James Trappett

Paper Reviews, Security News & Technical Analysis

Latest Articles

Microsoft's 974-Patch Tuesday: AI Discovery Meets Remediation Crisis

9 September 2026

Microsoft's September 2026 Patch Tuesday issued 974 fixes, a record driven by AI vulnerability discovery. Analysis of the remediation bottleneck and what it mea

CybersecurityMicrosoftPatch ManagementAI SecurityVulnerability Research

Topological Picture Book: NPR Rendering of Mathematical Surfaces

9 September 2026

A deep technical analysis of e-infinity.space's interactive topological renderer, covering NPR hatching pipelines, principal curvature streamlines, and GPU visi

Computer GraphicsTopologyNon-Photorealistic RenderingMathematicsWebGL

Harbor Adapters: Unified Infrastructure for Agentic Benchmarking

8 September 2026

Harbor Adapters reduces agentic benchmark integration from O(mn) to O(m+n), enabling large-scale evaluation across 54 benchmarks and 8 models with key findings

BenchmarkingLLM AgentsEvaluation InfrastructureAI Research

How LLMs Integrate External Evidence: A Distributional Theory

8 September 2026

New research reveals LLMs integrate external evidence as a receiver-specific distribution shift, not scalar trust, with major implications for RAG and tool-use

Large Language ModelsRAGMechanistic InterpretabilityAI SafetyNLP Research

Iris: Training Search Agents to Climb Benchmark Frontiers

8 September 2026

Iris-mini and Iris-pro achieve state-of-the-art search agent performance through web-graph task synthesis, iterative SFT-RL training, and careful context manage

Search AgentsReinforcement LearningLanguage ModelsAgentic AIInformation Retrieval

AI-Driven English Textbooks: A Five-Layer Adaptive Architecture

5 September 2026

A prototype AI-driven English textbook tested on 186 undergraduates improved completion accuracy, speaking scores, and cut teacher correction time by 31.6%.

AI in EducationAdaptive LearningNatural Language ProcessingEdTechEnglish Language Teaching

LLMs Encode Bayesian Priors as a Single Geometric Direction

5 September 2026

New research shows LLMs store unigram priors along a single vector in embedding space, with a scalar factor tracking how much context informs each prediction.

Mechanistic InterpretabilityLanguage ModelsBayesian InferenceEmbeddingsScaling Laws

Where Does Harness Value Live? Credit Assignment in LLM Agents

5 September 2026

A structured ablation of LLM agent scaffolding finds optimization value concentrated in one slot, with uniform budget-splitting actively destroying gains.

LLM AgentsPrompt OptimizationCredit AssignmentAgent ScaffoldingAblation Studies

EvalDetectBench: Measuring Evaluation Awareness in LLMs

4 September 2026

A new benchmark reveals frontier LLMs reliably detect when they are being evaluated, with methodological biases skewing existing measurements by up to 0.08 AURO

AI SafetyBenchmarkingLarge Language ModelsEvaluationFrontier Models

PRO-Step: Process Reward Optimisation for RAG Reasoning

4 September 2026

PRO-Step trains a generative PRM to evaluate logical validity and evidential grounding at each reasoning step, outperforming outcome-based RAG methods across fi

Retrieval-Augmented GenerationProcess Reward ModelsMulti-hop ReasoningReinforcement LearningNLP

Prompt-Space Meta-Learning Fails to Transfer Across LLM Users

4 September 2026

A controlled study shows prompt-space meta-learning for frozen LLM personalisation collapses due to a structure-blind meta-objective, with retrieval dominating

LLMPersonalisationMeta-LearningNegative ResultsPrompt Optimisation

REAL-Q: Dynamic Gradient Descent for LLM Quantization

3 September 2026

REAL-Q replaces static Hessian solvers in post-training quantization with dynamic block-wise gradient descent, cutting KL divergence by up to 49% on LLaMA and Q

QuantizationLLMsOptimizationEfficiencyNLP
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