Measuring AI agent autonomy in practice

ai-agents-2-2

Agents • Cookbook

Hands-on examples for coding agents end to end with realistic tool and memory patterns.

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Ethan Shaw

9 Jun 2026 · 1 min read

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

Agents SDK | OpenAI API

Reference for orchestrating multi-step, tool-using agent systems with explicit application control.

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Noah Bennett

9 Jun 2026 · 1 min read

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

Benchmarks are Not Enough: RAMP for Runtime Assessing of Agentic Models in Production Systems

LLM agents are rapidly evolving from coding assistants into autonomous software engineering systems. However, existing evaluation methodologies remain largely centered on static, isolated, and short-horizon benchmarks th...

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Ava Brooks

26 May 2026 · 1 min read

ai-agents-2-2

RepoMirage: Probing Repository Context Reasoning in Code Agents with Perturbations

Code agents are currently having skillful performance on repository-level software engineering benchmarks, but it remains unclear whether success on end-to-end tasks such as issue resolution truly reflects repository con...

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Owen Blake

25 May 2026 · 1 min read

ai-agents-2-2

What Do Evolutionary Coding Agents Evolve?

Recent work pairs LLMs with evolutionary search to iteratively generate, modify, and select code using task-specific feedback. These systems have produced strong results in mathematical discovery and algorithm design, ye...

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Nina Reed

19 May 2026 · 1 min read

ai-agents-2-2

Code as Agent Harness

Recent large language models (LLMs) have demonstrated strong capabilities in understanding and generating code, from competitive programming to repository-level software engineering. In emerging agentic systems, code is...

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Leo Parker

18 May 2026 · 1 min read

ai-agents-2-2

WebGameBench: Requirement-to-Application Evaluation for Coding Agents via Browser-Native Games

Coding agents are increasingly used as application builders, yet many evaluations still focus on source code, repository-level tests, or intermediate traces rather than the delivered application. We introduce WebGameBenc...

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Aria Patel

17 May 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...

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Zoe Walker

10 May 2026 · 1 min read