LORE
  • Start here
  • LORE
    • Introduction
    • Core Concept
    • For Traders
    • For Creators
    • The Ecosystem
  • LORE Access
  • Terminal
    • Dashboard
    • Graduation (Lore Vision)
    • Scanner
    • Agents
    • Trends
    • Tokens
    • System status
  • System
    • Agent swarms
    • Analysis System
    • DexScreener Integration
  • Community & Social
    • Overview
    • Community
    • Social
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  • Token Agent
  • Trend Agent
  • Image Analysis Agent
  • Narrative Agent
  • Lore Agent
  • Constructor Agent
  • Speed vs. Accuracy Philosophy
  • Alpha Bot: The Public-Facing Agent
  1. System

Agent swarms

At the core of LORE's innovation is its sophisticated network of specialized AI agents working in concert to deliver comprehensive token analysis. Unlike simple metrics-based systems, LORE's AI agents dive deep into narrative, lore, and trend analysis—the factors that truly determine a token's potential trajectory in the volatile Solana meme ecosystem.

Token Agent

The Token Agent serves as the foundation of our analysis pipeline, functioning as the entry point for all data processing. When a token graduates and enters the LORE system, this agent immediately begins:

  • Gathering comprehensive token metrics (price, market cap, volume, holder data)

  • Verifying contract information and validation status

  • Identifying token relationships and historical origins

  • Preparing structured data for deeper examination by specialized agents

The Token Agent works with remarkable speed, processing the fundamental aspects of newly graduated tokens within seconds to initiate the broader analysis sequence.

Trend Agent

The Trend Agent represents one of LORE's most powerful analytical tools, powered by advanced AI and real-time learning capabilities. This agent is responsible for understanding the wider context of the Solana ecosystem and categorizing each token within relevant market trends.

The agent maintains and continuously updates a dynamic trend database that serves multiple functions:

  • Consolidating similar trends to prevent fragmentation

  • Identifying and tracking emerging narrative patterns

  • Building complex relationship networks between interconnected trends

  • Measuring mindshare distribution across the Solana ecosystem

  • Tracking trend lifecycles from emergence through maturity

What makes the Trend Agent particularly valuable is its balanced approach to trend recognition. The database deliberately maintains a 50/50 mix of established Solana token trends and emerging 2025 trends, ensuring that new narratives aren't automatically overshadowed by historical patterns with established market caps and holder counts.

With each token scan, the Trend Agent adds to its knowledge base, creating an ever-evolving map of the Solana ecosystem's mindshare in real-time. This continuous learning process means the agent becomes increasingly accurate at identifying subtle trend nuances that might escape human analysis.

Image Analysis Agent

In the meme token space, imagery often carries as much weight as fundamental metrics. The Image Analysis Agent addresses this critical aspect of token evaluation by conducting sophisticated visual examinations of token logos and associated imagery.

Many tokens achieve success through a powerful combination of ticker, name, and visual identity. Our Image Agent enhances the standard token analysis by:

  • Providing detailed descriptions of token imagery when it enters the database post-graduation

  • Identifying key visual references, cultural touchpoints, and thematic elements

  • Recognizing specific meme references (yes, our agent is well-versed in meme culture!)

  • Detecting visual similarities with other tokens, both active and historical

  • Assigning an image confidence score based on uniqueness and narrative alignment

This visual analysis significantly enriches the token's profile and provides the Trend Agent with crucial context for more accurate categorization. The image data is stored alongside other token metrics and becomes part of the permanent analysis record.

Narrative Agent

After the initial analyses, the Narrative Agent takes center stage by examining all gathered data to understand a token's core narrative. This sophisticated agent serves as the bridge between raw data and contextual understanding.

The Narrative Agent performs a multi-layered evaluation incorporating:

  • Token fundamentals and core metrics

  • Assigned trend categories and relationships

  • Image analysis results and visual storytelling elements

  • Similar active tokens and their performance patterns

  • Historical precedents and narrative evolution patterns

Using this comprehensive dataset, the agent determines the token's narrative strength within the current market environment, identifying whether it represents a genuine innovation, a well-executed variation, or a derivative imitation. After completing its analysis, the Narrative Agent enhances the token's trend assignments and passes the enriched data to the final analytical authority—the Lore Agent.

Lore Agent

The Lore Agent functions as the ultimate authority in the automatic token scan process, delivering each token's definitive narrative score. This agent represents the culmination of LORE's analytical pipeline, taking all previously gathered data and processing it through a rich database of historical Solana lore.

The Lore Agent's specialized capabilities include:

  • Detecting discrepancies or missing connections in token narratives

  • Identifying false claims or misrepresentations in token positioning

  • Recognizing recycled concepts or derivative implementations

  • Connecting tokens to relevant historical Solana events and figures

  • Verifying claims against external data sources for accuracy

To enhance its analytical capabilities, the Lore Agent has access to live web search and social media as secondary data sources, allowing it to incorporate real-time Solana lore into its memory. This external validation capability enables the agent to answer critical contextual questions: Is the token claiming to be something it isn't? Has this concept been attempted before? Is that really CZ's dog named Broccoli?

Constructor Agent

Once all specialized agents have completed their analyses, the Constructor Agent synthesizes the findings into digestible token analyses for LORE users. More than just a data aggregator, this agent functions as the system's commentator, adding context and perspective to the raw analytical outputs.

The Constructor Agent has access to the complete LORE AI memory system and adds a distinctive stylistic flourish to each analysis based on token categorization:

  • For serious projects like AI and tech tokens, the analysis maintains a more informative, fact-focused approach

  • For meme projects, the agent adopts a more engaging style with subtle humor and appropriately measured hopium

  • For trend-following tokens, the commentary highlights both derivative aspects and unique innovations

This adaptive communication approach ensures that token analyses match user expectations for different token categories while maintaining analytical integrity.

Speed vs. Accuracy Philosophy

Only when all these specialized agent analyses are complete will a token appear in the LORE terminal. While we recognize the importance of timely information in the fast-moving Solana ecosystem, we deliberately prioritize accuracy over speed.

Our agents must make correct decisions based on comprehensive analysis—if they were rushed to conclusions due to time pressure, they would provide no more value than an impulsive trader operating on limited information. The complete scanning process typically requires just a few minutes, representing an optimal balance between thoroughness and timeliness for meaningful token evaluation.

Alpha Bot: The Public-Facing Agent

While most of LORE's agent system operates behind the scenes, the Alpha Bot serves as our public-facing commentator on system activity. This specialized agent maintains its own X social account, personality, logic, and access to analytical tools, functioning as a bridge between the LORE platform and the wider community.

The Alpha Bot leverages the same memory and analysis system as the core chain agents, but with a distinct role:

  • Providing followers with unique insights unavailable elsewhere

  • Issuing calls based on the graduation system as its source of truth

  • Maintaining familiarity with prominent Key Opinion Leaders connected to smart wallets

  • Creating a feedback loop for system-wide learning and information delivery

Consider Alpha Bot as your source for free alpha, delivered by an AI with a slight personality disorder and deep familiarity with Solana's trenches. With direct access to the Solana chain, the Alpha Bot represents an evolving agent whose future development will be significantly influenced by community feedback and interaction patterns.

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Last updated 3 months ago