byline-zoe-walker

ai-agents-2-2

What is an AI agent?

Strong conceptual framing for agent boundaries, when not to use agents, and practical decomposition.

• 

Zoe Walker

9 Jun 2026 · 1 min read

ai-agents-2-2

From Code-Centric to Intent-Centric Software Engineering: A Reflexive Thematic Analysis of Generative AI, Agentic Systems, and Engineering Accountability

Generative artificial intelligence (GenAI) and agentic systems are moving software engineering from code-centric production toward intent-centric human-agent work in which natural language, repository context, tools, tes...

• 

Zoe Walker

10 May 2026 · 1 min read

ai-agents-2-2

NL2Repo-Bench: Towards Long-Horizon Repository Generation Evaluation of Coding Agents

Recent advances in coding agents suggest rapid progress toward autonomous software development, yet existing benchmarks fail to rigorously evaluate the long-horizon capabilities required to build complete software system...

• 

Zoe Walker

14 Dec 2025 · 1 min read

ai-agents-2-2

Context Engineering for Multi-Agent LLM Code Assistants Using Elicit, NotebookLM, ChatGPT, and Claude Code

Large Language Models (LLMs) have shown promise in automating code generation and software engineering tasks, yet they often struggle with complex, multi-file projects due to context limitations and knowledge gaps. We pr...

• 

Zoe Walker

9 Aug 2025 · 1 min read

ai-agents-2-2

Agentless: Demystifying LLM-based Software Engineering Agents

Recent advancements in large language models (LLMs) have significantly advanced the automation of software development tasks, including code synthesis, program repair, and test generation. More recently, researchers and...

• 

Zoe Walker

1 Jul 2024 · 1 min read