#progressive disclosure
98 related articles
·7 min
Decoding the Government Software Security Executive Order: New Supply Chain Compliance and SBOM Requirements
The new U.S. Executive Order requires government software suppliers to provide verifiable security assurances and mandates the SBOM system. This article analyzes the policy's core demands, real impact on suppliers, and the chain of challenges.
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·6 min
GPT-5.6 Fully Available: A Deep Dive into the Sol/Terra/Luna Three-Tier Models and Four-Agent Parallelism
GPT-5.6 is now officially available to all users, launching the three-tier Sol, Terra, and Luna models with four-agent parallelism. An in-depth look at the official benchmarks, API pricing, safety, and Ultra mode.
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·4 min
Agent Skills Explained: A Five-Level Evolution from Prompt to AI Expert
A deep dive into Agent Skills: from basic prompts to fully encapsulated AI capability units. Five levels of human-AI interaction evolution, with clear distinctions between Skills, MCP, and Workflow.
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·2 min
Visa Harness: An Open-Source Security Testbed for Auditable AI Vulnerability Scanning
Visa's open-source Agentic security testbed Harness orchestrates threat modeling, vulnerability research, adversarial reproduction, and structured reporting into an auditable pipeline — not just a scan button.
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·7 min
Tencent DiscoBench: The First Benchmark for Evaluating LLM Search Agents' Ambiguity Clarification Capabilities
Tencent Hunyuan and Tsinghua jointly release DiscoBench, the first benchmark evaluating search agents' dynamic ambiguity clarification. Covering 463 ambiguity instances across 11 domains, it reveals real weaknesses of mainstream LLMs.
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·2 min
Google SynthID Watermarking Explained: How AI Content Provenance Works
Google DeepMind's SynthID has watermarked over 100 billion images across image, video, audio, and text. Combined with C2PA standards, here's how AI content provenance works.
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·3 min
Google's AI Blitz: Gemini 3.5 Live Translate, NotebookLM Upgrades, and DiffusionGemma Explained
Google's packed AI week: Gemini 3.5 Live Translate, NotebookLM agentic upgrades, DiffusionGemma text diffusion, and Project Genie. A full breakdown of Google's latest AI moves.
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·6 min
From Firefox to Android Root: Deep Analysis of a Browser Privilege Escalation Attack Chain
Deep analysis of a complete mobile exploit chain: how attackers start from Firefox, escape the sandbox, exploit kernel vulnerabilities, and achieve Android Root. Security insights for developers.
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·6 min
Hardware-Level AI Security: How Confidential Computing Achieves Both Performance and Protection
Explore how hardware-level AI security and Confidential Computing protect model weights, training data, and inference processes, building trusted execution environments without performance loss.
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·6 min
Hardware-Level AI Security: How Confidential Computing Achieves Both Performance and Protection
Explore how hardware-level AI security and Confidential Computing protect model weights, training data, and inference processes, building trusted execution environments without performance loss.
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·7 min
ByteDance and Alibaba Halt Anthropomorphic AI Agents: Industry Upheaval Amid Tightening Regulation
ByteDance and Alibaba ban highly anthropomorphic custom AI agents ahead of new regulations. Analysis of the reasons, tightening regulatory frameworks, and impact on the AI Agent industry.
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·7 min
Inside the AI Fraud Industry Chain: Deepfakes and Identity Deception Revealed Through the Lily Jay Incident
The Lily Jay incident exposes the AI fraud industry chain: how deepfakes, image synthesis, and content automation create fake identities. Practical methods for identifying false content in the AI era.
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Decoding Claude's Design System Prompt…
·3 min
Decoding Claude's Design System Prompt: How AI Internalizes Aesthetic Judgment
A deep dive into Claude's Design System Prompt — how Anthropic guides AI to generate high-quality UI through system prompts, and what it means for prompt engineering and front-end design.
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·3 min
Andrew Ng x Anthropic: A Complete Guide to Agent Skills
DeepLearning.AI and Anthropic launch an Agent Skills course. Learn how Skills work, progressive disclosure, MCP integration, and subagent patterns for AI agent development.
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ChatGPT's Global Surge: Deeper Engagem…
·3 min
ChatGPT's Global Surge: Deeper Engagement, Broader Feature Adoption, and Multilingual Expansion
OpenAI's latest Signals data shows ChatGPT's global adoption surging — with higher usage frequency, broader feature exploration across multimodal scenarios, and expansion into more languages and regions.
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·7 min
Building an AI Agent from Scratch: Implementing Core Conversational Agent Features in Python
Learn AI Agent development from scratch. This tutorial covers LLMs and prompts, then builds a conversational agent in Python using the DeepSeek API with multi-turn dialogue and system prompts.
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·6 min
Agent Studio: A Unified Platform for Authoring AI Roles and Skills
Agent Studio unifies AI Agent role definition (Subagents) and Skills on one platform, enabling coordinated orchestration through a shared MCP endpoint, progressive disclosure, and moderated community publishing.
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Decoding xAI's Open Partnership Strate…
·3 min
Decoding xAI's Open Partnership Strategy: How Musk Is Building His AI Ecosystem
A deep dive into xAI's open partnership strategy, Grok model strengths, and Elon Musk's ecosystem expansion logic in the competitive AI landscape.
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·7 min
Linked Context: How AI Agent Skills Can Point to the Entire Open Web
Deep dive into Skill Studio's "Linked Context" mechanism—skill files become real-time URL fetches instead of pre-loaded copies, extending AI Agent progressive disclosure to the entire open web.
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Perplexity Integrates Forge Private Ma…
·3 min
Perplexity Integrates Forge Private Market Data, Accelerating Push into Professional Financial Research
Perplexity integrates Forge Global private market data into Perplexity Computer, enabling direct queries on pre-IPO valuations. A deep dive into the strategy, data moat logic, and AI's push into professional financial research.
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