Work

The research, open to inspection.

Selected work shows the question investigated, the evidence examined, and the reasoning behind the conclusions.

Selected work.

AI Benchmarks and Reliable Professional Performance

A review of what benchmark results establish, where workplace prediction remains uncertain, and how source verification changes the conclusion.

Research memo, 25-claim evidence matrix, source map, and verification notes.

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AI Benchmark Evaluation

What Controlled Tests Establish About Capability and Reliability

A five-source synthesis examining what benchmark scores support, what aggregate results leave unmeasured, and what further evidence is needed before testing expands into operational use.

  • Decision-focused research memo
  • Evidence matrix
  • Annotated primary sources
  • Explicit limits and unresolved discrepancy
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The reasoning alongside the result.

Each sample identifies its scope, presents the findings, and provides a source trail. Limitations and unresolved questions appear with the conclusions.

Both pieces are independent demonstrations. Neither is presented as commissioned client work.

Read the research method