About
An Enquiry Concerning Human Understanding - The Ultimate Justification of Big Data, the Foundation of AI
Why would AI work? Certainly technological advancements and market conditions have their contributions. But it is the
philosophical justification presented by one of the greatest philosophers, David Hume, that has made it inevitable
which this post shows by examining and linking his most phenomenon work - "An Enquiry Concerning Human Understanding"
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62 minutes
AgentOps
Just as DevOps brought structure to software deployment and MLOps did the same for training models, AgentOps is the
emerging field dedicated to the lifecycle of agentic AI. Shared evaluation frameworks like Harbor is an example of
AgentOps. The core philosophy driving this shift is moving away from "walled-garden" testing (where companies build
private tests that happen to make their own agents look good) toward Standardized Evaluation Environments. It is the
realization that a benchmark is only trustworthy if everyone can run it, inspect it, and use the exact same ruler to
measure success.
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8 minutes
Creating Values with MCP and Skill
When I tried to package a standard agent skill with image assets into a MCP server and an agent can't see or fetch
those images through MCP, because MCP protocol (modelcontextprotocol.io) does not contain any specification or
protocol standard regarding how an MCP server should deliver or serve an assets folder from skill (agentskills.io), I
sensed a fundamental mismatch between skill and MCP which triggered this blog post
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10 minutes
Riemanns Beweis des Greenschen Satzes
2026-10-13
Eine kompakte Analyse von Bernhard Riemanns geometrischem Beweis des Greenschen Satzes aus seiner historischen
Dissertation von 1851 (Abschnitt 7). Der Beitrag beleuchtet, wie Riemann mithilfe der klassischen Streifenzerlegung
und der Richtungscosinus Doppelintegrale über Flächen in Randintegrale überführt – und damit den entscheidenden
Grundstein für die Theorie der Riemannschen Flächen, harmonische Funktionen und die moderne Potentialtheorie legt.
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1 minute
Latin Adjective Declension
2026-10-12
In Latin, adjectives must agree with the nouns they modify in gender, number, and case. For example:
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2 minutes
Where is the computational limits of AI? The Halting Problem
If the Universal Approximation Theorem expresses the unprecedented power of AI, the Halting Problem poses the
opposite - its computational limit.
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10 minutes
Social Psychology
I study Social Psychology in order to get insights about myself. A book on Social Psychology sparked my interests on
this field so I picked up a text book about it. The notion of "Fundamental Attribution Error" and its application on
World War II German society ignited my examination on my past 30 years of life as a Chinese.
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From Syntax to Strategy: How to Transition from Engineering Crafter to Value Creator
In an agentic era where software engineering is mostly done automatically, OpenML realizes that coding by human does
not create competitive values anymore. OpenML decides to up-grow by transitioning itself to business creator and
down-introspect by deeply studying LLM internals - its math and its implementations, etc. This blog post focuses on
the former: up-grow
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