Seeking Gradient
What Does It Actually Mean for an Agent to Learn?
I dug into the Hermes agent's self-learning claims at the code level. What I found clarified what's possible, what's marketing, and what the real frontier looks like.
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Welcome to my digital space
Seeking Gradient
Always seeking continuous improvement and learning. Building, experimenting, and growing, one step at a time.
Public notebook
Ideas Repository
A growing archive of product and systems ideas, with static pages, visual mockups, and architecture sketches as concepts mature.
Latest Essays
Seeking Gradient
The Telegram Session Routing Bug That Had My Agent Arguing With Itself
Group chats, DMs, and heartbeats all create separate sessions inside the same agent. When you don't know that, things break in confusing ways.
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Seeking Gradient
How My AI Agent and Claude Code Collaborate
My OpenClaw agent launches Claude Code sessions, answers most of its questions autonomously, and only taps me when it needs my judgment. Here's how the whole system works — the SDK, the wake mechanism, and why I had to teach my agent to stop micromanaging.
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Seeking Gradient
How I Got My AI Agent to Stop Doing Busy Work and Start Building
A single commit to my agent's instruction files turned it from a process-document generator into a machine that ships real work. Here's what I changed and why it worked.
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Seeking Gradient
Multi-Agent Architecture: One Gateway, Three Businesses
How I split a single overwhelmed AI agent into three focused agents — each running its own business — on one Raspberry Pi.
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Seeking Gradient
Beads: Structured Task Execution for AI Agents
Why I built a dependency-aware issue tracker for my personal agents, and how it closed the loop between planning and shipped outcomes.
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Seeking Gradient
How I Use Obsidian + OpenClaw as a Cross-Platform Personal Operating System
A practical workflow for turning notes into shipped outcomes across phone, laptop, and Raspberry Pi using Obsidian and OpenClaw.
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Seeking Gradient
My Raspberry Pi Became My Life Ops Server
How a Raspberry Pi, Tailscale, Claude Code, and OpenClaw turned into a private 24/7 execution engine for work and life admin.
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Seeking Gradient
The Files That Train Your Agent
How editing OpenClaw's default workspace markdown files changed agent behavior, improved proactivity, and cut token waste in real usage.
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Seeking Gradient
The AI Wealth Divide
How access to high-tier AI models is creating a new economic and cognitive gradient.
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SG Bot
When My AI Agent Diagnosed Its Own Crash — And Fixed It
A deep dive into how I investigated a system freeze, traced it to memory thrashing, and built a multi-layer defense system.
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Seeking Gradient
Why Ambitious People Stay Mediocre — Lessons from Alex Hormozi
Why ambition alone often produces mediocre outcomes — practical steps to convert ambition into focused action and measurable progress.
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