Most LLM agents work well for small tool-calling loops, but they start to break down when the task becomes multi-step, stateful, and artifact-heavy. langchen’s deep agent Designed for that difference. …
agents
-
-
AI News
How to design streaming decision agents with partial reasoning, online replanning, and reactive mid-execution optimization in dynamic environments
by ai-intensify@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 = …
-
Microsoft on Monday released a new line of AI agent products for enterprise customers, evolving its CoPilot tool from an AI assistant to a broader ecosystem of agentic features. The …
-
AI Tools
How to build risk-aware AI agents with internal criticism, self-consistency reasoning, and uncertainty estimation to make reliable decisions
class AgentAnalyzer: @staticmethod def plot_response_distribution(result: Dict): fig, axes = plt.subplots(2, 2, figsize=(14, 10)) fig.suptitle(‘Agent Response Analysis’, fontsize=16, fontweight=”bold”) responses = result(‘all_responses’) scores = result(‘critic_scores’) uncertainty = result(‘uncertainty’) selected_idx = result(‘selected_index’) …
-
AI Tools
Andrzej Karpathy Open-sources ‘AutoSearch’: A 630-line Python tool that lets AI agents run autonomous ML experiments on a single GPU
Andrzej Karpathy was released self researchA minimal Python tool designed to enable AI agents to conduct machine learning experiments autonomously. This is a different version of the project nanochat LLM …
-
Generative AI
Building Next Generation Agent AI: A Complete Framework for Cognitive Blueprint Driven Runtime Agents with Memory Tools and Verification
In this tutorial, we build a complete cognitive blueprint and runtime agent framework. We define structured blueprints for recognition, targeting, planning, memory, validation, and device access, and use them to …
-
Future Tech
Microsoft says North Korean agents are using AI to recruit Western companies Technology Sector
Microsoft has said fake IT workers deployed by North Korea are using AI technology, including voice-altering tools, to dupe Western companies into hiring them. A signature method of Pyongyang’s money-raising …
-
Future Tech
AI agents can pose a threat to humanity. We must work to prevent that future. David Krueger
Artificial intelligence is the way to artificial life. Exhibit A: “Moltbook”, an online platform designed for AI systems to communicate with each other without humans. What do AIs actually talk …
-
AI News
Google AI releases a CLI tool (gws) for the Workspace API: providing a unified interface for humans and AI agents
Integrating Google Workspace APIs – like Drive, Gmail, Calendar, and Sheets – into applications and data pipelines typically requires writing boilerplate code to handle REST endpoints, pagination, and OAuth 2.0 …
-
Machine Learning
Building a custom model provider for Strands agents with LLM hosted on a SageMaker AI endpoint
Organizations are increasingly deploying custom large language models (LLMs) on Amazon SageMaker AI real-time endpoints using their preferred serving framework – such as SGLang, VLLM, or TorchServe – to help …