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What Brownfield Engineering Teaches You About Reliable AI Agents
What brownfield engineering teaches builders about reliable AI agents, context, reuse, sentinels, and behavior-driven evals at SQ Collective.

Michael Huang
May 35 min read


Building the Trust Layer for Autonomous Agents
Why autonomous AI agents need identity, trust, and credential boundaries, from a Stage session with loomal.ai at SQ Collective.

Michael Huang
May 35 min read


Demo Day S2
Demo Day S2 recap from SQ Collective: ten builders shared AI products, agent workflows, OpenClaw progress, Roblox coding agents, and forecasting tools.

Michael Huang
Mar 226 min read


The Opportunity of Being Human in the Age of AI
Russell's SQ Collective talk explores how AI can support richer human connection instead of flattening people into platform categories.

Michael Huang
Mar 155 min read


Take-aways from 3 years of building AI Agents
Practical lessons from three years building AI agents, from flashy demos to agents that create real business value and revenue.

Michael Huang
Mar 105 min read


Story of Intelligence
Clarence Lam traces intelligence from early nervous systems to human belief systems and AI, asking what patterns keep repeating across history.

Michael Huang
Feb 215 min read


The Era of Tool Calls - Why Your Agent Needs Arms and Legs
Why tool calls and MCP turn AI agents from chatbots into teammates that can use calendars, Slack, files, and real workflows.

Michael Huang
Dec 6, 20252 min read
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