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Insights, tutorials, and updates from the ZharfAI team

Blog

Ship What You Can Name: The AI Release Passport
August 2, 2026•14 min read

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.

When the AI Evaluation Escapes: Containing Cyber-Capable Agents
August 1, 2026•14 min read

When the AI Evaluation Escapes: Containing Cyber-Capable Agents

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

Inside a 53.6x Wan2.2 Speedup
July 31, 2026•16 min read

Inside a 53.6x Wan2.2 Speedup

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

The Evidence-First Enterprise: Automation People Can Trust
July 30, 2026•9 min read

The Evidence-First Enterprise: Automation People Can Trust

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

From Demo to Dependable System: An AI Readiness Checklist
July 29, 2026•10 min read

From Demo to Dependable System: An AI Readiness Checklist

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

Synthetic Data With a Birth Certificate
July 28, 2026•9 min read

Synthetic Data With a Birth Certificate

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

The Pocket Multimodal Model: Seeing and Hearing at the Edge
July 27, 2026•10 min read

The Pocket Multimodal Model: Seeing and Hearing at the Edge

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.

The Agentic Checkout: Payments for AI Agents
July 26, 2026•10 min read

The Agentic Checkout: Payments for AI Agents

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

Learning From Checkable Work: Verifiable Rewards in AI
July 25, 2026•11 min read

Learning From Checkable Work: Verifiable Rewards in AI

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.

The Inference Budget: When Should an AI Think Longer?
July 24, 2026•10 min read

The Inference Budget: When Should an AI Think Longer?

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

The AI Vendor Dossier: Buying Evidence, Not a Demo
July 23, 2026•12 min read

The AI Vendor Dossier: Buying Evidence, Not a Demo

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

Managing a Mixed Team of People and Agents
July 22, 2026•12 min read

Managing a Mixed Team of People and Agents

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