Artificial Intelligence

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Frontier AI research — LLM reasoning, agentic systems, interpretability, algorithm discovery

13Sources
12Concepts
5Entities
OverviewConceptsEntitiesSourcesPractice
TitleTypeAuthorDateKey Contribution
Agentic Reasoning for Large Language ModelsPaperTianxin Wei et al.Jan 2026Three-layer framework for agentic reasoning: foundational, self-evolving, multi-agent
From LLM Reasoning to Autonomous AI Agents: A Comprehensive ReviewPaperMohamed Amine Ferrag et al.Mar 2026Unified taxonomy of ~60 benchmarks, agent framework comparison, collaboration protocols survey
Agentic Tool Use in Large Language ModelsPaperHu Jinchao et al.Apr 2026Unified evolutionary framework for LLM tool use: prompting, supervised, RL paradigms
A Survey on Efficient Vision-Language-Action ModelsPaperZhaoshu Yu, Bo Wang, Pengpeng Zeng et al.Oct 2025First comprehensive taxonomy for VLA efficiency across model design, training, and data collection pillars
Large VLM-based Vision-Language-Action Models for Robotic Manipulation: A SurveyPaperRui Shao, Wei Li, Lingsen Zhang et al.Aug 2025Taxonomy of VLM-based VLA architectures (monolithic vs hierarchical) with RL, world model, and human video integration
Agentic AI Security & Autonomous Red-TeamingPaperAshok Kumar KanagalaFeb 2026Red-teaming framework for agentic AI: permission escalation, hallucination, orchestration flaws, memory manipulation, supply chain
Memory for Autonomous LLM Agents: Mechanisms, Evaluation, and Emerging FrontiersPaperPengfei DuMar 2026Write-manage-read taxonomy, 5 mechanism families, three-dimensional taxonomy for agent memory
A-MEM: Agentic Memory for LLM AgentsPaperWujiang Xu, Zujie Liang, Kai Mei, Hang Gao, Juntao Tan, Yongfeng ZhangFeb 2025Agentic memory with Zettelkasten-inspired note construction, dynamic linking, memory evolution
AlphaEvolve: A Gemini-powered coding agent for designing advanced algorithmsTech ReportGoogle DeepMindMay 2025Gemini-powered evolutionary coding agent; 0.7% Google compute recovery; math breakthroughs
Anthropic Transformer Circuits Thread & Circuit TracingTech ReportAnthropic Interpretability Team (Elhage, Olsson, Bricken, Templeton, Ameisen, Lindsey et al.)Mar 2025Running research thread: features, circuits, superposition, attribution graphs, circuit tracing tools
Transformer Circuits Thread (Broader Research Program)Tech ReportAnthropic Interpretability TeamDec 2021Foundational research thread on mechanistic interpretability: mathematical framework, superposition, monosemanticity
Mechanistic Interpretability — 10 Breakthrough Technologies 2026AnalysisMIT Technology ReviewJan 2026Named mech interp as 2026 breakthrough; Anthropic microscope + CoT monitoring advances
AI Safety, Alignment, and Interpretability in 2026AnalysisZylos ResearchFeb 2026DPO replacing RLHF analysis, alignment mirages concept, 6 documented failure modes, alignment trilemma
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