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28 posts tagged with "ai"

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Any Tracker: Concept, Value Proposition, Business Model, and Technical Architecture

· 5 min read
Max Kaido
Architect

1. General Concept

Any Tracker is a Telegram mini-app designed for tracking nootropics, stimulants, supplements, and any substances without censorship or bias. Initially created for personal use, it has the potential to be offered to a wider audience, including darknet marketplaces.

Core Idea – the user agrees only to one action: tracking. The system analyzes their data in real-time and suggests the most likely sequence of next steps, maximizing execution probability and optimizing personal metrics.

When AI Learns to Be Mediocre: A Tale of Feedback Gone Wrong

· 3 min read
Max Kaido
Architect

The Discovery

It started with a simple observation: our fancy trading signal dashboard was showing 31,753 neutral signals, 0 sell signals, and a suspiciously uniform distribution. Something was clearly wrong with our "intelligent" signal generation system.

"That's odd," I thought, "the signals aren't diverse enough 🙂"

Little did I know I was about to uncover one of the most ironic implementations of machine learning I've ever seen.

Incremental Intelligence Stack

· 9 min read
Max Kaido
Architect

Below is a consolidated plan that merges the strongest elements from all the ideas above into one unified, actionable roadmap. The goal is to start simple—ensuring quick wins and immediate value—yet design each piece so it can grow into a more intelligent, adaptive system over time.

Hermes - Crypto News Sentiment Analysis System Development

· 10 min read
Max Kaido
Architect

The Journey: How This Strategy Evolved

Origins and Initial Exploration

This project began with an analysis of the original blog post on crypto news sentiment analysis, which outlined three fundamental approaches to quantifying news impact on cryptocurrency markets:

  1. Source-Specific Impact Measurement: Tracking specific influencers/sources and measuring their historical market impact
  2. Topic-Based Sensitivity Analysis: Categorizing news by topic and measuring market sensitivity to different categories
  3. Narrative Lifecycle Analysis: Treating market narratives as living entities with lifecycles, tracking how they emerge, peak, and fade

The post expanded these into three implementation methodologies:

  1. Multi-Source Sentiment Analysis with Historical Correlation
  2. Topic-Based Market Impact Analysis
  3. Network Effect & Propagation Analysis