#Prompt slot design
84 related articles
·3 min
Vibecoding in Practice: Prompt Slot Design and On-Demand Multi-Agent Loading
Learn how to design Prompt templates and Slots for multi-Agent AI apps: separate deterministic vs. non-deterministic tasks, enforce single responsibility, and sync changes across engines with one edit.
Read more →
·3 min
DeepSeek-OCR Deployment & Fine-Tuning in Practice: From vLLM Inference to Unsloth Fine-Tuning
Complete guide to DeepSeek-OCR from vLLM inference deployment and Unsloth model loading to fine-tuning, covering cloud server setup, GPU selection, and code examples — all on a single 4090 GPU.
Read more →
·3 min
Six-Week AI Persona Account Experiment: The Truth Behind "Passive Income" at $0.32/Hour
A creator built a faceless AI persona account from scratch. After 6 weeks: 34 hours invested, $11 earned, $0.32/hour. The real economics behind AI passive income revealed.
Read more →
·7 min
Getting Started with Claude Code: Five Dimensions That Show Why It Outperforms Ordinary AI
Claude Code isn't just a chat AI—it can directly read projects, modify code, and run commands. This article compares Claude Code with ordinary AI across five dimensions: interaction, context, execution, memory, and tool calling.
Read more →
·3 min
Zero-Cost QQ Group Minesweeper Bot in 6 Minutes with DeepSeek
Step-by-step guide to using DeepSeek with the OICQ framework to generate a runnable QQ group Minesweeper bot Python script in 6 minutes — zero cost, real pitfalls included.
Read more →
·2 min
Voice AI Agent Architecture: Pipecat Flows vs Vapi Squad — A Deep Comparison
A deep comparison of Pipecat Flows and Vapi Squad for voice AI agent architecture — covering latency, accuracy, multi-agent handoffs, and when to use each.
Read more →
·6 min
Claude Sonnet 5 In-Depth Testing: 8 Real-World Tasks Reveal Its True Capability Boundaries
Bilibili creator KaterSony tests Claude Sonnet 5 across 8 real-world tasks—image recognition, 3D modeling, web generation—comparing it against GPT-5.5, Gemini 3.1 Pro, and revealing its true capability limits and cost traps.
Read more →
·3 min
AI Development for Java Engineers: A Complete Guide to LangChain4j Agents
Java developers can build AI apps too! Learn LangChain4j fundamentals including RAG, Agents, Function Calling, and hands-on projects — no Python required.
Read more →
·4 min
Zero-Code AI Voice Agents with Claude Code: 5 Real-World Business Scenarios Unpacked
Build a production AI voice agent with Claude Code + Telnyx single-stack — no code needed, live phone number in 5 minutes. Covers 5 business scenarios including appointment booking, lead qualification, and support triage.
Read more →
·4 min
Cursor Designer: Why Software Must Retain Its Human Touch in the Age of AI Acceleration
Cursor designer Rio: AI compresses build loops dramatically, but risks flooding the world with mediocrity. From Glass UI principles to the migration of craft — why human agency, taste, and responsibility remain software's true core.
Read more →
·4 min
GPT-5.6 & OpenAI Super App Deep Dive: Loop Engineering as the New Paradigm Replacing Prompt Engineering
Deep dive into GPT-5.6 (Sol/Terra/Luna) and OpenAI's Super App: Loop Engineering, Parallel Agents, and Computer Use — unpacking the shift from prompt to loop engineering with real test cases and a startup framework.
Read more →
·3 min
NVIDIA's Dual-Tower Diffusion Language Model Explained: How Freezing Half the Network Achieves 2.4× Speedup
NVIDIA's dual-tower diffusion LM freezes the context tower while fully retraining the denoiser, achieving 2.4× speedup with 98.7% quality retention. A deep dive into the architecture, performance, and fragility.
Read more →
·3 min
OpenAI Codex IDE Extension in Practice: A Complete Guide to VS Code Installation and Local Development
A hands-on guide to installing and configuring the OpenAI Codex IDE extension, covering its three working modes and Agent demo. Supports VS Code, Cursor, and Windsurf.
Read more →
·3 min
ChatCut × Codex Hands-On: Can AI Agent Edit Your Video With a Single Prompt?
Hands-on test of ChatCut AI video editor: Codex plugin support, auto filler removal, MG animation & subtitle generation. Full workflow test on a 3min 20sec video.
Read more →
·3 min
Bonsai-27B Extreme Quantization: Running 1-bit LLMs on Consumer Hardware
Bonsai-27B supports binary/ternary extreme quantization for 27B LLMs running on 8GB VRAM. Covers llama.cpp upstream progress, RTX 4060 benchmarks (30 t/s), and real-world limitations.
Read more →
·4 min
Can a 2.5 Overall Score Get Accepted at EMNLP? A Deep Dive into Review Scoring
A detailed breakdown of EMNLP/ACL review dimensions—Overall, Soundness, Excitement, Reproducibility—with an objective assessment of acceptance odds at 2.5 Overall, plus Rebuttal strategy and Findings advice.
Read more →
·3 min
The Gray Zone of Star Athletes Endorsing Betting Apps: When Precision Marketing Collides with Addiction Risk
FanDuel pushed a Bryce Harper-endorsed betting video to a problem gambler, exposing the ethical dilemma behind sports betting platforms' precision marketing. When athlete influence meets addictive products, who bears the responsibility?
Read more →
·4 min
In-Depth Comparison of 4 AI Coding Tools: Cursor, Claude Code, Codex, and Opencode — Which Is Worth Buying?
A real-world review of subscribing to Cursor, Claude Code, Codex, and Opencode simultaneously. Compare quotas, model capability, and value to find your ideal AI coding subscription.
Read more →
·4 min
Dumb Co Flip Phone Review: Can Digital Minimalism Cure Phone Addiction?
Dumb Co launches a flip phone that syncs with your smartphone, physically walling off social media and short video while keeping calls and texts. A deep dive into its sync mechanism, user experience, and limits—and whether digital minimalism can cure phone addiction.
Read more →
Small but Beautiful Culinary RPG: Rede…
·4 min
Small but Beautiful Culinary RPG: Redefining Role-Playing Games Through Restraint
A small-scale RPG centered on food, using restraint and focus to counter AAA content overload. An in-depth analysis of the culinary RPG design philosophy.
Read more →