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AI-native software, verification, audit trails और public rigor पर AmanERP की engineering notes।

Two nearly identical abstract control panels sit side by side, differentiated only by a small shape difference.

ENTERPRISE UX

Cognitive Load Is the Real Enterprise Software Killer

Mode confusion cost Citibank $500M and has killed aircraft. The same named failure class lives in enterprise software. Here is the design rule that prevents it.

Niraj Kumar2026-06-037 min read

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A minimal terminal card showing a pathspec git commit stopped by a pre-commit check reporting unstaged lines.

AI-NATIVE VERIFICATION

git commit -- file.go Doesn't Limit Scope. It Does the Opposite.

git commit pathspec re-stages the file's whole working tree. With parallel AI agents sharing one git index, that means ghost commits. Here's the fix.

Niraj Kumar2026-06-026 min read

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