Pipeline Control

Select MXF broadcast recordings, run the 11-stage analysis pipeline, and monitor AI agents as they extract athletes, detect clips, and generate structured metadata in real-time. Read the full guide →

MXF Files

MXF FILES (0/0 selected)

No files added. Click "+ ADD FILE" to add MXF files.

idle

Progress

PIPELINE STATUS

Ready. Select MXF files and start the pipeline.

11-STAGE PIPELINE

1Frame ExtractionExtracts 1fps JPEG frames from MXF broadcast using ffmpegffmpeg

2Scene ClassificationCLIP ViT-B/32 classifies each frame into 16 scene typesCLIP ViT-B/32

3OCR ExtractionRapidOCR (PP-OCRv4) extracts text from broadcast overlaysRapidOCR (ONNX)

4Overlay ReadingRule-based parsers structure raw OCR into typed fields (names, times, scores). VLM fallback on ambiguous frames (~5%)Rule-based + Qwen3-VL-8B

5Roster Cross-referenceFuzzy-matches extracted athlete names against canonical roster across 24 federationsFuzzy match

6State MachineTracks broadcast state transitions: preshow, start, run, replay, standings, finishState machine

7Cut PolicyDetermines clip IN/OUT points from state transitions and GFX boundariesRule-based

8Clip CreationAssembles clip metadata with athlete, type, timecodes, and frame ranges—

9Clip ScoringScores each clip 0.0-1.0 by editorial value, completeness, and data richnessScoring engine

10ExportWrites clip files, thumbnails, and metadata to output directory—

11Report GenerationGenerates structured JSON report with full scan results and statistics—

Agent Status

8 specialized AI agents work together over IRC to analyze the broadcast. Each agent handles a specific task in the pipeline and reports progress in real-time.

AGT-001

STANDBY

Scene Analyst

CLIP scene classification

AGT-002

STANDBY

OCR Reader

Text extraction (RapidOCR PP-OCRv4)

AGT-003

STANDBY

Vision Scout

Frame analysis (Qwen3-VL)

AGT-004

STANDBY

Roster Keeper

Athlete matching (Qwen3-VL)

AGT-005

STANDBY

Clip Director

Clip boundaries (Qwen3-VL)

AGT-006

STANDBY

Editorial Judge

Clip scoring (Qwen3-VL)

AGT-007

STANDBY

Quality Auditor

Quality audit (Qwen3-VL)

AGT-008

STANDBY

Training Bot

Training data collection

Pipeline Log

PIPELINE LOG0 entries

Waiting for pipeline activity...