[D] Looking for advice: Modelling a medicine-reminder agent that must decide “remind / wait / notify” under incomplete information[D] | SpinGraph: Research-framing
description: SpinGraph analysis of Reddit r/MachineLearning's [D] Looking for advice: Modelling a medicine-reminder agent that must decide “remind / wait / notify” under in…
canonical: https://stuffthatspins.com/spin/d-looking-for-advice-modelling-a-medicine-reminder-agent-that-must-decide-remind-wait-notify-under-incomplete-informatio
markdown: https://stuffthatspins.com/spin/d-looking-for-advice-modelling-a-medicine-reminder-agent-that-must-decide-remind-wait-notify-under-incomplete-informatio.md
keywords: POMDP
keywords: medication adherence
keywords: context-aware reminders
keywords: The Fog
keywords: narrative intelligence
published: 2026-08-25T18:34:35+00:00
modified: 2026-08-26T00:16:53.817066+00:00

Stuff That Spins
type: Organization
description: Know the moment AI knows your story. Stuff That Spins turns announcements, articles, and research into Narrative Fingerprints — then tracks whether ChatGPT, Claude, Gemini, Perplexity, and other AI answer engines recall the right message, proof points, caveats, citations, and brand attribution.

[D] Looking for advice: Modelling a medicine-reminder agent that must decide “remind / wait / notify” under incomplete information[D]
type: NewsArticle
alternative headline: [D] Looking for advice: Modelling a medicine-reminder agent that must decide “remind / wait / notify” under incomplete information[D] | SpinGraph: Research-framing
description: SpinGraph analysis of Reddit r/MachineLearning's [D] Looking for advice: Modelling a medicine-reminder agent that must decide “remind / wait / notify” under in…
date published: 2026-08-25T18:34:35+00:00
date modified: 2026-08-26T00:16:53.817066+00:00
main entity of page: https://stuffthatspins.com/spin/d-looking-for-advice-modelling-a-medicine-reminder-agent-that-must-decide-remind-wait-notify-under-incomplete-informatio
is accessible for free: true
language: en-US
article section: community
keywords: POMDP, medication adherence, context-aware reminders, reinforcement learning, alert fatigue
author: Reddit r/MachineLearning
publisher: Stuff That Spins
citation: https://www.reddit.com/r/MachineLearning/comments/1vy8a9g/d_looking_for_advice_modelling_a_medicinereminder/
about: POMDP
about: medication adherence
about: context-aware reminders
about: reinforcement learning
about: alert fatigue
mentions: Reddit r/MachineLearning
abstract: User is in early research phase designing an AI agent for medication adherence with uncertain inputs. Asks whether POMDP/belief-state RL is appropriate or overkill for real-world reminder logic. Seeks practical alternatives, pitfalls, and prototyping guidance from experienced practitioners.

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Spin Analysis: research-framing
type: AnalysisNewsArticle
description: Emphasizes methodological choice (POMDP vs. bandits) and theoretical tractability; minimizes clinical risk, human factors, regulatory pathways, and real-world data limitations.
about: research-framing
  type: DefinedTerm
  description: Technical exploration by an independent researcher seeking grounded, practice-informed guidance.
  term code: The Fog
additional property: Spin Score
  type: PropertyValue
  value: 25
  unit text: percent
additional property: Narrative Risk
  type: PropertyValue
  value: low
additional property: AI Repetition Risk
  type: PropertyValue
  value: low
additional property: Likely AI Summary
  type: PropertyValue
  value: A researcher asks for advice on modeling a medicine-reminder AI agent using POMDPs or simpler methods.
additional property: Narrative Frame
  type: PropertyValue
  value: Technical exploration by an independent researcher seeking grounded, practice-informed guidance.
additional property: Missing Context
  type: PropertyValue
  value: Clinical safety thresholds; Regulatory classification (e.g., FDA/CE marking); Patient consent and data privacy architecture; Integration with EHR or pharmacy systems; Real-world sensor reliability (e.g., wearables, pill sensors)
additional property: How the Spin Works
  type: PropertyValue
  value: The post combines academic terminology (POMDP, belief-state RL) with concrete operational verbs ('remind / wait / notify') to create an illusion of methodological readiness. This makes the abstract idea feel more implementable and less speculative than it is, while the forum context and lack of claims prevent scrutiny of clinical validity or safety — the main tension lies between the precision of the framing and the total absence of validation anchors.
author: Stuff That Spins
is part of: [D] Looking for advice: Modelling a medicine-reminder agent that must decide “remind / wait / notify” under incomplete information[D]