What brownfield engineering teaches builders about reliable AI agents, context, reuse, sentinels, and behavior-driven evals at SQ Collective.

Why autonomous AI agents need identity, trust, and credential boundaries, from a Stage session with loomal.ai at SQ Collective.

Ivan from Manus.ai explains why reliable AI agents start with context before tools, using capability design, memory, and tool calling at SQ Collective.

Practical lessons from three years building AI agents, from flashy demos to agents that create real business value and revenue.

A founder reflection on turning Claude into a 24/7 AI coworker, from unused subscription to always-on product-building partner.

Why tool calls and MCP turn AI agents from chatbots into teammates that can use calendars, Slack, files, and real workflows.