# 🔬 Research

| Research | Post |
|----------|-----------|
| 🧠🔍 MiroMind.ai MiroThinker-1.7 & H1: Towards Heavy-Duty Research Agents via Verification 🔍🧠 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-share-7461321805425770496-ZucQ?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) |
| 🧠🔎 Beyond Semantic Similarity: Rethinking Retrieval for Agentic Search via Direct Corpus Interaction 🔎🧠 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7460586186856738816-Ctgw?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) |
| 🧠🔬 Toward Autonomous Long-Horizon Engineering for ML Research 🔬🧠 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7450841015239778304-FsqC) |
| 🧠🔎 Marco DeepResearch: Unlocking Efficient Deep Research Agents via Verification-Centric Design 🔎🧠 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7444832528189882368-3W06) |
| 🧠📝 FactReview: Evidence-Grounded Reviews with Literature Positioning and Execution-Based Claim Verification 📝🧠 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7448437218735628288-yfwT) |
| 🧠📝 PaperOrchestra: A Multi-Agent Framework for Automated AI Research Paper Writing 📝🧠 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7447712408158031874-6QQW) |
| 🧠🗂️ OMNIMEM: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory 🗂️🧠 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7446308124216713216-Mgqm) |
| 🔎🧪 Dr. Zero: Self-Evolving Search Agents without Training Data 🧪🔎 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7417963670715949057-bcW9) |
| 🧠 ClawInstitute: A Research Exchange for AI Scientists | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7439595936936308736-6X03) |
| Discovering Multiagent Learning Algorithms with Large Language Models | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7436478344713519104-FdM5) |
| Insight Agents: An LLM-Based Multi-Agent System for Data Insights | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7422898592476164096-AwBT) |
| 🗺♿ StreetReaderAI: Making Street View Accessible Using Context-Aware Multimodal AI ♿🗺 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7389704395686297601-jeLT) |
| 🎬📚 Paper2Video: Automatic Video Generation from Scientific Papers 📚🎬 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7389344664245489664-4waj) |
| 🧪🧬 An Encoder-Decoder Foundation Chemical Language Model for Generative Polymer Design 🧬🧪 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7387187521333481472-nQdU) |
| 🧪🔬 Hypothesis Hunting with Evolving Networks of Autonomous Scientific Agents 🔬🧪 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7387423925321891840-W6Ql) |
| 📊 DeepAnalyze: Agentic Large Language Models for Autonomous Data Science 📊🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7387174217659805697-gu1y) |
| 🧪👓🤝 LabOS: The AI-XR Co-Scientist That Sees and Works With Humans 🤝👓🧪 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7386836724464812032-Vih6) |
| Accelerating Scientific Discovery with Autonomous Goal-evolving Agents | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7413640948410212353-BiIW) |
| 🎧🗣 Overhearing LLM Agents: A Survey, Taxonomy, and Roadmap 🗣🎧 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7378459833210945536-xyvZ) |
| 🤖🧠 Agentic Large Language Models: A Survey 🧠🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7403874825888317440-Osj3) |
| OmniScientist: Toward a Co-evolving Ecosystem of Human and AI Scientists | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7401004926363009024-5Rju) |
| Multi-Agent Deep Research: Training Multi-Agent Systems with M-GRPO | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7398675277448392704-pzBb) |
| Scientific Algorithm Discovery by Augmenting AlphaEvolve with Deep Research | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7389024074766651392-4Uh-) |
| Deep Researcher with Test-Time Diffusion | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7381410593251065856-E4HM) |
| 🤖📄 Paper2Agent: Reimagining Research Papers As Interactive and Reliable AI Agents 📄🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7377001444182351872-N6Tf) |
| 🤖🏆 Agentic Reward Modeling: Integrating Human Preferences with Verifiable Correctness Signals | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7302769863830233089-7nG6) |
| 🤖️ ConvoGen: Enhancing Conversational AI with Synthetic Data and Multi-Agent Collaboration | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7311838154292916224-EB-q) |
| 🤖🔎 Universal Deep Research: Bring Your Own Model and Strategy 🔎🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7370516104877682688-HIY8) |
| 🔎📄 Understanding DeepResearch via Reports 📄🔎 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7383568289903329280-Q7th) |
| 🤖🔎🌐 Beyond Ten Turns: Unlocking Long-Horizon Agentic Search with Large-Scale Async RL 🌐🔎🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7361829827546406913-Jc22) |
| 🤖🔎🌐 WebWatcher: A Multimodal Deep-Research Agent for Vision+Language 🌐🔎🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7361823546127376386-OnTD) |
| 🤖🧭⚙️ TURA: Tool-Augmented Unified Retrieval Agent for AI Search ⚙️🧭🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7359954145748905984-rroO) |
| 🔎🕸 GRAPHSEARCH: An Agentic Deep Searching Workflow for Graph Retrieval-Augmented Generation 🕸🔎 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7378856504021565441-g2fF) |
| 🤖🔍✨ MLE-STAR: Machine Learning Engineering Agent via Search and Targeted Refinement ✨🔍🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrarchitects-activity-7357409602868494336-7rey) |
| 🤖🌐 Mind2Web 2: Evaluating Agentic Search with Agent-as-a-Judge 🌐🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7345265937408765952-65OW) |
| 🖼️🤖 Paper2Poster: Towards Multimodal Poster Automation from Scientific Papers 🤖🖼️ | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7342098802377383936-Ti6q) |
| 🤖🧪 AI-Researcher: Autonomous Scientific Innovation 🧪🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7341934848271335424-SgOz) |
| 🧠📒 Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models 📒🧠 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7382683938667880448-kj6K) |
| 🧰 Democratizing AI Scientists using ToolUniverse 🧰🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7379236836667179008-8bRZ) |
| 🧪🔬 DeepScientist: Advancing Frontier-Pushing Scientific Findings Progressively 🔬🧪 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7382410832627822592-jD7H) |
| 🤖💻 Paper2Code: Automating Code Generation from Scientific Papers in Machine Learning 💻🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7341925691350765569-GZws) |
| 🤖🧪 Agent Laboratory: Using LLM Agents as Research Assistants 🧪🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7341879198770262017-xGtB) |
| 🤖🧠 AUTOMIND: Adaptive Knowledgeable Agent for Automated Data Science 🧠🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7339192268714565635-9gB3) |
| 🤖 DS-STAR: Data Science Agent via Iterative Planning and Verification 📊🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7379563049902313473-DVZl) |
| 🤖🔬 NovelSeek: When Agent Becomes the Scientist -- Building Closed-Loop System from Hypothesis to Verification 🔬🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7335861608293748737-duOQ) |
| ⚙️ ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution ⚙️🧬 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7377422534436257792-Tiih) |
| 🤖🚀 Darwin Godel Machine: Open-Ended Evolution of Self-Improving Agents 🚀🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7335490412465340418-D5yW) |
| 🤖🌀 Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI 🌀🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7333674387876802560-BVxm) |
| 🤖🔗 Topological Structure Learning Should Be A Research Priority for LLM-Based Multi-Agent Systems 🔗🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7334972751125921792-B9ad) |
| 🤖📊 AgentRewardBench: Evaluating Automatic Evaluations of Web Agent Trajectories | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7318020890359738368-eGX5) |
| 🤖🧪🧠 The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7316478410250244098-2SNO) |
| 🤖🔬 SciReplicate-Bench: Benchmarking LLMs in Agent-driven Algorithmic Reproduction from Research Papers | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7313146338337038338-o6lN) |
| 🤖🔬 Towards Scientific Intelligence: A Survey of LLM-based Scientific Agents | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7312867958878285826-y5_G) |
| 🤖🔬 MAPS: A Multi-Agent Framework for Scientific Problem Solving with Big Seven Personality and Socratic Guidance | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7309993826482348032-pW40) |
| 🤖🔬 MLGym: Enabling LLM Research Agents | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7299253945632264192-pfnI) |
| 🤖🔎🧠 Automated Hypothesis Validation with Agentic Sequential Falsifications | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7298706052458422272-E6lH) |
| 🤖🔎🧠 Towards Google AI Co-Scientist | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7298007564053561345-3OBl) |
| 🤖🔍 CollEX: A Multimodal Agentic RAG System Enabling Interactive Exploration of Scientific Collections | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7316573198714601472-ZVhT) |
| 🤖🔗 Empowering Scientific Workflows with Federated Agents 🔗🤖 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7326810724670791681-aLb8) |
| 🐝🤖 Benchmarking LLMs' Swarm Intelligence 🤖🐝 | [Link](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7326540862379716608-hY-_) |
