AI Agents

Felt puppet character sitting at a desk in a home office, looking at a laptop showing an abstract profile-card layout, with a smartphone and coffee mug nearby
AI Agents

The Right Way to Automate LinkedIn Outreach With AI Agents in 2026

LinkedIn explicitly bans bots and scraping tools under its User Agreement, and 2026 enforcement data shows restriction rates climbing fast. Here's what a compliant AI agent for outreach actually looks like versus the automation that gets accounts banned.

6 min read
Felt puppet character in a navy suit standing in a glass-walled boardroom, presenting a wall display of abstract dashboard panels and a connected node diagram, holding a felt tablet
AI Agents

The Data Behind Why Big AI Agent Deals Go Hybrid, Not Off-the-Shelf

Anthropic's 2026 State of AI Agents Report found 47% of enterprises now blend off-the-shelf agents with custom builds. MIT and Caylent data explain why: internal-only builds fail twice as often, and 98% of buyers have hard conditions before an agent touches production.

6 min read