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Behind the scenes, it uses: • LLMs for reasoning • Agents trained by real CMC and clinical experts • Custom search across messy PDFs and scanned tables • A knowledge graph that maps how documents depend on one another It’s not a copilot. It’s an autonomous AI system
AGENTS
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Autonomous AI System for Clinical Document Analysis and Reasoning
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User Feedback: Teams Praise Efficiency Gains and Early Adoption
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The impact was immediate: Teams told Levi:
“This saves weeks”
“This should have existed ten years ago”
“This caught things we would have missed” Some early users even joined as expert annotators to help battle test new workflows and refine the agents. -
RL Environments Critical as Agents Move to Production
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🤿 ICYMI: Agents don’t learn in the abstract — they learn by interacting with environments.
— Snorkel AI (@SnorkelAI) 12 décembre 2025
This post on RL environments is more relevant than ever as agents move into production and evaluation gets harder. pic.twitter.com/P96EfkYyBcICYMI: Agents don’t learn in the abstract — they learn by interacting with environments. This post on RL environments is more relevant than ever as agents move into production and evaluation gets harder.
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Snorkeling in RL Environments: Training Agentic AI Systems
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Worth a re-read https://
snorkel.ai/blog/snorkelin
g-in-rl-environments/
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#AgenticAI #ReinforcementLearning #LLMs #AIResearch #AIInfrastructure -
Agent Bricks Named Top Agentic AI Platform 2025
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Excited to see Agent Bricks in @CRN
's roundup of the top agentic AI platforms of 2025! Explore the AI innovations shaping the future: https://
crn.com/news/ai/2025/1
0-coolest-agentic-ai-platforms-and-ai-products-of-2025?page=6
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Cerebras Powers Fast AI Coding Agent from Cognition
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Tired of waiting for minutes for your AI coding assistant? @cognition built agents that search, reason & edit code in a few seconds. Powered by Cerebras—running at 1K tokens/sec with frontier-level accuracy.
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Comet Android: AI-Powered Code Debugging from Mobile
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Comet Android can debug your code from your phone.
— Aravind Srinivas (@AravSrinivas) 12 décembre 2025
Analyzed CI logs,
Traced the failure,
Figured out a fix,
Committed the fix and opened a PR that’s ready to merge pic.twitter.com/lcsuuE7cjuComet Android can debug your code from your phone. Analyzed CI logs,
Traced the failure,
Figured out a fix,
Committed the fix and opened a PR that’s ready to merge -
BoardyAI most connected with investors; Betaworks funded AI agents applying via agents
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Hey @boardyai you aren't quite first, but you are the most connected with investors. @Borthwick at @betaworks already funded AI agents who had to have their agents apply for funding.
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Beginner’s Guide to Building AI Agents Safely
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A Beginner’s Guide To Building AI Agents AI agents are no longer sci-fi — they’re practical tools that can automate complex workflows, even if you’re not a data scientist, and this guide covers how to get started safely and effectively. Read more https://
bernardmarr.com/a-beginners-gu
ide-to-building-ai-agents/
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Enterprise AI Guardrails: Safety, Transparency and Access Controls
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Guardrails are a key consideration for AI adoption, as enterprises focus on safety, transparency, auditability, and strong access controls to ensure models operate within trusted boundaries.
— Databricks (@databricks) 12 décembre 2025
Watch @alighodsi dive deep into the future of enterprise AI: https://t.co/YXlcdoyi5P pic.twitter.com/540agcnMleGuardrails are a key consideration for AI adoption, as enterprises focus on safety, transparency, auditability, and strong access controls to ensure models operate within trusted boundaries. Watch @alighodsi dive deep into the future of enterprise AI: https://
databricks.com/resources/demo
s/videos/build-ai-agents-that-work?utm_source=twitter&utm_medium=organic-social&utm_scid=701Vp00000VCT65IAH
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