Naveed Ahmad

Kyutai Releases MuScriptor: An Open-Weight Decoder-Only Transformer for Multi-Instrument Music Transcription to MIDI

Automatic Music Transcription (AMT) converts an audio recording into symbolic notes, usually MIDI. Single-instrument transcription already works reasonably well. However, transcribing a full multi-instrument mix stays difficult. Kyutai and Mirelo team now release MuScriptor to close that gap. It is an open-weight model trained on real, multi-instrument recordings across many genres. This article explains how…

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How to Build a T4-Friendly Autonomous Data Science Agent with DeepAnalyze-8B, Sandboxed Code Execution, and Iterative Analysis

def _hsize(nbytes): for u in [“B”, “KB”, “MB”, “GB”]: if nbytes < 1024: return f”{nbytes:.1f}{u}” nbytes /= 1024 return f”{nbytes:.1f}TB” def build_prompt(instruction, workspace): exts = (“.csv”, “.xlsx”, “.xls”, “.json”, “.xml”, “.yaml”, “.yml”, “.txt”, “.md”, “.tsv”, “.db”, “.sqlite”) files = sorted(f for f in os.listdir(workspace) if f.lower().endswith(exts)) lines = [f’File {i+1}: {{“name”: “{f}”, “size”: “‘ f'{_hsize(os.path.getsize(os.path.join(workspace,…

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Federal govt raises petrol, diesel prices

ISLAMABAD: The federal government has increased the prices of petrol and high-speed diesel in its latest fuel price review, raising the cost of both major petroleum products with immediate effect. According to the official notification, the price of petrol has been increased by Rs13.18 per liter, while high-speed diesel has gone up by Rs13.80 per…

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