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Articles · Rebeauty Atlas

SPT AI TCH

TO Tony Lan

Why LLMs Still Struggle with Simple Tasks — And Why It Matters

Large Language Models (LLMs) like ChatGPT, Claude, and Gemini can summarize research, draft content, and analyze complex information. Yet…

Jul 12, 2026 · 3 min read · 0 claps #llm-hallucinations #codingllm

Why LLMs Still Struggle with Simple Tasks — And Why It Matters

SPT AI TCH

YO YouShin kim

JetBrains — 인프라 비용과 성능을 모두 잡은 12B 개발자 특화 모델, MELLUM 2의 등장

1. 한눈에 보는 핵심 요약 (Executive Summary)

Jun 06, 2026 · 6 min read · 0 claps #jetbrains #mellum2 #mixture-of-experts

AI SPT HUM TCH

YO YouShin kim

NVIDIA Research / University of Maryland — Autonomous Evolution of EDA Tools: Multi-Agent…

1. Executive Summary & Background

May 07, 2026 · 6 min read · 0 claps #logic-synthesis #multiagent-system #eda-tools

AI SOC TCH

KA Katrina Collins

Reimagining a defect lifecycle with AI

Software development has always been a collaborative effort. Developers build, QA validates, support listens to customers, and together…

Dec 21, 2025 · 2 min read · 1 claps #ai-agent #codingllm #fix-defects-with-ai

ART AI TCH

RA Rajesh Kanade

The Code Whisperers: How Specialized LLMs are Revolutionizing Software Development

Inside the training, architecture, and tuning that make code-centric LLMs the developer’s secret weapon

Aug 09, 2025 · 5 min read · 0 claps paywalled #codingllm #llm #software-development

AI TCH

DI Dixon

[Paper] 🚀 Towards Advancing Code Generation with Large Language Models: A Research Roadmap

Paper link

Aug 09, 2025 · 2 min read · 0 claps #code-generation #codingllm #llm-based-app

SOC AI TCH

MA Mark Chapman

How Open‑Source LLMs Learn U.S. Regulatory Code

Why LLMs Need a Legal Upgrade

Jul 01, 2025 · 3 min read · 0 claps #llm-applications #ai-development-services #codingllm

How Open‑Source LLMs Learn U.S. Regulatory Code

AI TCH

YO YouShin kim

LongCodeBench: Evaluating Coding LLMs at 1M Context Windows (LongCodeBench: 1백만 컨텍스트 창에서 코딩 LLM 평가)

좋은 논문입니다. context 길이에 따른 검색 정확도

May 30, 2025 · 13 min read · 0 claps #codingllm #long-context #codecomprehension

LongCodeBench: Evaluating Coding LLMs at 1M Context Windows (LongCodeBench: 1백만 컨텍스트 창에서 코딩 LLM 평가)

LIF AI TCH

SA Sander Ali Khowaja

Technical Prowess of Claude Opus 4 and Claude Sonnet 4: An In-depth Analysis

Anthropic has introduced a new family of advanced AI models, Claude Opus 4 and Claude Sonnet 4, marking a significant leap in artificial…

May 23, 2025 · 13 min read · 0 claps #claude-4-opus #claude-4-sonnet #anthropic-claude