byline-liam-carter

ai-agents-2-2

Agents | OpenAI Developers

Practical guide for architecture, control flow, safety, and eval loops in production agents.

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Liam Carter

9 Jun 2026 · 1 min read

ai-agents-2-2

ATime-Consistent Benchmark for Repository-Level Software Engineering Evaluation

Evaluation of repository-aware software engineering systems is often confounded by synthetic task design, prompt leakage, and temporal contamination between repository knowledge and future code changes. We present a time...

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Liam Carter

27 Mar 2026 · 1 min read

ai-agents-2-2

The OpenHands Software Agent SDK: A Composable and Extensible Foundation for Production Agents

Agents are now used widely in the process of software development, but building production-ready software engineering agents is a complex task. Deploying software agents effectively requires flexibility in implementation...

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Liam Carter

5 Nov 2025 · 1 min read

ai-agents-2-2

From Knowledge to Noise: CTIM-Rover and the Pitfalls of Episodic Memory in Software Engineering Agents

We introduce CTIM-Rover, an AI agent for Software Engineering (SE) built on top of AutoCodeRover (Zhang et al., 2024) that extends agentic reasoning frameworks with an episodic memory, more specifically, a general and re...

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Liam Carter

29 May 2025 · 1 min read

ai-agents-2-2

Toolformer: Language Models Can Teach Themselves to Use Tools

Seminal work on tool API invocation and self-supervised tool selection strategies.

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Liam Carter

9 Feb 2023 · 1 min read