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Dr. Dongyang

Thoughts and rambles, and sometimes useful tips from Dr. Dongyang...

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The TLDR Trap and a Drifting Brain

I have so many interests and have ended up subscribing to hundreds of newsletters. So naturally, I thought: why not let AI filter it all for me? Let's unpack: I maintain an interests.md with a list of topics: e.g. AI Evaluation Tools and frameworks, open-source local inference engine, macroeconomy trend, workforce and education development . Then I created a workflow (first in OpenClaw, then moved…

OpenClaw — Executive Summary and One Prompt Workflow

So when your boss asks what's going on with OpenClaw, here is a quick primer. What is it? OpenClaw is a local-first agent runtime that lets you run persistent, tool-using AI agents on your own machine. You define workflows in markdown, connect them to chat channels (Discord, Telegram, iMessage), and schedule them — without writing application code or deploying a server. The problem it solves There…

AI Governance & Ethics — Cheatsheet

Quick reference based on Alison: AI Governance and Ethics and some extra follow-up readings Five Pillars of Responsible AI Pillar Core Question Fairness Does the system produce equitable outcomes across demographics? Transparency Can stakeholders understand how decisions are made? Accountability Is there a clear owner for AI outcomes and harms? Privacy Is personal data protected throughout the AI…

Cool Free and Private Tools

Free, private and minimal Curio - Start Your Day with Curiosity : local and private web content management, powered by local AI model. https://tools.rmv.fyi/ : A collection of small, low stakes and low effort tools. No logins, no registration, no data collection. Long live the handmade web. Minimal Monthly Task Planner : Your plans stay on-device—no logins, no sync, just local storage.

Five Articles I Read from 2025

From 100+ articles I read closely, I picked the following 5 as highlights of the year 2025. Find Your People - Jessica Livingston How Jensen Works How to build a coding agent: free workshop Surviving the AI Capex Boom 2025 LLM Year in Review | karpathy

Personal Predictions of AI, Tech and Investment 2026

Let’s see if they are true in a year by EOY 2026 AI Coding agents will weigh more on security and develop more guardrails into the process. Vertical integration of GenAI continues, but it will look like a more typical software building where deep insights about the problems win the customers LLM foundational capability will still improve but few and at a smaller magnitude. We will see more…

How to use stats in life

Wisdom of numbers It's about the population, not the individual. In a binary category, 99% might seem like a very high probability, but the 1% exists and represents a real data point if the population exceeds 100. You could very well be that 1%. How do we use this information? To counter the argument that "most people do A this way, so you must do A." A could be "attend an elite school to get your…

Helpful LLM Use Cases

List of My LLM Use Cases (Daily or Weekly) Chat & Learning TA: Rephrase and ask questions to understand text. Especially when someone speaks obscurely or from another field. Image-based concept explanation (math, etc.), term extraction, etc. Turn screenshot of slides to structured markdown text One-time unstructured data to structured (small size) Summarize transcription into study notes Socratic…

Your SSN is Leaked (likely), Freeze!

Freeze your credit Three major credit bureaus govern the credit of Americans. I advise everyone to freeze them if you are not actively using them for mortgages and credit cards. Why? Data breaches Breaches happen, and SSN is not immune: National Public Data, a background check company, leaked 2.9 billion records in 2024; and Experian 2017 leaked 147M Americans' private records. The unfair thing is…