trine

On Input: The Allowlist

Information is infinite, attention isn't. Four inputs worth taking: what you love, what serves your data, what sits outside your cognition, and health — where no amount of planning beats action.

Self-Evolution Is a Data Problem

Everyone wants agents that improve themselves. The blocker isn't intelligence — it's data. Observability first, a centralized fleet second, the agent last.

FDE: The Job Is the Gaps

Confirm the requirement, build on the product, deliver. Accurate and useless — the real work is extracting specs nobody can state, winning access, and shipping evidence instead of demos.

Agent Harness Turns Development into Executable Patterns

Agent harnesses are not just multi-agent wrappers. They route context, package workflow skills, expose project-specific tools, and use traces as the feedback surface for improvement.

Game theory as a learning lens, not an arithmetic class

A learning-oriented distillation of game theory resources: Schelling, Yale, Model Thinking, Game Theory 101, and evolutionary games. The point is not memorizing formulas, but learning to see constraints, commitments, types, and feedback.

Minimum Viable tmux

The tmux man page is 4,000 lines. The part you need is about six — four commands and one prefix key — plus the payoff I didn't expect: coding agents read your panes too.

The Memory Stack

Agent memory isn't a switch you flip. It's a four-layer stack: a provider, a policy MCP, the laws you write, the router you fork.

Walter White

thoughts on bb

My top 5 TV series

Top 5 TV series

What I'd Steal From Hermes for the Next Orbit

Orbit was my first stateful agent harness — scout, router, hunter, verifier, all reading from a tasks.json. It was the right shape for bug-hunting. For UI audits, it isn't enough. Reading Hermes this week, I saw the ceiling: a platform where taste compounds across sessions.

Fixing AI Slop in the 80%

Pareto applies to code: 20% is skeleton, 80% is garbage. Backend garbage is tractable — you can verify it. UI garbage is where AI slop lives, because taste isn't testable. One concrete move against it: stop screenshotting competitors. Record them.

On Poker: Betting Under Uncertainty

Why Texas Hold'em feels closer to real life than chess: every hand is fast, every decision is incomplete, and you have to balance cold probability with the courage to gamble.

让 7 个 AI Agent 同时修 Bug，我发现了人类不可替代的原因

AI Agent 能写代码，但不能思考'自己在想什么'。我搭了一套编排系统，把它们推到了极限——然后撞上了天花板。

I Sent 7 AI Agents to Fix Bugs Across 3 Repos. Here's What Broke.

AI agents can write code. But they can't think about thinking. I built an orchestration system to push them further — and found the ceiling.

Building an LLM Agent to Play Dwarf Fortress

Not because it's hard. Because it's abstract. How we wired an LLM to control Dwarf Fortress via DFHack — and got Phase 1 to actually run.

Clawdbot: Building My AI Companion from Scratch

How I set up a self-hosted AI agent that actually remembers me, checks my health data, and automates my boring tasks.

Southeast Asia Digital Nomad Survival Diary - The Demystification Chapter

Moving with a laptop and a tired soul: A raw deconstruction of the digital nomad dream in Chiang Mai, KL, and Penang.

Stop Getting Lost in Terminals - Level Up Your Workflow with Conductor

Introducing Conductor - a powerful tool for managing Git worktrees with visual UI, setup scripts, and soft links that eliminate the "missing dependencies" problem.

Backup iphone from mac to PSSD

writeup

On TTA: The Art of Bottlenecks

Through the Ages (TTA) is not just a game; it's a cold, mathematical simulation of civilization-building that teaches you the art of identifying bottlenecks.

On Life: The Paradox of the System

I'm writing this to avoid my life becoming shit

On Game

my game experience started from...

On Burnout

burnout cuz i tought i was god and environment sucks

Syncthing - The Based Way to Sync Your Files

how to sync everything cross diff platforms

Use Stow to Create Dotfiles Without Any Effort

Thanks to GNU Stow for making dotfile management effortless

How to be a tech pro in 2026?

If you want to be a tech pro in 2026, you must read this!

How to Start a Blog in 10 Minutes as a tech noob

use Astro, vercel, git to setup a blog without any effort

How to convert Figma to code as fast as possible?

Convert Figma designs to production code as fast as possible without sacrificing quality.

split keyboard

split keyboard comparation

hhkb

hhkb pair

faster

could I be faster to exceed time?

Game on Mac

how to play game on mac

电子游戏的怯魅和人生注意力的转移

还是需要多玩游戏? 那什么游戏能吸引我呢? 我也不知道

Myself

在自己的房间，所有事物按我的意愿来摆放，除了必要的生活用品，多无他物。生活中某一角度的相对自由。

短居setup

短居生活setup清单

Connection

dont give a fuck about what I wish, i am mature enough

I am chilling

Love

Trip List

旅行清单

Precious ArtWorks

Some collections of precious artwork

factorio log

some thoughts and plans about factorio

VPS

VPS using

AI Agents: Understanding Modern LLM Systems

A comprehensive guide to AI agents, covering evaluation, embeddings, RAG, and human-in-the-loop systems

Org Mode

Use org mode to org life

Beancount Setup

Use Beancount to track transaction

Doom Emacs Startup

Use emacs to manage the todo list, replace nvim. Use the org mode to post blog.

Supplements

Some supplements I take.

shacn guide

start to use shacn

The importance of social interaction

Can ppl know themselves deeper by themselves?

tgbot setup

Setup a telegram bot for my own use