# 🧪 Testing

| Research | Links |
|----------|-----------|
| 🧠🔎 DR3-Eval: Towards Realistic and Reproducible Deep Research Evaluation 🔎🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7451314145104297984-feGc) · [Paper](https://arxiv.org/pdf/2604.14683) |
| 🧠🧩 Code as Agent Harness: Toward Executable, Verifiable, and Stateful Agent Systems 🧩🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-share-7462909473976688641--7D2?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/pdf/2605.18747) |
| AutoHarness: Improving LLM Agents by Automatically Synthesizing a Code Harness | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7438939566155292672-wWbJ) · [Paper](https://arxiv.org/pdf/2603.03329) |
| 🧠🔎 AgentSearchBench: A Benchmark for AI Agent Search in the Wild 🔎🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-share-7454777062160097280-SBtC?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/pdf/2604.22436) |
| 🧠⏳ Gaia2: Benchmarking LLM Agents on Dynamic and Asynchronous Environments ⏳🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7452757645792333824-pZJa) · [Paper](https://arxiv.org/pdf/2602.11964) |
| 🧠🏭 OCCUBENCH: Evaluating AI Agents on Real-World Professional Tasks via Language Environment Simulation 🏭🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7450962048496156673-8BXa) · [Paper](https://arxiv.org/pdf/2604.10866) |
| 🧠🔎 MiroEval: Benchmarking Multimodal Deep Research Agents in Process and Outcome 🔎🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7445940946808061952-EBG9) · [Paper](https://arxiv.org/pdf/2603.28407) |
| Multimodal Reinforcement Learning with Agentic Verifier for AI Agents | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7420491464335568896-5MjF) · [Paper](https://arxiv.org/abs/2512.03438) |
| Measuring Agents in Production | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7403124617537683456-I0jl) · [Paper](https://arxiv.org/abs/2512.04123) |
| DeepScholar-Bench: Live benchmark for generative research synthesis | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7400103672363446272-zrKN) · [Paper](https://arxiv.org/pdf/2508.20033) |
| 🤖⚡ WHERE LLM AGENTS FAIL AND HOW THEY CAN LEARN FROM FAILURES ⚡🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7387774581232668672-99rD) · [Paper](https://arxiv.org/pdf/2509.25370) |
| 💻🔐 Benchmarking Correctness and Security in Multi-Turn Code Generation 🔐💻 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-share-7385729701484503040-RHDG) · [Paper](https://arxiv.org/abs/2510.13859) |
| 🌐 ARE: scaling up agent environments and evaluations 🌐🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7380689397165473792-yA2g) · [Paper](https://arxiv.org/abs/2509.17158) |
| 🧰 LiveMCP-101: Stress Testing and Diagnosing MCP-enabled Agents on Challenging Queries 🧰🧪 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7373747512031137792-CLBz) · [Paper](https://arxiv.org/pdf/2508.15760) |
| 🧭🔎🤖 AgentTracer: Who Is Inducing Failure in the LLM Agentic Systems? 🧭🔎🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7369761261309378560-jTRf) · [Paper](https://arxiv.org/pdf/2509.03312) |
| 🤖🖥️ RedTeamCUA: Realistic Adversarial Testing of Computer-Use Agents in Hybrid Web-OS Environments 🖥️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7345920945401860096-zNSL) · [Paper](https://arxiv.org/abs/2505.21936) |
| 🤖🛠 ToolFuzz: Automated Agent Tool Testing | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7304229099009404929-XjNd) · [Paper](https://arxiv.org/pdf/2503.04479) |
| 🖥️🔍 Visual Test-time Scaling for GUI Agent Grounding 🔍🖥️ | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7324016636670234624-HPJE) · [Paper](https://arxiv.org/pdf/2505.00684) |
