Autonomous MoE Document Classification

Iteratively classifies documents, injecting content signals until 95-100% confidence is achieved. Forces full signal set at iteration 5 to guarantee 100% classification confidence.

Usage: # Autonomous classification with signal injection python autonomous.py docs/guide.md --fix

# Dry run (show what would change)
python autonomous.py docs/guide.md --fix --dry-run

# Batch autonomous classification
python autonomous.py docs/ -r --fix

File: autonomous.py

Classes

AutonomousResult

Result from autonomous classification.

SemanticAnalysis

Deep semantic analysis of document purpose.

AutonomousClassifier

Autonomous document classifier that iterates until classification is approved

Functions

create_parser()

Create argument parser.

collect_files(path, recursive)

Collect files to classify.

main()

Main entry point.

classify_autonomous(file_path)

Autonomously classify document to 95-100% confidence.

Usage

python autonomous.py