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The Fifth Elephant 2025 Winter Edition

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How Swiggy builds reliable agentic data co-pilots at scaleAmaresh Marripudi44m
Production system walkthrough of how Swiggy turns plain-English questions into executable, auditable plans: agentic workflows that call validators and SQL…
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the semantic layer your AI needsMayur Singal28m
OpenMetadata claims to become the AI semantic layer by shipping an MCP server that ships with the install and exposes JSON‑schema metadata, lineage and auth so…
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self-serve AI analystPrerit Khandelwal30m
Razorpay’s in-house assistant, DataGaaru, combines a Reasoning Bot that generates and runs SQL against Trino with a Health Metrics Document Generator that runs…
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The causality trap: why your LLM sounds smart but thinks shallowPrasanna Bhogale40m
LLMs pattern-match associations but cannot compute interventions: benchmark shows ~83% accuracy on associations but near-random on interventional/rung‑2…
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Stop querying tables: give AI governed metrics insteadNishant Bangarwa28m
Claim: letting LLMs query raw tables produces hallucinated KPIs (example: AI reports average revenue per order $258 when dashboard shows much higher), misreads…
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Synthetic data that meets enterprise compliance needsDarshan Adiga, Lakshya Daulani23m
An agentic LLM pipeline generates domain-rich, visually realistic enterprise documents using tool calls (charts/tables via image tools, open-source faker…
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Mining digital exhaustS. Anand02h 53m
Workshop shows how to turn personal traces into concrete findings by actually scraping, coding and prompting: uses Chrome DevTools Protocol (CDP) + Playwright…
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Decoding 1951 census: LLMs extract messy tablesAryan Srivastava40m
Digitizes India’s 1951 district handbooks across 40,000 pages by combining fine‑tuned OCR (Tesseract), layout detection (YOLO), and LLM orchestration, batching…
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Live wireframing: lean BI using AIVikram Nayak02h 52m
Claims a wireframe loop cuts dashboard rework and iteration cost by 100x cheaper and replaces guesswork with a six-step, repeatable process that uses LLMs to…
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