Generated gallery
Slide Decks
Markdown-authored reveal.js decks grouped by the reading-list sections, generated from structured reviews.
Decks
55
Reasoning, Acting, and Reflection
ReAct: Synergizing Reasoning and Acting in Language Models
Yao et al., 2022
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No PoC
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Wei et al., 2022
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No PoC
Self-Consistency Improves Chain of Thought Reasoning in Language Models
Wang et al., 2022
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No PoC
Tree of Thoughts: Deliberate Problem Solving with Large Language Models
Yao et al., 2023
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No PoC
Reflexion: Language Agents with Verbal Reinforcement Learning
Shinn et al., 2023
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No PoC
Self-Refine: Iterative Refinement with Self-Feedback
Madaan et al., 2023
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No PoC
Start Here
Tool Use and Interoperability
Toolformer: Language Models Can Teach Themselves to Use Tools
Schick et al., 2023
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No PoC
Gorilla: Large Language Model Connected with Massive APIs
Patil et al., 2023
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No PoC
ToolLLM: Facilitating LLMs to Master 16000+ Real-World APIs
Qin et al., 2023
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No PoC
HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face
Shen et al., 2023
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No PoC
Model Context Protocol
Anthropic, 2024
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Memory and State
Planning and Skill Acquisition
Voyager: An Open-Ended Embodied Agent with Large Language Models
Wang et al., 2023
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No PoC
LLM+P: Empowering Large Language Models with Optimal Planning Proficiency
Liu et al., 2023
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No PoC
On the Planning Abilities of Large Language Models: A Critical Investigation
Valmeekam et al., 2023
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No PoC
Multi-Agent Systems
AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Wu et al., 2023
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No PoC
CAMEL: Communicative Agents for Mind Exploration of Large Language Model Society
Li et al., 2023
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No PoC
MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework
Hong et al., 2023
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No PoC
Improving Factuality and Reasoning in Language Models through Multiagent Debate
Du et al., 2023
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Training Agents
Training Language Models to Follow Instructions with Human Feedback
Ouyang et al., 2022
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No PoC
WebGPT: Browser-Assisted Question-Answering with Human Feedback
Nakano et al., 2021
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No PoC
Direct Preference Optimization
Rafailov et al., 2023
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No PoC
Tulu 3: Pushing Frontiers in Open Language Model Post-Training
Lambert et al., 2024
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No PoC
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
DeepSeek-AI, 2025
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No PoC
The Agent Runtime
Isolation and Sandboxing
Firecracker: Lightweight Virtualization for Serverless Applications
Agache et al., 2020
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gVisor
Google, 2026
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seL4: Formal Verification of an OS Kernel
Klein et al., 2009
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No PoC
Bringing the Web Up to Speed with WebAssembly
Haas et al., 2017
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Capability Myths Demolished
Miller, Yee, and Shapiro, 2003
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No PoC
Inference and Serving Infrastructure
Orca: A Distributed Serving System for Transformer-Based Generative Models
Yu et al., 2022
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No PoC
Efficient Memory Management for LLM Serving with PagedAttention
Kwon et al., 2023
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No PoC
Fast Inference from Transformers via Speculative Decoding
Leviathan et al., 2022
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No PoC
SGLang: Efficient Execution of Structured Language Model Programs
Zheng et al., 2023
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No PoC
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness
Dao et al., 2022
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No PoC
Evaluation and Benchmarks
SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Jimenez et al., 2023
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No PoC
WebArena: A Realistic Web Environment for Building Autonomous Agents
Zhou et al., 2023
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No PoC
GAIA: A Benchmark for General AI Assistants
Mialon et al., 2023
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No PoC
tau-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains
Yao et al., 2024
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No PoC
OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments
Xie et al., 2024
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No PoC
AgentBench: Evaluating LLMs as Agents
Liu et al., 2023
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No PoC
Establishing Best Practices for Building Rigorous Agentic Benchmarks
Zhu et al., 2025
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No PoC
ClawBench: Can AI Agents Complete Everyday Online Tasks?
Zhang et al., 2026
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No PoC
Security, Safety, and Trust
Reflections on Trusting Trust
Thompson, 1984
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No PoC
Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection
Greshake et al., 2023
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No PoC
Universal and Transferable Adversarial Attacks on Aligned Language Models
Zou et al., 2023
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No PoC
Identifying the Risks of LM Agents with an LM-Emulated Sandbox
Ruan et al., 2023
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No PoC
Surveys and Perspectives
The Rise and Potential of Large Language Model Based Agents: A Survey
Xi et al., 2023
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No PoC
A Survey on Large Language Model Based Autonomous Agents
Wang et al., 2023
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No PoC
Advances and Challenges in Foundation Agents
Liu et al., 2025
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No PoC