Blog

Insights, tutorials, and updates from the ZharfAI team

The Private Assistant: On-Device AI and Data Minimization
May 23, 202610 min read

The Private Assistant: On-Device AI and Data Minimization

On-device AI gives teams a path to personalization without sending every signal, document, or user action to a centralized service.

The Smaller Brain: Edge AI and Small Language Models
May 22, 202611 min read

The Smaller Brain: Edge AI and Small Language Models

Small language models are changing AI deployment by moving useful reasoning closer to devices, private networks, and latency-sensitive workflows.

The Synthetic Testbed: AI Evaluation Data and Simulation
May 21, 202610 min read

The Synthetic Testbed: AI Evaluation Data and Simulation

Synthetic data is becoming a practical way to test rare cases, edge workflows, and privacy-sensitive scenarios before AI systems reach users.

The Retrieval Discipline: AI Search with Trusted Knowledge
May 20, 202612 min read

The Retrieval Discipline: AI Search with Trusted Knowledge

Retrieval-augmented generation succeeds when teams treat documents, metadata, freshness, and citation quality as a product system.

Command A+: An Open Enterprise MoE on Two H100s
May 20, 20268 min read

Command A+: An Open Enterprise MoE on Two H100s

Cohere's May 20 Apache-2.0 release unifies reasoning, vision, tools, retrieval, and 48 languages in a 218B MoE with only 25B active parameters.

The Universal Adapter: AI and Model Context Protocol Architecture
May 19, 202610 min read

The Universal Adapter: AI and Model Context Protocol Architecture

Model Context Protocol is turning tool integration into a reusable architecture pattern for AI apps that need data, actions, and workflows.

Gemini 3.5 Flash: Frontier Agents at Flash Speed
May 19, 20268 min read

Gemini 3.5 Flash: Frontier Agents at Flash Speed

Google's May 19 model pairs fast inference with strong coding, tool-use, multimodal, and long-horizon scores—but the harness still defines the result.

The Corporate Memory: AI in Enterprise Memory Systems
May 18, 202611 min read

The Corporate Memory: AI in Enterprise Memory Systems

Enterprise AI becomes more useful when it can remember decisions, policies, exceptions, and customer context without turning memory into a privacy liability.

The Orchestrated Office: AI Agent Workflows for Business
May 17, 202610 min read

The Orchestrated Office: AI Agent Workflows for Business

From approvals to multi-step operations: How agentic AI turns fragmented business processes into governed, observable workflows.

The Permission Layer: Securing Tool-Using AI Agents
May 17, 202611 min read

The Permission Layer: Securing Tool-Using AI Agents

Tool-using AI systems need least privilege, scoped credentials, approval gates, and adversarial testing before they can safely touch production workflows.

The Agent Dashboard: Observability for Autonomous AI Workflows
May 16, 202610 min read

The Agent Dashboard: Observability for Autonomous AI Workflows

Autonomous agents need traces, run histories, approvals, and failure taxonomies so teams can understand what happened after the agent acted.

The Smarter Dispatch: AI in Field Service Operations
May 16, 202610 min read

The Smarter Dispatch: AI in Field Service Operations

A field-service operating model for trustworthy asset data, predictive maintenance, constrained dispatch, technician evidence, and safe return to service.