Naveed Ahmad

Bitcoin and Gold Are Bleeding

Here’s what seems to be retail investors’ new attraction. Bitcoin has been on an evident downfall since the beginning of the year as it plunged below $60,000 for the first time since late 2024. The largest funds tracking its performance have lost over $8 billion in weeks. Although gold began the year on a positive…

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Building a Stable Fable 5 Traces Workflow in Colab: Parsing Tool Calls, Auditing Data, and Training Baselines

rprint(Panel.fit(“[bold]Baseline 1: Predict output_type from context using pure Python Naive Bayes[/bold]”)) model_artifacts = {} classifier_df = df.dropna(subset=[“output_type”]).copy() classifier_df = classifier_df[ classifier_df[“output_type”].astype(str).str.len() > 0 ].copy() if classifier_df[“output_type”].nunique() >= 2 and len(classifier_df) >= 30: X_text = ( classifier_df[“context”] .fillna(“”) .astype(str) .map(lambda text: text[:12000]) .tolist() ) y = classifier_df[“output_type”].astype(str).tolist() train_indices, test_indices = stratified_train_test_indices(y, test_size=0.2, seed=SEED) X_train = [X_text[i]…

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3 personnel martyred as attack on Rangers facility in Karachi foiled: ISPR – Pakistan

Three security personnel were martyred during an exchange of fire after a terrorist attack last night on a Rangers facility in Karachi was “decisively foiled”, the Inter-Services Public Relations (ISPR) said on Sunday. The attack on the Pakistan Rangers (Sindh) Camp, located in Gulistan-i-Jauhar, was carried out by terrorists “belonging to Indian proxy, Jamaat ul…

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