#prompt testing
2340 related articles
·3 min
Beware the Prompt Injection Trap Behind LLM Testing Posts: A Social Engineering Attack Analysis
Deep analysis of a Reddit post disguised as LLM robustness research that's actually an indirect prompt injection attack, revealing its social engineering tactics and providing security defense strategies.
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·3 min
Generate a Mini-Game from a Single Prompt? Testing the Cocos AI Agent Plugin
Deep dive into the Cocos Creator AI Agent Plugin: three-level context compression, tool approval, multi-agent parallelism, and DeepSeek-powered Mario scene building — all in one test.
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·2 min
VMs Can't Contain AI Hacker Agents: The Security Isolation Myth Is Shattered
Deep analysis of why VMs can't truly isolate AI agents with cyber attack capabilities. Covers VM isolation failures, new AI security paradigms, and defense-in-depth strategies.
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·2 min
Why Is AI-Generated Code So Hard to Finish? A Developer's Deep Reflection
AI coding assistants generate code fast, but why can't developers finish AI-suggested implementations? Exploring mental models, psychological ownership, and comprehension debt.
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·3 min
Claude Code Skills in Practice: A Progressive Guide to AI Programming from Writing Code to Writing Skills
A practical guide to Claude Code Skills development covering the three-level progression path, Codex vs Claude Code selection strategy, and enterprise secondary development techniques.
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·3 min
Qwen VLM Takes on Where's Waldo: Exposing the Achilles' Heel of Fine-Grained Visual Localization
Qwen 3.6 VLM takes on Where's Waldo, revealing vision-language models' weaknesses in fine-grained target localization in dense scenes. Analysis of resolution limits, visual grounding gaps, and future directions.
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·2 min
Ollama Cloud Pro Unusual Usage Depletion: In-Depth Analysis of DeepSeek's Sudden Usage Spike
Ollama Cloud Pro users report DeepSeek model usage spiking suddenly, hitting limits within an hour. We analyze token billing, model versioning, and billing weight changes, plus offer optimization tips.
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·3 min
Vibe Coding Practical Guide: AI Full-Stack Development for Building a One-Person Company
A deep dive into Vibe Coding: from requirements analysis, UI design, multi-platform deployment to AI-automated operations. Master the full-stack AI development loop for one-person companies.
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·3 min
Run Multiple Open-Source OCR Models via a Unified API: 100K Pages for Just $60
VLM.run wraps open-source OCR models like DeepSeek-OCR-2, GLM-OCR, and dots.mocr into a unified OpenAI-compatible API. Parse 100K pages for just $60 with JSON output and MCP server support.
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·3 min
X1 Review: AI-Powered iPhone App Generator That Takes You From Idea to App Store
X1 is an AI-powered iOS app builder dubbed 'Lovable for iPhone apps.' Through step-by-step guidance, real-device preview, and App Store submission management, it lets non-coders go from idea to published app.
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·4 min
Cursor + Claude Code: A Practical Guide to Small-Step Development and Git Rollback
Learn the Cursor + Claude Code collaborative workflow: use Cursor to organize task cards, Claude Code to execute development, and Git to manage version rollbacks with small-step development.
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·3 min
The Alignment Tax: AI Safety Guardrails Are Consuming 35% of Your Compute Budget
Analysis of the hidden "alignment tax" in commercial AI: safety guardrails consume 25-35% of compute budgets through token overhead, false refusals, and model drift. Self-hosted open models offer an alternative.
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·3 min
Ornith 1.5 35B Hands-On: Q4 vs Q8 Quantization Comparison — Which One Is Worth Running?
In-depth comparison of Ornith 1.5 35B-A3B Q4KM vs Q8 quantization across browser OS, FPS games, 3D modeling and more, helping consumer hardware users choose the right version.
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·2 min
Why Developers Miss the Old Claude Code: The Experience Regression Problem in AI Programming Tools
Why do developers miss the old Claude Code? This article analyzes experience regression in rapid AI tool iteration, covering model drift, workflow disruption, and strategies for vendors and developers.
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·2 min
Google Gemini Startup Forum: How AI Startups Can Access Google's Top-Tier Technical Resources
Google launches Gemini Startup Forum registration for early-stage AI startups, offering hands-on Gemini API access, DeepMind engineer connections, and a global founder network.
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·3 min
Vendo Open-Source Project: Let Users Build Their Own Features Inside Your Product Using Natural Language
Vendo is an open-source customization layer that lets SaaS end users build custom features and micro-apps inside products using natural language, secured by guardrails.
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·3 min
Getting Started with AI and Large Language Models from Scratch: A Complete Learning Roadmap
A complete roadmap for learning AI, machine learning, and LLMs from scratch—covering math foundations, Python, top courses, hands-on projects, and community resources for beginners.
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·4 min
grill-me: Let AI Interrogate You for 45 Minutes Before Coding — Save Countless Hours of Rework
grill-me is a viral open-source skill that has AI interrogate your technical plan before coding. Learn its 4-phase workflow, installation, and best practices.
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·3 min
MiniMax H3 In-Depth Review: A Comprehensive Evaluation of the Open-Weight Audio-Driven Video Generation Model
In-depth review of MiniMax H3 open-weight video generation model covering anime, commercial ads, audio-driven video, R2V reference generation, and ComfyUI local deployment tutorial.
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·4 min
Running a Local AI Coding Assistant on 8GB VRAM: A Practical Guide to Model Selection
How to deploy a local AI coding assistant with only 8GB VRAM? This guide covers VRAM bottlenecks, recommends quantized models like Qwen2.5-Coder-7B, and shares optimization tips for context length, inference backends, and Agent tool calling.
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