#AI perception
902 related articles
·7 min
Getting Started with AI Agents: A Deep Dive into the Perception-Decision-Action Loop
A clear, in-depth guide to how AI Agents work: the paradigm shift from traditional programs, the perception-decision-action loop, and the four pillars—LLMs, tool calling, memory, and RAG.
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·3 min
AI Agent 101: Understanding Perception, Decision-Making, and Action Through Team Collaboration
New to AI Agents? This article uses a startup team analogy to break down the three core capabilities — Perception, Decision-Making, and Action — helping you build a mental model from scratch.
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·4 min
Deconstructing the Core Principles of AI Agents: A Deep Dive into the Control, Perception, and Action Modules
A systematic breakdown of the three core AI Agent modules (Control, Perception, Action), with deep analysis of AutoGPT, BabyAGI, HuggingGPT, LlamaIndex architectures and Chain-of-Thought reasoning.
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·4 min
Core Principles of Coding Agents: How Perception and Context Engineering Determine AI Coding Effectiveness
Deep dive into why coding Agents differ: perception lets Agents understand projects first, context engineering precisely filters information within limited token budgets.
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·4 min
AI Agent Core Architecture Explained: A Deep Dive into the Four Key Modules — Perception, Brain, Action, and Memory
Deep dive into AI Agent architecture: explore the four core modules — Perception, Brain, Action, and Memory — covering RAG, tool calling, Chain of Thought, and more.
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Tech Frontiers·2 min
Apple's Camera-Equipped AirPods Approaching Mass Production: A Wearable Device Built for AI Perception
Apple's camera-equipped AirPods have entered the DVT design validation stage, just one step from mass production. The camera isn't for photos—it gives Apple Intelligence environmental awareness for spatial understanding and gesture recognition.
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·3 min
How to Choose a Research Direction for Your AI Master's? A Practical Decision Framework for Employment
How should employment-focused AI master's students choose research directions? Analyzing action recognition, EEG image generation, affective computing, and causal inference from a skill transferability perspective.
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·3 min
Perplexity's Customer Service Trust Crisis: The AI After-Sales Dilemma Behind Vanishing Paid Credits
A Perplexity Max user faces missing credits, silent deletions, and scripted runarounds—exposing the AI after-sales crisis lurking behind rapid growth.
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·3 min
Reinforcement Learning AI Takes on Hollow Knight's Hornet Boss: Technical Deep Dive and Practical Analysis
Deep dive into how reinforcement learning AI tackles Hollow Knight's Hornet Boss, covering state representation, reward function design, PPO algorithms, and the full training-to-deployment pipeline.
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·3 min
Multiple States Join Forces to Pressure OpenAI: Demanding AI Agents Be Isolated in Sandboxes
Multiple U.S. states led by Iowa demand OpenAI isolate AI agents in sandbox environments, sparking debate over AI autonomy, safety guardrails, and liability in the emerging era of autonomous AI systems.
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·2 min
The Silicon Valley AI Paradox: Why Those Selling AI Replacement Never Replace Themselves
Silicon Valley elites promote AI replacing human labor but never apply the same logic to themselves. This article dissects the double standard in AI narratives and the power dynamics behind efficiency rhetoric.
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·4 min
From Leibniz to ChatGPT: A 350-Year History of Machines Understanding Human Language
From Leibniz's 17th-century dream of a universal symbolic language to today's prompt engineering with LLMs, humanity has spent 350 years trying to make machines unambiguously understand intent.
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·3 min
Open-Source Agentic CRM: The New AI-First Paradigm for Customer Relationship Management
Deep analysis of open-source Agentic-first CRM design philosophy and architecture. How AI agents reshape CRM, compared to Salesforce, with open-source advantages in data sovereignty and cost control.
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·3 min
Qwen3 Series Deep Dive: The Multimodal Ambitions and Future Outlook of Open-Source LLMs
In-depth analysis of Alibaba's Qwen3 series, exploring its multimodal visual understanding, Chinese language capabilities, open-source ecosystem, and impact on developers and the AI industry.
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·3 min
Apple's Trade Secret Theft Lawsuit Against OpenAI Backfires: Leaked Communications Expose Management Failures
Apple accused ex-engineer Chang Liu of leaking hardware secrets to OpenAI, but disclosed communications reveal Apple employees still sought his help post-departure, exposing offboarding failures.
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·2 min
Firstmate: Orchestrating AI Agent Team Collaboration Through a Single Entry Point
Deep dive into Firstmate's multi-agent collaborative development model: orchestrating a specialized AI team through a single conversational entry point, covering the full pipeline from requirements to delivery.
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·2 min
Dynamic Workflows: A New Paradigm for AI-Driven Quantitative Strategies
Explore how dynamic workflows are transforming quantitative strategy development. From agent orchestration to adaptive strategy iteration, discover the potential and challenges of AI-driven workflows.
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·2 min
Regulators Restrict 2x Leveraged ETFs, So Why Are Retail Investors Flocking to 3x Products? Unpacking the Risk Migration Paradox
After regulators tightened 2x leveraged ETFs, retail investors flocked to riskier 3x products. We analyze this risk migration paradox through volatility decay, loss-chasing psychology, and regulatory arbitrage.
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·3 min
Complete Guide to Pursuing a PhD in Computer Vision & Robotics: A Research Roadmap from Scratch
A complete guide for PhD applicants in computer vision and robotics: covering low GPA strategies, research direction selection, learning paths, and priority planning for beginners.
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·3 min
JustInterview.ai Deep Dive: How an AI Full-Cycle Recruitment Platform Achieves 20x Faster Hiring
Deep dive into how JustInterview.ai uses AI interviews, coding tests, and Vibe Coding challenges to cover the full recruitment pipeline from JD to offer, enabling 20x faster hiring.
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