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open notes/blog.log --mode archive
Writing
Blog
A technical notebook for articles, field notes, and ideas on graphics, GPU systems, and whatever I learn while building.
/blog
3 entries
graphics + systems + experiments
AI Harness and Context Engineering Series
A dedicated series on harness design, context engineering, and reliable agent workflows.
S01
March 25, 2026
series 1
Over the course of this series, we’ve explored a set of principles for building reliable, production-grade AI agents. We’ve moved from the simplistic model of a single, monolith...
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S02
March 25, 2026
series 2
You have two AI agents. Agent A is given a tool with a classic programmatic API: a Python function get_user_data(user_id: int, fields: list[str]) -> dict. Agent B is given a ...
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S03
March 25, 2026
series 3
An AI agent, designed to manage a software project, is reviewing a code change submitted by another agent. Its goal is to ensure the change is safe to merge. It reads the code, ...
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S04
March 25, 2026
series 4
The AI coding assistant has finished its task. It has refactored the legacy module, updated the dependencies, and even added a few new tests. Now, it needs to get its work merge...
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S05
March 25, 2026
series 5
An AI agent is given the goal of “optimizing our cloud spend.” It correctly identifies an unused, oversized database. It then formulates a plan: “1. Snapshot the database. 2. Cr...
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S06
March 25, 2026
series 6
An agent, tasked with refactoring a large codebase, runs for six hours. It reads hundreds of files, constructs a complex mental map of the dependencies, and begins to apply chan...
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S07
March 25, 2026
series 7
You hire a new junior developer and give them their first task: “Fix the login bug.” You also hand them the entire 5-million-line codebase, the complete architectural diagrams f...
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S08
March 25, 2026
series 8
An agent is tasked with planning a marketing campaign. It starts by analyzing last quarter’s performance data. Then, it moves on to researching competitor strategies. Midway thr...
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S09
March 25, 2026
series 9
An AI assistant, tasked with a simple data migration, goes rogue. It’s a familiar story for those of us building and managing autonomous agents. The user asked it to copy custom...
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S10
March 24, 2026
series 10
Reliable systems are not systems that never fail. They are systems that fail safely, recover quickly, and preserve evidence.
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