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20260413T125343Z | Write a synthesis report on the applications of AI in drug discovery for a technical audience unfamiliar with biology. It should cover the main applications of AI in every stage of the drug discovery process, the latest technological advancements, challenges, and current adoption in the real world. | rl-research/DR-Tulu-8B | Title: AI Across the Drug Discovery Pipeline: Applications, Advances, Challenges, and Real-World Adoption
Overview and scope
Drug discovery is the systematic search for new medicines that begins with biological hypotheses and culminates in approved drugs, spanning target discovery, small-molecule or biologics design, ... | [{"tool_name": "snippet_search", "call_id": "778019a2", "tool_runtime_s": 0.855, "tool_error": null, "query": "AI in drug discovery survey 2023 2024 pipeline stages applications challenges adoption industry", "doc_id": "2ca7be01-0b9d-4510-974f-b4ee094bb829", "title": "Artificial Intelligence (AI) Applications in Drug D... | ["https://www.semanticscholar.org/paper/Benchmarking-AI-powered-docking-methods-from-the-of-Gu-Shen/5a5fedbc86181fefb4c64c9d9a204e485de5427b", "https://www.drugtargetreview.com/navigating-the-ai-revolution-a-roadmap-for-pharmas-future/647270.article", "https://arxiv.org/html/2511.18303v2", "https://pubs.acs.org/doi/10.... | [] | 4 | 0 | [] | {"search_phase_s": 48.52, "total_s": 48.52, "step_detail": {"steps": [{"event": "tool_call", "tool_name": "snippet_search", "call_id": "778019a2", "tool_runtime_s": 0.855, "wall_clock_s": 6.186}], "total_tool_wall_clock_s": 6.186}, "by_tool": {"snippet_search": {"calls": 1, "total_tool_runtime_s": 0.855}}} | {"generated_text": "<think>\nDecompose the task: We need a technical synthesis on AI applications across all stages of drug discovery, recent advances, challenges, and real-world adoption. Emphasis should be on methodology, data types, benchmarks, and business/engineering realities. We\u2019ll cover: target identificat... | |
20260413T125426Z | "I am a software engineer at a small startup, trying to scale our product to around 1M users / day f(...TRUNCATED) | rl-research/DR-Tulu-8B | "# Executive Summary\n\nScaling a social media app from a single-MySQL web app to about 1 million us(...TRUNCATED) | "[{\"tool_name\": \"snippet_search\", \"call_id\": \"bb78e27c\", \"tool_runtime_s\": 2.394, \"tool_e(...TRUNCATED) | "[\"https://www.mintlify.com/ByteByteGoHq/system-design-101/case-studies/twitter\", \"https://news.y(...TRUNCATED) | [] | 2 | 0 | [] | "{\"search_phase_s\": 40.467, \"total_s\": 40.467, \"step_detail\": {\"steps\": [{\"event\": \"tool_(...TRUNCATED) | "{\"generated_text\": \"<think>\\nDecompose the problem:\\n- Current stack: simple web app with MySQ(...TRUNCATED) | |
20260413T125504Z | "Write an analysis of the institution of Roman slavery as it is depicted in Plautus' comedy *Pseudol(...TRUNCATED) | rl-research/DR-Tulu-8B | "Institutions, Ideologies, and Practices: Roman Slavery as Backdrop\n- Roman slavery was embedded in(...TRUNCATED) | "[{\"tool_name\": \"snippet_search\", \"call_id\": \"4ef96616\", \"tool_runtime_s\": 1.351, \"tool_e(...TRUNCATED) | "[\"http://vroma.org/vromans/plautus/slaverysheridan.html\", \"https://engelsbergideas.com/essays/pl(...TRUNCATED) | [] | 3 | 0 | [] | "{\"search_phase_s\": 34.977, \"total_s\": 34.977, \"step_detail\": {\"steps\": [{\"event\": \"tool_(...TRUNCATED) | "{\"generated_text\": \"<think>\\nDecompose the task:\\n- Primary-text focus: Plautus, Pseudolus (th(...TRUNCATED) | |
20260413T125546Z | "Help create a detailed outline for a potential YouTube short for a growing Physics explainer channe(...TRUNCATED) | rl-research/DR-Tulu-8B | "Below is a production-ready outline you can copy, paste, and shoot tomorrow. It includes a 0–60s (...TRUNCATED) | "[{\"tool_name\": \"google_search\", \"call_id\": \"8514285e\", \"tool_runtime_s\": 0.953, \"tool_er(...TRUNCATED) | "[\"https://www.youtube.com/watch?v=Y3pAmxXNOU4\", \"http://ward.asia.wiki.org/assets/pages/wikis-mo(...TRUNCATED) | [] | 3 | 0 | [] | "{\"search_phase_s\": 38.847, \"total_s\": 38.847, \"step_detail\": {\"steps\": [{\"event\": \"tool_(...TRUNCATED) | "{\"generated_text\": \"<think>\\nDecompose the task:\\n- Goal: A detailed, actionable outline for a(...TRUNCATED) | |
20260413T125631Z | "Write a novel about a boy who can switch between two types of themes, the medieval past and cyberpu(...TRUNCATED) | rl-research/DR-Tulu-8B | "Concept pitch: Chronicle of the Theme-Jumper\n\nPremise\nThirteen-year-old Kael “Idris” Veyne d(...TRUNCATED) | "[{\"tool_name\": \"google_search\", \"call_id\": \"6066fd25\", \"tool_runtime_s\": 0.925, \"tool_er(...TRUNCATED) | "[\"https://limbo.fandom.com/wiki/Walkthrough\", \"https://medium.com/design-bootcamp/choose-your-ad(...TRUNCATED) | [] | 4 | 0 | [] | "{\"search_phase_s\": 42.891, \"total_s\": 42.891, \"step_detail\": {\"steps\": [{\"event\": \"tool_(...TRUNCATED) | "{\"generated_text\": \"<think>\\nDecompose the task: The user wants an original novel concept: a bo(...TRUNCATED) | |
20260413T125716Z | "Write a strategic business report advising a mid-stage U.S. plant-based meat startup on how to ente(...TRUNCATED) | rl-research/DR-Tulu-8B | "Table of contents\n- Executive summary\n- Consumer demand: Singapore vs. Thailand vs. Indonesia (20(...TRUNCATED) | "[{\"tool_name\": \"google_search\", \"call_id\": \"e79d433e\", \"tool_runtime_s\": 1.071, \"tool_er(...TRUNCATED) | "[\"https://gfi-apac.org/wp-content/uploads/2023/10/GFI-2023-APAC-SOTIR_v03.pdf\", \"https://www.gcc(...TRUNCATED) | [] | 3 | 0 | [] | "{\"search_phase_s\": 41.68, \"total_s\": 41.68, \"step_detail\": {\"steps\": [{\"event\": \"tool_ca(...TRUNCATED) | "{\"generated_text\": \"<think>\\nDecompose the task into five deliverables: (1) demand trends by Si(...TRUNCATED) | |
20260413T125830Z | "You are a policy analyst at an independent financial-political think tank. Produce a 10000-12000-wo(...TRUNCATED) | rl-research/DR-Tulu-8B | "Title: Quantized Influence: How Algorithmic Capital and Quantitative Hedge Funds Transformed Politi(...TRUNCATED) | "[{\"tool_name\": \"google_search\", \"call_id\": \"f3c37b21\", \"tool_runtime_s\": 0.75, \"tool_err(...TRUNCATED) | "[\"https://academic.oup.com/icc/article/33/2/363/7591234\", \"https://dataspace.princeton.edu/handl(...TRUNCATED) | [] | 4 | 0 | [] | "{\"search_phase_s\": 70.432, \"total_s\": 70.432, \"step_detail\": {\"steps\": [{\"event\": \"tool_(...TRUNCATED) | "{\"generated_text\": \"<think>\\nDecompose the question:\\n- The user asks for a white paper on how(...TRUNCATED) | |
20260413T125923Z | "Design a framework for regulating the training and deployment of autonomous AI agents that interact(...TRUNCATED) | rl-research/DR-Tulu-8B | "Below is a practical, lifecycle-oriented framework for regulating the training and deployment of au(...TRUNCATED) | "[{\"tool_name\": \"google_search\", \"call_id\": \"1d6eea23\", \"tool_runtime_s\": 0.901, \"tool_er(...TRUNCATED) | "[\"https://artificialintelligenceact.eu/article/50/\", \"https://www.lw.com/en/insights/eu-ai-act-o(...TRUNCATED) | [] | 4 | 0 | [] | "{\"search_phase_s\": 50.232, \"total_s\": 50.232, \"step_detail\": {\"steps\": [{\"event\": \"tool_(...TRUNCATED) | "{\"generated_text\": \"<think>\\nDecompose the question:\\n- Goal: Propose a framework for regulati(...TRUNCATED) | |
20260413T130008Z | "Write a blog post that describes which single NBA player has been the most influential on the court(...TRUNCATED) | rl-research/DR-Tulu-8B | "Title: The single most influential NBA player—by the numbers—and why it’s not who you expect\(...TRUNCATED) | "[{\"tool_name\": \"google_search\", \"call_id\": \"fd19a300\", \"tool_runtime_s\": 1.279, \"tool_er(...TRUNCATED) | "[\"https://www.youtube.com/watch?v=uHXbdRG67aw\", \"https://x.com/stats_feed/status/202886044999584(...TRUNCATED) | [] | 3 | 0 | [] | "{\"search_phase_s\": 42.643, \"total_s\": 42.643, \"step_detail\": {\"steps\": [{\"event\": \"tool_(...TRUNCATED) | "{\"generated_text\": \"<think>\\nDecompose the task:\\n- We need to argue which single NBA player h(...TRUNCATED) | |
20260413T130100Z | "How do you evaluate modern (up to 2025) Text-to-speech (TTS) models, including advancements in pros(...TRUNCATED) | rl-research/DR-Tulu-8B | "Below is a practical, up-to-date framework to evaluate modern Text-to-Speech (TTS) systems through (...TRUNCATED) | "[{\"tool_name\": \"snippet_search\", \"call_id\": \"5d9c9e1e\", \"tool_runtime_s\": 1.555, \"tool_e(...TRUNCATED) | "[\"https://www.isca-archive.org/interspeech_2025/\", \"https://www.emergentmind.com/topics/voice-cl(...TRUNCATED) | [] | 3 | 0 | [] | "{\"search_phase_s\": 46.924, \"total_s\": 46.924, \"step_detail\": {\"steps\": [{\"event\": \"tool_(...TRUNCATED) | "{\"generated_text\": \"<think>\\nDecompose the question:\\n- We need evaluation methodology for mod(...TRUNCATED) |
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