← heapsort-ai

Autonomous systems

58 items

ARTICLEDEV.to AI·2d ago

What Is an Agent?

The AI industry often misuses the term "agent," applying it broadly to various functionalities and prioritizing the appearance of autonomy over operational reality. Modern models simulate coherence well, but many systems fail under operational pressure, an aspect rarely revealed in demonstrations.

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RESEARCHDEV.to AI·4/10/2026

Cross-Modal Knowledge Distillation for planetary geology survey missions with ethical auditability baked in

O texto narra a jornada de pesquisa do autor em destilação de conhecimento cross-modal com auditabilidade ética, impulsionada pela observação de que IAs de classificação mineral podem tomar decisões tecnicamente corretas, mas eticamente ingênuas. O objetivo é desenvolver sistemas de IA que sejam precisos e eticamente robustos para missões de pesquisa geológica planetária.

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ARTICLEDEV.to AI·4/22/2026

🚀 I Built a Fully Autonomous AI Marketing Team (That Never Sleeps)

The author built a fully autonomous AI marketing team, comprising four specialized agents (Orchestrator, TrendScout, Growth, Copywriter) powered by OpenClaw. This multi-agent system is designed to handle research, strategy, distribution, and content creation collaboratively and continuously within Discord, aiming for results without micromanagement.

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ARTICLEDEV.to AI·4/11/2026

Sparse Federated Representation Learning for deep-sea exploration habitat design for low-power autonomous deployments

The author explores federated learning to overcome latency challenges in voluminous sensor data from multi-robotic autonomous vehicles, optimizing processing in low-bandwidth environments. This approach seeks a distributed alternative to centralized data synchronization through distributed model updates.

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NEWSDEV.to AI·4/20/2026

Deep Agents: Building Long-Running Autonomous Agents with LangChain's New Framework

LangChain announced the Deep Agents framework, a new architecture designed to build long-running autonomous agents capable of orchestrating complex workflows beyond reactive interactions. This framework introduces layered planning, persistent memory, and sub-agent delegation as first-class concerns, marking an end to single-turn agents.

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