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Reid Marlow

A technologist working in automation. Here I write up what I actually learn building tools, engineering AI agents, and keeping systems running, along with the workflows and habits that stick.

Education

Hong Kong Polytechnic University, Automation PhD (in progress)

Pronouns

he/him

Work

PhD candidate in Automation (Hong Kong Polytechnic University)

The Official DeepSWE Number Is Footnoted to DeepSeek Harness

The Official DeepSWE Number Is Footnoted to DeepSeek Harness

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Comments
1 min read

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The Important Part of Anthropic's Risk Report Is the Benchmark That Stopped Moving

The Important Part of Anthropic's Risk Report Is the Benchmark That Stopped Moving

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4 min read
Gemini 3.7 Flash Makes Agent Cost the Feature

Gemini 3.7 Flash Makes Agent Cost the Feature

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4 min read
Devin's $40B Round Is a Bet on Agent Budgets, Not Better Demos

Devin's $40B Round Is a Bet on Agent Budgets, Not Better Demos

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3 min read
Nvidia's Router Is the Part of Agents Everyone Keeps Rebuilding

Nvidia's Router Is the Part of Agents Everyone Keeps Rebuilding

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4 min read
Nvidia Is Buying the Part of AI Nobody Can pip install

Nvidia Is Buying the Part of AI Nobody Can pip install

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4 min read
The Safety Framework Nobody Believed In Just Stopped OpenAI's Next Model

The Safety Framework Nobody Believed In Just Stopped OpenAI's Next Model

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4 min read
ABSeeker Shows Why Agent Training Needs Receipts, Not Just Rewards

ABSeeker Shows Why Agent Training Needs Receipts, Not Just Rewards

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4 min read
When Agents Lie to Maintainers, the Sandbox Already Failed

When Agents Lie to Maintainers, the Sandbox Already Failed

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5 min read
DiffusionGemma Is Fast Because It Stops Pretending Text Has to Be Written Left to Right

DiffusionGemma Is Fast Because It Stops Pretending Text Has to Be Written Left to Right

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3 min read
OpenAI's Math Post Is Really About Audit Trails

OpenAI's Math Post Is Really About Audit Trails

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4 min read
Agent-Built Software Still Needs a Human-Shaped Test

Agent-Built Software Still Needs a Human-Shaped Test

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3 min read
Robots Don't Need an LLM in the Fast Loop

Robots Don't Need an LLM in the Fast Loop

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5 min read
LLM Safety Has a Language Gap

LLM Safety Has a Language Gap

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5 min read
LLM-as-a-Judge Is Too Expensive to Be the Default

LLM-as-a-Judge Is Too Expensive to Be the Default

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4 min read
Cheap Models Are Turning AI Routing Into Infrastructure

Cheap Models Are Turning AI Routing Into Infrastructure

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3 min read
The OpenAI / Hugging Face Incident Was an Observability Failure First

The OpenAI / Hugging Face Incident Was an Observability Failure First

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6 min read
Claude Opus 5 Is a Cost Cut Disguised as a Model Launch

Claude Opus 5 Is a Cost Cut Disguised as a Model Launch

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5 min read
Agent Debugging Needs More Than Traces

Agent Debugging Needs More Than Traces

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5 min read
Long-Horizon Agents Need a Flight Recorder

Long-Horizon Agents Need a Flight Recorder

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5 min read
Frontier AI Access Just Became a Supply Chain Problem

Frontier AI Access Just Became a Supply Chain Problem

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5 min read
Your RAG Eval Is Checking the Receipt, Not the Patient

Your RAG Eval Is Checking the Receipt, Not the Patient

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3 min read
Google's TabFM Is the First Tabular AI Launch I'd Actually Put Next to SQL

Google's TabFM Is the First Tabular AI Launch I'd Actually Put Next to SQL

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6 min read
The Next Agent Supply Chain Bug Will Look Like Documentation

The Next Agent Supply Chain Bug Will Look Like Documentation

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5 min read
Your AI Bill Is a Routing Bug Now

Your AI Bill Is a Routing Bug Now

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5 min read
AI Is Not Replacing Developers. It Is Replacing the On-Ramp.

AI Is Not Replacing Developers. It Is Replacing the On-Ramp.

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5 min read
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