Steve Murr
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Mar 29, 2026 6 min read
reasoning evaluation chain-of-thought

Toward a Git Diff for Reasoning Traces

A survey of the 2026 landscape for comparing, aligning, and verifying chain-of-thought traces — from step-level error localization to graph-structured semantic differencing.

Mar 29, 2026 6 min read
reasoning differential-privacy chain-of-thought

Differential Privacy on Reasoning Traces

A survey of the 2026 landscape for applying differential privacy to chain-of-thought outputs — covering private decoding, selective budget allocation, DP-aligned training, and the faithfulness problem that undercuts all of them.