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How to Design a Streaming Decision Agent with Partial Reasoning, Online Replanning, and Reactive Mid-Execution Adaptation in Dynamic Environments

@dataclass class AgentConfig: horizon: int = 6 replan_on_target_move: bool = True replan_on_obstacle_change: bool = True max_steps: int = 120 think_latency: float = 0.02 act_latency: float = 0.01 risk_gate: float = 0.85 alt_search_depth: int = 2 @dataclass class StreamingDecisionAgent: cfg: AgentConfig world: DynamicGridWorld start_time: float = field(init=False, default_factory=time.time) step_id: int = field(init=False, default=0) current_plan: List[Coord]…

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3 Questions: On the future of AI and the mathematical and physical sciences | MIT News

Curiosity-driven research has long sparked technological transformations. A century ago, curiosity about atoms led to quantum mechanics, and eventually the transistor at the heart of modern computing. Conversely, the steam engine was a practical breakthrough, but it took fundamental research in thermodynamics to fully harness its power. Today, artificial intelligence and science find themselves at…

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NVIDIA Releases Nemotron 3 Super: A 120B Parameter Open-Source Hybrid Mamba-Attention MoE Model Delivering 5x Higher Throughput for Agentic AI

The gap between proprietary frontier models and highly transparent open-source models is closing faster than ever. NVIDIA has officially pulled the curtain back on Nemotron 3 Super, a staggering 120 billion parameter reasoning model engineered specifically for complex multi-agent applications. Released today, Nemotron 3 Super sits perfectly between the lightweight 30 billion parameter Nemotron…

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New MIT class uses anthropology to improve chatbots | MIT News

Young adults growing up in the attention economy — preparing for adult life, with social media and chatbots competing for their attention — can easily fall into unhealthy relationships with digital platforms. But what if chatbots weren’t mere distractions from real life? Could they be designed humanely, as moral partners whose digital goal is…

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Google AI Introduces Gemini Embedding 2: A Multimodal Embedding Model that Lets Your Bring Text, Images, Video, Audio, and Docs into the Embedding Space

Google expanded its Gemini model family with the release of Gemini Embedding 2. This second-generation model succeeds the text-only gemini-embedding-001 and is designed specifically to address the high-dimensional storage and cross-modal retrieval challenges faced by AI developers building production-grade Retrieval-Augmented Generation (RAG) systems. The Gemini Embedding 2 release marks a significant technical shift in…

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How to Build a Self-Designing Meta-Agent That Automatically Constructs, Instantiates, and Refines Task-Specific AI Agents

class MetaAgent: def __init__(self, llm: Optional[LocalLLM] = None): self.llm = llm or LocalLLM() def _capability_heuristics(self, task: str) -> Dict[str, Any]: t = task.lower() needs_data = any(k in t for k in [“csv”, “dataframe”, “pandas”, “dataset”, “table”, “excel”]) needs_math = any(k in t for k in [“calculate”, “compute”, “probability”, “equation”, “optimize”, “derivative”, “integral”]) needs_writing =…

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How AI and Virtual Assistant help.

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Ready to kickstart your career as a Virtual Assistant? This free YouTube course is designed to guide you — even if you’re starting from scratch. Learn essential VA skills, tools, and strategies to land clients, build your profile, and work from anywhere.

✅ What You’ll Learn:

  • What a Virtual Assistant is and what they do
  • Top skills every successful VA should master
  • How to create a winning profile and proposal
  • Tools (including AI!) to boost your productivity
  • Real client examples and platforms to apply on

No experience? No problem! Start learning today and become a confident, skilled Virtual Assistant — for free!

AI tools are transforming the way we work, create, and communicate. From writing emails and generating images to automating tasks and analyzing data, these smart tools help individuals and businesses save time, boost productivity, and stay competitive in the digital age.

Whether you’re a freelancer, virtual assistant, marketer, content creator, or entrepreneur — AI tools can simplify your workflow and unlock powerful results..

🔍 With AI Tools, You Can:

🎥 Create content, captions, and videos with ease

✍️ Write faster with tools like ChatGPT

🎨 Design stunning graphics using Canva AI

🧠 Brainstorm ideas and strategies in seconds

📅 Automate repetitive tasks and save hours daily

📈 Make smarter decisions with AI-powered analytics


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