Muzayan Mehmud https://muzayan.com Writing on AI, data science, actuarial science, and building things that matter. en-us Model Lock-in is the New Vendor Lock-in https://muzayan.com/blog/model-lock-in/ https://muzayan.com/blog/model-lock-in/ Sat, 17 Jan 2026 00:00:00 +0000 aitechnologyphilosophy The Unreasonable Effectiveness of Code https://muzayan.com/blog/unreasonable-effectiveness-of-code/ https://muzayan.com/blog/unreasonable-effectiveness-of-code/ Thu, 15 Jan 2026 00:00:00 +0000 aiverbagptproductivity We're Drowning in Tools https://muzayan.com/blog/drowning-in-tools/ https://muzayan.com/blog/drowning-in-tools/ Wed, 14 Jan 2026 00:00:00 +0000 aiproductivityproductphilosophy End-to-End Autonomous Data Analysis https://muzayan.com/blog/end-to-end-autonomous-data-analysis/ https://muzayan.com/blog/end-to-end-autonomous-data-analysis/ Tue, 13 Jan 2026 00:00:00 +0000 aidata-scienceverbagpthealthcaremlrautomation What AI Future Do We Want? https://muzayan.com/blog/what-ai-future-do-we-want/ https://muzayan.com/blog/what-ai-future-do-we-want/ Wed, 07 Jan 2026 00:00:00 +0000 aiphilosophytechnologyproduct Agent Skills in LLMs - A Weather Analysis Case Study https://muzayan.com/blog/agent-skills-weather-analysis/ https://muzayan.com/blog/agent-skills-weather-analysis/ Fri, 26 Dec 2025 00:00:00 +0000 aiagentsdata-scienceverbagpt Coffee & Code - On Accuracy When LLMs Analyze Real-World Data https://muzayan.com/blog/llm-accuracy-real-world-data/ https://muzayan.com/blog/llm-accuracy-real-world-data/ Sun, 21 Dec 2025 00:00:00 +0000 aidata-sciencellmaccuracyverbagpt Welcome to the upside-Down! https://muzayan.com/blog/welcome-to-the-upside-down/ https://muzayan.com/blog/welcome-to-the-upside-down/ Mon, 29 Sep 2025 00:00:00 +0000 The True Cost of Investment Fees - Interactive Calculator https://muzayan.com/blog/investment-fee-calculator/ https://muzayan.com/blog/investment-fee-calculator/ Sat, 27 Sep 2025 00:00:00 +0000 investingpersonal-financefeescompound-interest Brute Force AI https://muzayan.com/blog/brute-force-ai/ https://muzayan.com/blog/brute-force-ai/ Wed, 17 Sep 2025 00:00:00 +0000 aiagentsreasoningcomputeefficiency The Hidden Cognitive Costs of AI-Driven Productivity https://muzayan.com/blog/cognitive-costs-ai-productivity/ https://muzayan.com/blog/cognitive-costs-ai-productivity/ Tue, 16 Sep 2025 00:00:00 +0000 aiproductivitycognitiondecision-making Embracing Uncertainty in Actuarial Practice https://muzayan.com/blog/embracing-uncertainty-actuarial-practice/ https://muzayan.com/blog/embracing-uncertainty-actuarial-practice/ Wed, 15 Jan 2025 00:00:00 +0000 actuarialrisk adjustment Simplifying Risk Adjustment https://muzayan.com/blog/simplifying-risk-adjustment/ https://muzayan.com/blog/simplifying-risk-adjustment/ Wed, 25 Sep 2024 00:00:00 +0000 healthcareactuarialrisk-adjustmentmedicarepolicy Benford's spell and potential application in fighting healthcare fraud https://muzayan.com/blog/benfords-spell-healthcare-fraud/ https://muzayan.com/blog/benfords-spell-healthcare-fraud/ Mon, 17 Jan 2022 00:00:00 +0000 healthcarefraud-detectiondata-sciencebenfords-lawmathematics The Gradient Ascent https://muzayan.com/blog/the-gradient-ascent/ https://muzayan.com/blog/the-gradient-ascent/ Sun, 03 Jan 2021 00:00:00 +0000 aidecision-makingmathematics Automated Machine Learning https://muzayan.com/blog/automated-machine-learning/ https://muzayan.com/blog/automated-machine-learning/ Sat, 14 Nov 2020 00:00:00 +0000 aimachine-learningautomldata-science AI and Healthcare https://muzayan.com/blog/ai-healthcare/ https://muzayan.com/blog/ai-healthcare/ Wed, 12 Feb 2020 00:00:00 +0000 aihealthcaremachine-learningdrug-discoverydiagnosticsmedical-imagingrobotics New Variables for Risk Adjustment https://muzayan.com/blog/new-variables-risk-adjustment/ https://muzayan.com/blog/new-variables-risk-adjustment/ Fri, 26 Jul 2019 00:00:00 +0000 actuarialhealthcarerisk-adjustmentdata-sciencesdoh Long Blog Post https://muzayan.com/blog/long-blog-post/ https://muzayan.com/blog/long-blog-post/ Wed, 29 May 2019 00:00:00 +0000 hellodocusaurus First Blog Post https://muzayan.com/blog/first-blog-post/ https://muzayan.com/blog/first-blog-post/ Tue, 28 May 2019 00:00:00 +0000 holadocusaurus