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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What Does It Mean for Investors

Is this a “massive opportunity” for accumulation or is there more to the story? The world’s largest altcoin felt the pain of the overall market weakness over the past week, dropping to just over $1,500 for the first time in well over a year. The asset remains below key support levels, including $1,800, which holds…

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