intent, item, payee, budget, receipt, and dispute rights into one controlled transaction.

When an answer can be independently checked, AI training can reward completed work rather than persuasive language—but the verifier becomes part of the product.

Test-time compute can improve difficult answers, but useful systems must decide which tasks deserve more reasoning, tools, and verification.

AI procurement should test the service behind the interface: data handling, evaluations, security, operations, cost, portability, and exit.

Agentic work changes team design: roles need explicit ownership, queues need visible state, and every automated handoff needs an accountable person.