Autonomous Spam Detection

The Autonomous Spam Detection module within MyAgent provides real-time, intelligent protection against malicious, irrelevant, or disruptive content—preserving the quality of communication in fast-moving Telegram groups and channels. Unlike traditional bots that rely on static keyword blacklists or rigid heuristics, MyAgent leverages AI-driven context awareness, allowing it to understand spam within the unique context of each project it is deployed in.

This includes support for both textual and visual spam detection, enabling full-spectrum coverage across user-generated content.

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Core Capabilities

Context-Aware Textual Spam Detection

MyAgent uses project-specific data to build a semantic understanding of what constitutes acceptable vs. unwanted text-based content. This includes irrelevant promotions, phishing attempts, scam bait, impersonation, and generic "noise."

• Detects spam based on intent, structure, repetition, and phrasing

• Recognizes shill messages, wallet drainer links, and unauthenticated partner claims

• Applies different thresholds for user types (e.g., newcomers vs. verified members)

• Responds with warning, mute, or removal actions based on escalation protocol

Intelligent Image-Based Spam Filtering

To combat image-based spam and visual payload attacks, MyAgent includes a robust image classification pipeline.

• Scans for harmful or repetitive images (e.g., QR phishing, duplicate promotions)

• Recognizes watermark abuse, mass-forwarded meme spam, or unrelated media content

• Detects image-caption manipulation and disinformation tactics

• Auto-removes or flags suspect images for admin review

Project-Specific Context Embedding

Spam detection logic is trained and adapted to the community and project context in which the bot is deployed. A message deemed spam in one community may be permitted in another — MyAgent accounts for this by embedding contextual filters unique to each deployment.

• Dynamically adjusts spam thresholds based on prior data and interaction trends

• Continuously refines its filters through real-time feedback and moderator actions

• Automatically ignores safe-listed terms, partner projects, or approved promotional formats

Zero-Command Autonomous Enforcement

Unlike traditional moderation bots that rely on admin commands or limited triggers, MyAgent acts fully autonomously. It evaluates all messages in real-time and takes appropriate action without manual intervention.

• Flags or deletes messages instantly based on severity

• Notifies violators with a brand-aligned response

• Escalates ambiguous cases based on pre-configured logic

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Configuration Options

Admins can customize spam detection parameters through the Agently dashboard:

• Define what constitutes spam in their own context

• Set language-specific rules for multilingual groups

• Configure action severity (warn, mute, delete, ban)

• Access detailed spam reports and false-positive review logs

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Operational Benefits

• Protects groups from message flooding and low-effort promotion

• Removes dangerous content faster than human moderators

• Reduces administrative burden through self-correcting AI

• Improves community trust and experience by maintaining relevance

• Adjusts and improves over time without reconfiguration