byline-maya-collins

ai-agents-2-2

Tools | OpenAI API

Deep dive into web/file/tool-search patterns that materially change agent capability and reliability.

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Maya Collins

9 Jun 2026 · 1 min read

ai-agents-2-2

SWE Atlas: Benchmarking Coding Agents Beyond Issue Resolution

We introduce SWE Atlas, a benchmark suite for coding agents spanning three professional software engineering workflows: Codebase Q&A (124 tasks), Test Writing (90 tasks), and Refactoring (70 tasks). SWE Atlas differs fro...

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Maya Collins

8 May 2026 · 1 min read

ai-agents-2-2

Agint: Agentic Graph Compilation for Software Engineering Agents

LLM-based coding agents are increasingly common but still face challenges in context management, latency, reliability, reproducibility, and scalability. We present Agint, an agentic graph compiler, interpreter, and runti...

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Maya Collins

24 Nov 2025 · 1 min read

ai-agents-2-2

Unified Software Engineering Agent as AI Software Engineer

The growth of Large Language Model (LLM) technology has raised expectations for automated coding. However, software engineering is more than coding and is concerned with activities including maintenance and evolution of...

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Maya Collins

17 Jun 2025 · 1 min read

ai-agents-2-2

AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework

Foundational multi-agent orchestration framework paper with concrete conversation patterns.

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Maya Collins

16 Aug 2023 · 1 min read