Quellix Insights / Category

AI Agents & Orchestration

Field notes on AI agent behavior, approval gates, tool use, multi-agent orchestration, human handoffs, and controlled execution.

Read the AI Agents & Orchestration guideai agent development
AI agent delivery blueprint connecting a central system to evaluation and handoff checkpoints.

2026-06-16

How to Choose an AI Agent Development Company

Compare AI agent development partners by workflow fit, integration depth, reliability controls, and measurable ROI.

Central CRM agent module connected to surrounding sales workflow systems.

2026-06-11

AI Sales Agents for CRM Workflow Automation

AI sales agents can research accounts, update CRM records, recommend next steps, and route uncertain actions for human approval.

Persistent AI agent session module connecting workflow steps across a durable execution path.

2026-06-10

Durable Session Layer for AI Agents

Design durable session layers that preserve AI chat state across retries, pauses, approvals, and handoffs.

AI agent evaluation pipeline connecting reliability, risk, and ROI checkpoints.

2026-06-07

Evaluate AI Agents by ROI, Reliability, and Risk

Measure AI agent performance with business outcomes, failure modes, approval paths, and operating cost.

Layered sales agent architecture with a build decision diagram above connected system components.

2026-06-06

Reliable AI Sales Agents: A Build Decision Guide

Decide when AI sales agents should research, update CRM, draft follow-ups, or stop for human review.

Layered workflow checkpoints connected by thin blue execution paths.

2026-06-02

Durable Execution for AI Agents: When a Tool Times Out

When an AI agent times out after issuing a credit, safe recovery depends on approval checks and a receipt from the billing system.

Transparent agent workflow architecture with blue checkpoints mapped across an observability blueprint.

2026-05-31

Step-Level Logging for Agentic AI Systems

Use step-level logs and traces to evaluate agentic AI behavior, catch failures, and prove what happened.