#PTC mode
163 related articles
·2 min
Grok Bot Hands-On: A Full Walkthrough of AI Agent Auto-Returns, Doctor Appointments, and More
Hands-on review of Grok Bot as an AI agent: auto-processing Amazon returns, booking doctors, and registering vehicles. Exploring AI Agent evolution and security considerations.
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·3 min
The Agentic Flooding Crisis: AI Agents Overwhelm Government Public Service Systems
Massive AI agents are automatically accessing government online services, creating 'agentic flooding' that strains public systems. We analyze the challenges, fairness paradox, and potential solutions.
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·3 min
Musk's AI Race Paradox: What's the Point of Being First to Build an Uncontrollable Superintelligence?
Deep analysis of the AI race paradox: if AGI is too powerful to control, what's the point of building it first? From instrumental convergence to alignment challenges.
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·4 min
DeepSeek Harness in Practice: Deep Dive into the "Everything is a Plugin" Agent Framework
Deep dive into DeepSeek Harness agent framework's "Everything is a Plugin" philosophy, comparing Rally, Standard, and PTC modes with real token consumption data and setup guide.
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·3 min
DeepSeek V4 Pro Hands-On: Impressive Benchmark Scores but Frontend Generation Still Has Bugs
Hands-on review of DeepSeek V4 Pro: community testing covers T5 and Candy tests, Terminal Bench score of 87.9, Harness tool impressions, and cost analysis to help you decide if V4 Pro is worth upgrading to.
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·5 min
LLM Reasoning Chains Stolen: Deep Dive into Architecture-Level Vulnerabilities Across Three Major AI Providers
Deep analysis of a security paper revealing architecture-level vulnerabilities in Anthropic, OpenAI, and Google's encrypted reasoning chains, covering decryption jailbreak attacks, distillation theft, privacy leaks, and Agent prompt injection.
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·3 min
Bun 1.4 Rust Rewrite Under Scrutiny: Analyzing Performance and Stability Concerns
Bun 1.4 introduces Rust rewrites of core modules, raising community concerns about performance regression and stability. We analyze the risks of migrating from Zig to Rust.
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·3 min
DeepSeek Harness Hands-On Review: A Detailed Guide to the Agent Scaffolding Tool for Developers
Hands-on review of DeepSeek Harness (DSH): analyzing private model integration, plugin architecture, four conversation modes, and more to help developers understand this Agent scaffolding tool.
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·2 min
DeepSeek Harness Complete Tutorial: A Practical Guide to Building Plugin-Based AI Agents
Complete guide to DeepSeek Harness: installation, four Agent preset modes, third-party model integration, plugin management, plus hands-on examples building a blog and task manager app.
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·2 min
DeepSeek Harness Hands-On Review: Deep Dive into the "Everything is a Plugin" AI Agent Framework
Hands-on review of DeepSeek Harness (DSH), the open-source AI Agent framework with a fully plugin-based architecture. Covers installation, plugin ecosystem, custom plugin creation, and comparison with Codex.
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·3 min
DeepSeek Harness Explained: An Agent Runtime Where Everything Is a Plugin
Deep dive into DeepSeek Harness (DSH): its Agent=Model+Harness formula, Cordis plugin system, four runtime modes, and Trajectory traceability for modular Agent development.
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·2 min
The AI Data Center Investment Frenzy: Logical Flaws and Truths Behind the Compute Race Narrative
Deep analysis of logical flaws behind the AI data center investment boom: over 90% of construction is unrelated to winning the AI race, revealing a fundamental mismatch between national security narratives and commercial investment.
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·3 min
EgoLite: Let Claude Code Work in Your Browser in Parallel
EgoLite is an open-source Chromium browser designed for AI Agents and humans to work in parallel. It supports Chrome login inheritance, Space isolation, and Token-saving Snapshots, compatible with Claude Code, Codex, and Cursor.
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·3 min
Using AI-Assisted Programming to Rewrite macOS Drivers for Abandoned Drobo Storage Devices
A developer uses AI-assisted programming (vibe-coding) to reverse-engineer and rewrite macOS drivers for discontinued Drobo storage arrays, reviving abandoned hardware.
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·3 min
Gemini Comes to Chrome Mobile: Auto Browse Ushers in a New Era of AI Agent Browsing
Google's Gemini assistant officially arrives on Chrome for Android with Auto Browse. Learn how AI agents automate multi-step tasks like booking and order management in the browser.
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·3 min
TinyFish: A Unified Web Operating Layer Built for AI Agents
TinyFish is a web operating layer platform for AI agents, offering real-time search, structured extraction, dynamic browsing, and auth automation to solve the last-mile challenge of AI accessing the real web.
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·3 min
Fan: Open-Source Browser Agent That Lets AI Automatically Operate Web Pages to Execute Tasks
FanAgent is an open-source browser AI Agent that autonomously understands web content, clicks elements, and fills forms with multi-task parallelism. Ideal for visa applications, research, and travel booking.
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·4 min
Why Multi-Agent Collaboration Cripples Full-Stack Caching: A Four-Layer Analysis and Solutions
Analyzing why multi-Agent collaboration breaks full-stack caching across four layers — business cache penetration, Prompt Cache prefix disruption, KV Cache memory crisis, and cache thrashing — with semantic cache, prefix sharing, and affinity scheduling solutions.
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·4 min
Agentic Engineering: How AI Agents Are Reshaping Physics Simulation and Robotics Development
Deep dive into the agentic engineering paradigm from NVIDIA's SIGGRAPH demo—from vibe coding to controlled workflows, and how Omniverse libraries empower AI Agents for physics simulation and robotics.
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·5 min
Why Genius Fails: The Intellectual Arrogance of AI Labs and LTCM-Style Risk
From LTCM's collapse to AI labs' intellectual arrogance: why the smartest people systematically underestimate risk. Analyzing capability boundary blindness, safety neglect, and self-reinforcing elite narratives in the race to AGI.
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