Agent Capability Monthly · Issue 01: The Ecosystem Baseline
A baseline issue, not a news roundup — fixing the current state, the measurement method, and the data definitions that every future issue will compare against.
ALL NOTES
Writing
English titles and summaries for a growing collection of research essays. Full article text is currently in Chinese.
2026
Every Agent Usage Number Is Self-Reported
A field audit of six real claims, and what it means for the agent economy
When the Software Consumer Becomes an Agent
Seats, installs, and pageviews are breaking. Measurement is the missing infrastructure of the AI economy.
How Software Usage by AI Agents Should Be Measured
A Measurement Foundation for Capability as a Service and the Agent Capability Economy
After RAG, Agents Need Context Recommendation
DeepSeek Harness turns the runtime around the model into formal parts. The next problem is deciding what information, capabilities and permissions each step should receive.
Robots Don't Replace People — They Give People New Bodies
Beyond replacement rates: how robots extend human vision, presence, action and physical attributes.
From Formal Authority to Organizational Legitimacy
The title lets you make decisions. A record of solving problems together is what makes the team willing to follow them.
Geek, Professional, B2B, Consumer: Markets as Evidence Environments
Market entry is not a march from niche to mainstream. It is a learning sequence built around the product's biggest current unknown.
After AI-Native: The Basic Unit of a Product Has Changed
Pages and files won't disappear — they will become different views of the same semantic and task state.