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9 storiesSecurity
AWS expands AgentCore policy authoring for natural-language controls on AI agents
AWS says an expanded Policy Authoring feature can convert written rules into Dogwood policies that restrict agent actions over time, enforce prerequisites and limits, inspect free-form text with Bedrock Guardrails, and constrain tool inputs.aws.amazon.comInnovation
Microsoft expands access to Skala 1.1 for predictive chemistry simulations
Microsoft Research says Skala 1.1 improves accuracy over its predecessor while remaining near the computational cost of semi-local density-functional methods, and is now available in CP2K with integrations planned for other major chemistry packages.
microsoft.comInnovation
Code agents lose reliability when code is rewritten without changing its meaning, study finds
An arXiv preprint reports that code agents can perform differently on semantically equivalent codebases, with effects varying by model, agent framework and benchmark.arxiv.orgInnovation
Enhanced Fuzzy Logic Model for Power Transformer Fault Diagnosis Using IEEE Key Gas Method Improvements
This study presents an enhanced model combining Fuzzy Logic with the IEEE Key Gas Method (FL-KGM) that introduces refined membership functions, optimized fuzzy rule sets, and a novel separation of CO and CO2 to eliminate diagnostic inconsistencies.arxiv.orgInnovation
New preprint reports gains from looped language models in multi-step tool calling
An arXiv study evaluates looped and conventional language models on three tool-calling benchmarks, reporting stronger results on workflows that require multiple dependent API calls and a potentially more efficient adaptive-computation approach.arxiv.orgInnovation
Adversarial Review tests structured disagreement for agentic code review
A new arXiv paper proposes a three-agent code-review protocol in which a reviewer evaluates an agent’s code and a critic audits that review before edits are made. The authors report improved benchmark results over tested baselines, while also identifying false consensus as a failure mode.arxiv.orgInnovation
ArXiv study reports large Roman Urdu hate-speech gains from LoRA adaptation
An arXiv preprint compares zero-shot and parameter-efficient fine-tuning for hate-speech detection in Roman Urdu. The authors report that LoRA adaptation raised F1 performance from 0.56 to above 0.93 on a corpus containing more than 72,000 annotated comments.arxiv.orgSecurity
Preliminary FraudBench test finds banking agents vulnerable to adaptive fraud
An arXiv paper introduces FraudBench, a benchmark for testing whether tool-using banking agents can detect fraud that unfolds across conversations. In a preliminary single-trial evaluation, four agents scored 49% to 65% on attack security.arxiv.orgInnovation
Apple researchers report scaling law for training models with scarce data
A study of more than 2,000 language-model training runs says scarce target data can be repeated 15–20 times in mixtures, with the best rate varying by scale and compute.machinelearning.apple.com
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