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John

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When a Site Blocks Your Scraper, Read the Browser Tab You Already Have Open

When a Site Blocks Your Scraper, Read the Browser Tab You Already Have Open

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6 min read
The Silent 10 Tax: How a Nondeterministic System Prompt Voids Your LLM Prompt Cache

The Silent 10 Tax: How a Nondeterministic System Prompt Voids Your LLM Prompt Cache

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6 min read
A Fair Coin Isn't Enough: When a Perfectly Randomized Experiment Is Impossible to Analyze

A Fair Coin Isn't Enough: When a Perfectly Randomized Experiment Is Impossible to Analyze

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6 min read
Model or Method? Building a Deterministic Lab to Measure an AI Agent Fleet's Own Behavior

Model or Method? Building a Deterministic Lab to Measure an AI Agent Fleet's Own Behavior

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8 min read
How to Stop AI Agent Skills, Hooks, and Cron Jobs from Silently Conflicting Over Where They Run and What Data They Trust

How to Stop AI Agent Skills, Hooks, and Cron Jobs from Silently Conflicting Over Where They Run and What Data They Trust

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6 min read
Do Multiple Personas on One LLM Give Real Diversity, or Do You Need Different Model Families?

Do Multiple Personas on One LLM Give Real Diversity, or Do You Need Different Model Families?

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6 min read
Claude Code '400: no low surrogate in string' on every turn: repairing a permanently broken session transcript

Claude Code '400: no low surrogate in string' on every turn: repairing a permanently broken session transcript

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6 min read
If an LLM Extracts the Inputs, Is Your Deterministic Score Really Deterministic? Stopping Provenance Laundering

If an LLM Extracts the Inputs, Is Your Deterministic Score Really Deterministic? Stopping Provenance Laundering

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7 min read
macOS: nslookup works but curl and Python "Could not resolve host" — the mDNSResponder zombie

macOS: nslookup works but curl and Python "Could not resolve host" — the mDNSResponder zombie

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3 min read
A file-based work-bus for orchestrating a fleet of agent CLIs — coordination without a message broker

A file-based work-bus for orchestrating a fleet of agent CLIs — coordination without a message broker

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5 min read
How to make an AI research agent label facts vs inferences — a deterministic provenance pipeline

How to make an AI research agent label facts vs inferences — a deterministic provenance pipeline

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4 min read
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