Brent Ho · 2 active projects · 1 case in progress

Evidence-led independent work.

Case studies, working notes, and a professional dossier covering AI & learning, work & organisations, and language & judgment.

Selected cases

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Experiment·AI & learning · Language & judgment

PLACEHOLDER — Does explicit sampling widen the useful search space of an LLM?

Placeholder Case. Real content, evidence, and artefacts will land here after the first BN voice pass.

Question

Does explicit sampling widen the useful search space of an LLM, and under what conditions does that improve the final answer?

Method

prompt-condition matrix · blind evaluation · candidate-set coverage measurement

Output

PLACEHOLDER — pending voice pass.

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Experiment·AI & learning

PLACEHOLDER — second flagship Case

Placeholder slot. A real Case will land here once the first voice pass ships.

Question

Reserved slot. A real bounded investigation will land here.

Method

method pending

Output

PLACEHOLDER — pending voice pass.

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Postmortem·Work & organisations

PLACEHOLDER — third flagship Case

Placeholder slot. A real Case will land here once the first voice pass ships.

Question

Reserved slot. A real bounded investigation will land here.

Method

method pending

Output

PLACEHOLDER — pending voice pass.

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Research territories

AI & learning

How non-technical people acquire real capability through AI-assisted problem-solving, and where borrowed clarity fails.

Work & organisations

What work actually requires, where job descriptions drift from the work, and what scale amplifies rather than repairs.

Language & judgment

How language reveals or conceals judgment, and what an authorship-visible voice looks like under LLM assistance.

Projects

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Active research·Language & judgment · AI & learning

Less Typical

Independent research practice on language, judgment, representation, and tacit expertise. Parent site of methods referenced from BrentNotes.

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Experimental·Language & judgment · AI & learning

whenshouldi.com

Experimental conversational decision-support project. Built from LT-related methods to study how language transforms experience into rules, thresholds, identities, predictions, and recursive thought.

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Recent notes

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  1. 21 August 2026 · Method note

    PLACEHOLDER — Claim Card template note

    Placeholder Note demonstrating the Claim Card subset adopted from the Publication OS.

Working with Brent

Looking for evidence-led judgment on AI, learning, or work? Start with the CV, then follow the cases back to artefacts.