The original title is: "AI's next phase is not smarter chat — it's controlled systems"

Short summary

AI is shifting from chat interfaces to autonomous agents that can execute actions—making security controls critical. Enterprises are building their own agent infrastructure for vendor independence and control. For creators and small teams, the practical lesson is treating AI systems as needing operational boundaries, sandbox testing, human approval gates, and tightly limited credentials to prevent supply-chain risks.

• •HalluSquatting shows how agents fetching dependencies can become supply-chain vulnerabilities
• •Enterprise demand for AI control creates new infrastructure category (Prime Intellect's $1B valuation)
• •Workflow design matters more than model choice; test on your workload, score on results not leaderboards

Generated with AI, which can make mistakes.