Applied AI engineerSoftware / Systems / Notes
Vedant
Andhale.
Applied AI engineer at agntworks.ai, building enterprise AI systems for
pricing, inventory and revenue intelligence.
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FocusPricing / Inventory / Revenue intelligence
Background & experience ↗Shipment decisions with deterministic rules, an LLM second opinion and a human override history.
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A Python salary-data pipeline with a custom Nuxt parser, HTML fallback and automated batch processing.
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A grape-leaf classifier inside WhatsApp, with English, Hindi and Marathi response flows. Research prototype.
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A Power BI report exploring 75,000+ complaints across products, regions and time.
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One Python call to load local or cloud files into pandas, without repeating file-loading code.
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Reader activity, discussion and freshness shape what rises here. Vedant suggests always gets priority.
Useful log events identify the operation, outcome and correlation context without copying the whole request.
Blog
· · Python, Observability
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Short engineering notes with enough context to be useful after the original problem has been forgotten.
Blog
· · Notebook
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Let the browser decide when a focus indicator is needed, and keep a visible fallback.
TIL
· · CSS, Accessibility
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A focused way to build a useful map of a repository without reading every file first.
Blog
· · Engineering, Code reading
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Units, state and domain meaning make names useful; extra syllables alone do not.
Blog
· · Code quality, Python
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The build contract behind this Hugo portfolio: pinned inputs, explicit environments and generated HTML.
Blog
· · Hugo, Web, Builds
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Use keys_unsorted for convenient inspection; use an array when the order is part of the data.
TIL
· · jq, CLI
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Separate unstaging a file from discarding working-tree edits with git restore.
TIL
· · Git
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A practical approach to reproductions, hypotheses and boundary checks when stepping through the process is not available.
Blog
· · Debugging, Python
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Cache keys, stale data and invalidation are part of the result contract, not just performance settings.
Blog
· · Backend, Caching
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TypeScript can narrow checked values, but external JSON still needs runtime validation.
Blog
· · TypeScript, APIs
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Why this site uses generated pages, with small interactive features added where they help.
Blog
· · Hugo, Web, Search
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Questions to ask before adding a package, beyond whether it saves a few lines today.
Blog
· · Engineering, Dependencies
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An expand-and-contract example for schema changes that must work while application versions overlap.
Blog
· · SQL, Backend
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How to scope a useful internal tool: one input, one outcome, explicit failures and a short path to feedback.
Blog · Vedant suggests
· · Engineering, Tools
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