@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 = …
Tag:
design
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ZDNET Highlights Nothing’s new headphones (A) are available now for $199. They offer a unique design, long battery, great sound, and intuitive button controls. Although they are lighter than their …
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AI Tools
How to design an advanced tree-of-thoughts multi-branch reasoning agent with beam search, heuristic scoring, and depth-limited pruning
In this tutorial, we build an advanced tree-of-thoughts (TOT) multi-branch reasoning agent from scratch. Instead of relying on linear thought-chain logic, we design a system that generates multiple logic branches, …
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Image by author # Introduction agent ai systems that use large language model (LLM) to reason, plan, and execute multi-step tasks, promising a new era of automation. However, their non-deterministic …
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AI Tools
How to design an agent workflow for tool-driven route optimization with deterministic computation and structured output
In this tutorial, we create a production-style route optimizer agent for a logistics dispatch center using the latest Langchain Agent API. We design a tool-driven workflow in which the agent …
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AI News
Google AI introduces Natively Adaptive Interface (NAI): an agentic multimodal accessibility framework built on Gemini for adaptive UI design
Google Research is proposing a new way of creating accessible software with Natively Adaptive Interfaces (NAI), an agentic framework where a multimodal AI agent becomes the primary user interface and …
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AI News
How to Design Complex Deep Learning Tensor Pipelines Using Enops with Vision, Attention, and Multimodal Examples
section(“6) pack unpack”) B, Cemb = 2, 128 class_token = torch.randn(B, 1, Cemb, device=device) image_tokens = torch.randn(B, 196, Cemb, device=device) text_tokens = torch.randn(B, 32, Cemb, device=device) show_shape(“class_token”, class_token) show_shape(“image_tokens”, image_tokens) …
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