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10/19/2026
A fresh coat of paint can hide expensive problems. Use this room-by-room checklist to inspect a resale home for structural, damp, plumbing, electrical and paperwork issues before you sign.
By Muhammad Wilayat Shah
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10/18/2026
Duplicate listings waste buyer attention and poison analytics. Build an AI-assisted pipeline that fingerprints exact matches, scores near-duplicates with embeddings and photo hashes, and routes borderline pairs to review.
By Muhammad Wilayat Shah
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10/16/2026
Stop PropTech chatbots from inventing prices or availability. Retrieve listing facts from PostgreSQL, ground the LLM prompt, refuse when data is missing, and evaluate before you ship.
By Muhammad Wilayat Shah
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10/16/2026
Off-plan property can lock in a great price, or lock up your money for years. Use these 10 due diligence checks on the developer, land, approvals, payments, and contract before you pay a deposit.
By Muhammad Wilayat Shah
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10/14/2026
Don't buy a rental on a feeling. This step-by-step guide shows how to estimate real rent, list every expense, and calculate NOI, cap rate, cash flow, and cash-on-cash return so you can spot a good deal before you sign.
By Muhammad Wilayat Shah
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