YC 的实战经验揭示了智能体基础设施落地的关键——给 AI 无限制数据库访问，做内部工具或企业 AI 的团队值得学习。
YC 在过去一年构建了内部智能体基础设施，包含超过 350 个工具、自改进技能循环和共享组织大脑。关键突破是给智能体无限制访问一个数据库，这改变了 AI 的应用方式。YC 认为我们已进入 AI 的个人电脑时刻，智能体将像个人电脑一样普及。该基础设施已解决财务团队的实际问题，并持续通过记录所有操作来提升智能。
Over the past year, we've been building our own internal agent infrastructure at YC: over 350 tools,...
Over the past year, we've been building our own internal agent infrastructure at YC: over 350 tools, self-improving skill loops, and a shared organizational brain that gets smarter overnight. In this episode of the @LightconePod , we sat down with YC General Partner Pete @koomen to talk about how he led the effort from the ground up. We cover how giving agents unrestricted access to one database was the key unlock, the self-improving skill loops that get smarter overnight, and why he thinks we've arrived at the personal computer moment for AI. 00:39 — YC's AI Stack 02:15 — The Finance Team Problem That Started It All 05:07 — SQL Access Changes Everything 07:20 — One Database to Rule Them All 09:14 — Jevons Paradox 10:07 — Denormalizing for Agents 12:15 — The Single-Player Era of Agents 14:16 — 350 Tools and a Shared Registry 16:24 — Skillify, DRY, and MECE Resolvers 18:23 — The Self-Improving Dream Cycle 20:26 — The Two-Sentence Pitch Skill 23:06 — How Super Intelligence Compounds 25:10 — Recording Everything as a Building Layer 27:10 — The Shared Organizational Brain 29:18 — Trust-Default Culture as a Requirement 30:44 — Raising the Floor for New Employees 32:35 — Horseless Carriages 34:24 — Why Chat Is the Best Interface for Agents 38:50 — Just-in-Time Software 40:49 — Centralizing vs. Decentralizing AI 43:32 — The Personal AI Revolution Your browser does not support the video tag. 🔗 View on Twitter 💬 4 🔄 7 ❤️ 48 👀 6836 📊 15 ⚡