HELP is an open source video
understanding framework
producing engagement-
optimized videos.

Help is designed to transform long-form content into
viral-ready clips by identifying key moments.
It analyzes visual, audio, and textual data to pinpoint
emotionally resonant segments, then reformats them for
platform-specific optimization.

Harvesting the Human Touch

Human interaction is our richest intelligence source. HELP actively gather insights for specific tasks, where human intuition excels. It's strategic engagement, not passive data collection.

Interaction to Understanding: The Abstract Path

Human interaction is valuable. Abstraction helps us find the important patterns and rules within it, like finding gold.

A Rising Tide Lifts All Agents

Shared insights power our agent network. Each learned piece elevates collective capability. This feedback loop drives us toward true general intelligence.

Encounters Difficulty

ROADBLOCK DETECTION

Triggers

PROCESS PAUSED

Activates

HUMAN EXPERT INTERVENTION

Provides

EXPERT GUIDANCE

Implements

SKILL REFINEMENT

Updates

AGENT IMPROVEMENT

Resumes Operation

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