Anthropic’s New Research Shows Claude can Detect Injected Concepts, but only in Controlled Layers

How do you tell whether a model is actually noticing its own internal state instead of just repeating what training data said about thinking? In a latest Anthropic’s research study ‘Emergent Introspective Awareness in Large Language Models‘ asks whether current Claude models can do more than talk about their abilities, it asks whether they can…

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How to Build an End-to-End Data Engineering and Machine Learning Pipeline with Apache Spark and PySpark

!pip install -q pyspark==3.5.1 from pyspark.sql import SparkSession, functions as F, Window from pyspark.sql.types import IntegerType, StringType, StructType, StructField, FloatType from pyspark.ml.feature import StringIndexer, VectorAssembler from pyspark.ml.classification import LogisticRegression from pyspark.ml.evaluation import MulticlassClassificationEvaluator spark = (SparkSession.builder.appName(“ColabSparkAdvancedTutorial”) .master(“local[*]”) .config(“spark.sql.shuffle.partitions”, “4”) .getOrCreate()) print(“Spark version:”, spark.version) data = [ (1, “Alice”, “IN”, “2025-10-01”, 56000.0, “premium”), (2, “Bob”, “US”,…

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Google AI Unveils Supervised Reinforcement Learning (SRL): A Step Wise Framework with Expert Trajectories to Teach Small Language Models to Reason through Hard Problems

How can a small model learn to solve tasks it currently fails at, without rote imitation or relying on a correct rollout? A team of researchers from Google Cloud AI Research and UCLA have released a training framework, ‘Supervised Reinforcement Learning’ (SRL), that makes 7B scale models actually learn from very hard math and agent…

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Government hackers breached telecom giant Ribbon for months before getting caught

U.S. telecommunications giant Ribbon has confirmed that government-backed hackers had access to its network for almost a year before getting caught, according to a public filing. The telco giant said in a 10-Q disclosure last week with the U.S. Securities and Exchange Commission that a suspected “nation-state actor had gained access to the company’s IT…

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What is Bending Spoons? Everything to know about AOL’s acquirer

Bending Spoons’ four cofounders this week joined the billionaire ranks. CEO Luca Ferrari’s stake in the Milan-based tech conglomerate is now reportedly worth $1.4 billion, while cofounders Matteo Danieli, Luca Querella, and Francesco Patarnello each hold stakes worth $1.3 billion, according to Forbes estimates based on shareholder data published by the Italian Business Register. The…

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Hackers threaten to leak data after breaching University of Pennsylvania to send mass emails

On Friday morning, University of Pennsylvania alumni, students, staff, and community affiliates received several emails from hackers purporting to represent the university’s Graduate School of Education (GSE). “We have terrible security practices and are completely unmeritocratic,” read the email. “We love breaking federal rules like FERPA (all your data will be leaked).” A partially redacted…

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