Real-time aviation Pirep dashboard built on Cloudflare Workers and D1

Name: Real-time aviation Pirep dashboard built on Cloudflare Workers and D1
Availability: InStock
Author: jerr9185

by jerr9185·Apr 17, 2026·1 point·0 comments

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AI Analysis

●●SolidNiche GemBig Brain

Temporal-decay algorithm weights recent pilot reports over stale data in Telegram bot.

Strengths

•Exponential decay formula dynamically adjusts lambda based on time-of-day conditions
•Troll filtering reduces outlier report weight when deviating from peer consensus
•Telegram integration reduces reporting friction to three taps during flight

Weaknesses

•Extremely narrow audience limited to one flight school's practice areas
•No Windows or web dashboard, Telegram-only limits accessibility for some pilots

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