#Scope of Work
1498 related articles
·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
A Complete Guide to AI Agent Observability and Evaluation Tech Stacks
Deep dive into three technical approaches for AI Agent observability and evaluation: LangSmith native integration, open-source self-hosted solutions like LangFuse, and unified platforms like Lyzr.
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·3 min
Cloudflare Wallets: A Deep Dive into Programmable Wallets for AI Agents
Deep analysis of how Cloudflare Wallets provides AI agents with programmable wallets, spending controls, and machine-friendly payments to solve the payment challenges of the agentic economy era.
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·4 min
Shai-Hulud Supply Chain Attack: In-Depth Analysis of the Keyv npm Package Compromise and Defense Guide
In-depth analysis of how the Shai-Hulud worm-like supply chain attack compromised Keyv and other popular npm packages, with developer investigation and long-term defense strategies.
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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
Why AI Agent Command Approval Fails: The Deep Reasons Behind Humans Missing One-Third of Threats and How to Address Them
Research shows humans miss 33% of threats when approving AI agent commands. This article analyzes why Human-in-the-Loop fails and explores defense-in-depth strategies for safer AI agent systems.
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·2 min
When Claude Goes Down: The Anxiety Over Independent Thinking Behind AI Dependence
When AI services like Claude go down, dependent employees are lost while veteran colleagues think independently. Exploring the cognitive outsourcing risks behind AI dependence.
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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
AppScout: A Backend-Free App Store Data Widget Dashboard
AppScout is a backend-free, privacy-first iOS developer tool that displays App Store downloads, revenue, and MRR data via home screen widgets — no App Store Connect login required.
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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
Lost Gemini on Android Auto After Upgrading to Workspace? Causes and Fix Guide
Lost Gemini on Android Auto after upgrading to Google Workspace? Learn why the account type change disables in-car AI and follow this 3-step fix guide.
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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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·3 min
Migrating C/C++ Projects to Rust: A Practical Guide to Incremental Rewriting
A detailed guide on safely migrating C/C++ projects to Rust, covering incremental strategies, FFI interop, bindgen/cxx toolchain usage, and unsafe boundary management.
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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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·3 min
Yokoso: An In-Depth Review of the Japanese Learning App Built for Real Life in Japan
Yokoso is a Japanese learning app designed for foreigners living in Japan, featuring real-life scenario teaching like sign reading and price understanding, with WaniKani integration and offline support.
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·3 min
GPU Utilization at 100% Doesn't Mean Full Load: How to Truly Diagnose Training Bottlenecks
nvidia-smi showing 100% GPU utilization doesn't mean optimal training efficiency. Learn about DCGM, PyTorch Profiler, and MFU metrics for diagnosing real GPU training bottlenecks.
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·3 min
A Practical Guide to Preventing Context Loss During Cursor Development
Learn how to prevent context drift in Cursor, Claude Code, and other AI coding agents using AGENTS.md, layered rules, validation checklists, and structured workflows.
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·3 min
Israel Spends $46.5 Million to Influence AI Narratives: Generative AI Becomes the New Information Warfare Battleground
Israel reportedly paid $46.5M to influence ChatGPT outputs on Gaza. This article analyzes how generative AI became a new information warfare battleground and what users can do about it.
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·2 min
The Evolution of AI Video Generation: From the Will Smith Spaghetti Disaster to Cinematic Quality
From ModelScope's viral Will Smith spaghetti disaster to cinematic videos from Sora and Kling, tracing AI video generation's stunning leap in just 2-3 years through diffusion models and DiT architecture.
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·3 min
AI Agent Deems Open Source Maintainer 'Not Authoritative': A Collaborative Trust Crisis
An AI agent deemed a pygame-ce maintainer 'not an authoritative source,' sparking debate about trust, accountability, and governance when AI enters open source collaboration.
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