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How I Built a Multi-Agent System for Interrupted Time Series Analysis (ITSA)

Table of contents ITSA and why it matters A brief introduction ITSA assumptions and when to use it (and when you shouldn’t) Why a multi-agent system to run ITSA? ITSAgentic: an AI product to run Interrupted Time Series Analysis The importance of exposure share Encoding diagnostic checks for the main assumptions Are the results and …

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ai is deciding medicare coverage

AI Is Deciding Medicare Coverage · Hanh D. Brown

Short answer Is AI deciding Medicare coverage? AI is not deciding Medicare coverage on its own. Medicare runs a pilot using artificial intelligence to review some prior authorization requests in six states, covering Original Medicare only. Under Medicare Advantage a licensed clinician must review any denial based on medical necessity. Medicare began an experiment this …

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Gemini 3.8 Live & Gemini 3.8 Live Extended Thinking

Today, we’re introducing two new models that bring advancements in near real-time reasoning to more effectively enable voice agents and make conversing with AI feel more intuitive and intelligent. Gemini 3.8 Live: Built for scale and cost efficiency, combining conversational intelligence with fluid dialogue and visual grounding. Gemini 3.8 Live Extended Thinking: Built for high-complexity …

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How to Build Consistent Designs with Claude Code

Creating consistent designs throughout your application seems like a very trivial task that you can achieve with coding agents. However, if most of your code is written by coding agents, I believe this can quickly turn into an application with a lot of different design elements if you don’t pay close attention to exactly how …

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what the machine cannot say

What the machine simply cannot ever manage to say to you · Hanh D. Brown

The sentence is not about loss. Loss has already been described too well by too many machines trained on too much literature. The sentence is about the cadence my mother sang while she cooked. I do not remember the words. I remember the cadence. IN THIS ESSAY 01The category is embodied continuity, not autobiography, the …

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7 Python Best Practices Senior Developers Follow (That Beginners Often Miss)

Here’s a function most reviewers would wave through. It fetches some orders, calls an API, logs a line, returns a result, and every test on the happy path passes. It also builds its own HTTP client, waits on the network forever, and logs “processing failed” with no way to tell which job. And there’s no …

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On writing like you genuinely mean every single word · Hanh D. Brown

ContentsThe decision before the sentence#What the decision actually is#Why the verbs give it away#The drafts in the almost folder#A practice, not a rule# The decision before the sentence# Before a writer commits to a sentence, they have to commit to a position. Most don’t. They write the sentence first and hope the position emerges from …

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The other twenty years of a long working life ahead · Hanh D. Brown

I have been a real estate investor for eighteen years. My first home was in Plymouth, Michigan, in 2008. Since then I have moved into multi-family. I started building with AI when ChatGPT shipped in November 2022. The first practice is far older than the second, and it is teaching the second most of what …

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