Practice
Catch an Agent Citing Papers Its Tools Never Returned
sovereign-agent's research example checks every arXiv ID in the agent's report against what its search tool returned. Read the audit, run it, and measure fabrication rates.
7 min read
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Worked examples and arguments about AI systems: how they work, implementation choices, evaluation, costs, failures and what they change about organizations.
Build a workflow around your coding agent. The dark software factory workshop connects the explanations to one runnable application, acceptance checks and a release decision.
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Practice
Clean an Eval Set With a Coding Agent, Then Prove It Dropped Nothing
An eval set merged from three sources has mixed label spellings, near-duplicate prompts and empty references. A coding agent will tidy it. Three counts, computed by your own script, show whether it dropped a row that would fake a gain.
8 min read
Practice
Using a Coding Agent on Research Code: Ask Where the Expected Values Came From
An agent can refactor an eval script and pass every test because it rewrote the expected values. A short guide to using Claude Code or any coding agent on research code and take-homes, built around that check.
7 min read
