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    Neo4j knowledge graph of weather events across Pakistan and neighbouring countries, built from Open-Meteo data with Cypher analytics for rainfall, extremes, vulnerability and cross-border signals.

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    LLM evaluation harness for testing explanation faithfulness under controlled biased and unbiased interventions using Inspect AI.

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    Script or language? A controlled probe of multilingual representation using Punjabi's Gurmukhi and Shahmukhi scripts. Work in progress.

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