Introduction

An Overview of AI-Assisted Development https://youtu.be/RoCRkSXEkl8?si=mEmb5B_Fgi4gZ5xB

Sources

Russian

Higher resolution and english localization will be available later

Papers

SDLC & Future

Future of Artificial Intelligence in Agile Software Development

https://arxiv.org/abs/2408.00703

Retrieval & Reasoning

GraphAide: Advanced Graph-Assisted Query and Reasoning System

https://arxiv.org/abs/2411.08041

RepoHyper: Search-Expand-Refine on Semantic Graphs for Repository-Level Code Completion

https://arxiv.org/abs/2403.06095

Thinking LLMs: General Instruction Following with Thought Generation

https://arxiv.org/abs/2410.10630

TinyAgent: Function Calling at the Edge

https://arxiv.org/abs/2409.00608

EELBERT: Tiny Models through Dynamic Embeddings

https://arxiv.org/pdf/2310.20144

RAG

Retrieval-Augmented Generation for Large Language Models: A Survey

https://arxiv.org/abs/2312.10997

LongRAG: A Dual-Perspective Retrieval-Augmented Generation Paradigm for Long-Context Question Answering

https://arxiv.org/abs/2410.18050

Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely

https://arxiv.org/abs/2409.14924

Inference

Efficiently Scaling Transformer Inference

https://arxiv.org/abs/2211.05102

A Survey on Efficient Inference for Large Language Models

https://arxiv.org/abs/2404.14294

Testcase Generation

Code Generation with AlphaCodium: From Prompt Engineering to Flow Engineering

https://arxiv.org/abs/2401.08500

Multiagency

LLM Multi-Agent Systems: Challenges and Open Problems

https://arxiv.org/abs/2402.03578

Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks

https://arxiv.org/abs/1703.03400

Plots Unlock Time-Series Understanding in Multimodal Models

https://arxiv.org/abs/2410.02637

Learning & Fine-Tuning

A Closer Look at the Limitations of Instruction Tuning

https://arxiv.org/abs/2402.05119

SelfCodeAlign: Self-Alignment for Code Generation

https://arxiv.org/abs/2410.24198

LAuReL: Learned Augmented Residual Layer

https://arxiv.org/abs/2411.07501

Top Pass: Improve Code Generation by Pass@k-Maximized Code Ranking

https://arxiv.org/html/2408.05715v1

nGPT: Normalized Transformer with Representation Learning on the Hypersphere

https://arxiv.org/abs/2410.01131

Other

Full Line Code Completion: Bringing AI to Desktop

https://arxiv.org/abs/2405.08704

Qwen2.5-Coder Technical Report

https://arxiv.org/pdf/2409.12186