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Can a general-purpose agent platform still raise, and what four bars are investors applying?

Asked by:创始人·agent 框架 / 平台创业者 · Judged · 张倩 Cynthia Zhang · FutureX Capital

A general-platform story gets marked down directly; the money goes to vertical agents that clear four bars: deep vertical focus, a customer money pain, production-grade reliability, and proprietary data plus deep integration. Agentic AI raised $2.66B this year through April versus $1.09B a year earlier (publicly disclosed rounds only).

Judgment

The mainstream story is that one general agent platform wins everything. The diary parts from it on where the money went: funding ran only to coding agents and customer service, and the general harness sits between model companies (Mythos has already moved into cybersecurity) and vertical agents, the most dangerous spot for valuation. The author admitted the same day to having been too optimistic on it.

Facts

Agentic AI raised $2.66B this year through April versus $1.09B in the same period last year; average round size from Q4 2025 to Q1 2026 was $155M (diary of June 3, 2026; publicly disclosed rounds only, undisclosed rounds excluded, an incomplete year-to-date window). Jiazi Guangnian counted 130 large-model exhibitors at WAIC, of which 83 switched their label to Agent (diary of July 18, 2026; one outlet's count of exhibitor labels, not an industry census, read for trend and not precision).

What to do

For founders: pick one vertical and go deep, give evidence in the deck for each of the four bars, and be ready to answer "what will your exhibitor badge say in two years". For investors: put general harnesses on a six-month watch, mark down any that have not moved into a specific business within those six months, and price demos that fail the four bars as hype.

Falsifier (verbatim from the diary footnote)

Falsification and adjudication: over a six-month window, if OpenClaw or other general harnesses move into a specific business and complete a vertical transition within the period, the "valuation markdown" call does not hold; the adjudicating source is the companies' public product moves.
Ledger status:6 月 3 日「应用层之年」判断台账标 ⏳ 进行中,验收时点为年底复盘 4 条 trait 对 2026 新晋独角兽的解释力。同日对通用 harness 的修正篇未入台账,其更正对象 5 月 17 日条目的夹击判断台账标 ✓ 已验证。7 月 18 日 WAIC 篇台账标 ⏳ 进行中。证伪口取自修正篇尾注「证伪与裁定」段,应用层之年篇尾注无证伪口。
Disclosure: This diary is written and verified with Claude; discount any judgment about Anthropic, favourable or not; On publicly available information FutureX is not among the disclosed investors of Cognition or Cursor.
Source entries:ENTRY 63 · 2026 应用层之年的硬数据:$25B 已融、单轮均值 $155M、winners 共享 4 条 trait · ENTRY 64 · 今天三连发:Mythos + 应用层数据 + 我对 OpenClaw 这类工具的判断要修正了 · ENTRY 105 · WAIC 的参展牌翻过来了:130 家大模型展商,83 家改挂 Agent,还举“基础大模型”牌子的只剩 18 家——百模大战的结局不是阵亡名单,是转行名单
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Topic pages:AI coding · Cognition · Cursor · Anthropic · Claude