SwankyForge
SwankyForge
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ASRNLPPipelines3 months

Jet Tracker

Public ATC audio to tail numbers, ownership inference, and destination likelihood for market signals.

Airplane cockpit instruments
Audio waveform visualization

Challenge

ATC audio noise, aviation phraseology, abbreviations, and multiple call sign formats complicated entity extraction and reconciliation.

Solution

Streaming capture with segmentation, Whisper API with aviation prompts, normalization of call signs and tail numbers, entity resolution against public registries and ADS-B history, and a scoring layer that outputs ownership and route probabilities via an internal API.

Results

Real-time feed of identified business jets from public radio traffic

Aircraft-to-operator resolution based on historical flight patterns

Signal API for traders with confidence-ranked destination likelihoods

Tech Stack

PythonWhisper APIFFmpegApache KafkaApache FlinkPostgreSQLRedisFastAPIspaCy

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