#Spec Coding
5441 related articles
·4 min
Deep Dive into DeepSeek Harness: Old Patterns, New Ecosystem
A deep analysis of DeepSeek Harness Agent framework from a software engineering perspective, comparing it with Claude Code and Pi, revealing its server-side Agent positioning and TypeScript ecosystem advantages.
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·2 min
Warren: Isolated Runtime Infrastructure Built for AI Coding Agents
Warren is an open-source infrastructure project providing isolated workspaces, resource limits, real-time observability, and Git delivery for AI coding agents running securely in your own environment.
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·2 min
EasySwitch Review: A Cross-Device Collaboration Tool That Manages All Your Computers with One Keyboard, Mouse, and Secondary Screen
EasySwitch is a Rust-based cross-platform multi-device tool combining keyboard/mouse sharing and secondary display extension, supporting Mac, Windows, Linux & Wayland, using only 19MB RAM with free encryption.
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·2 min
Arena AI Agent: A Coding Agent Embedded in GitHub That Takes You from Idea to Shipping in Minutes
Arena AI Agent embeds a coding agent directly into GitHub, enabling end-to-end in-browser development from idea to shipping. A deep dive into its product philosophy, features, and competitive positioning.
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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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·1 min
DeployHermes: A Persistent AI Agent Platform That Lets You Manage AI Tools Like Employees
DeployHermes is a persistent AI agent platform with role, memory, skill configuration and private runtime deployment, integrating with Claude Code and Codex for multi-agent orchestration.
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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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·1 min
Cursor's Default Switch to Grok Sparks Backlash: Model Downgrade and Performance Decline Trigger User Complaints
Cursor users report forced default switching to Grok, slower responses, and declining output quality. We analyze what's behind the model downgrade backlash.
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·3 min
Mac mini M6/M5 Pro Review: Workstation-Class Performance in a 5-Inch Body
The new Mac mini with M6 and M5 Pro chips delivers workstation-class performance, on-device Apple Intelligence AI, Wi-Fi 7, and faster storage in a compact 5-inch body.
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·3 min
RAG Isn't as Complex as You Think: A Back-to-Basics Practical Guide
RAG's core logic is deceptively simple: retrieve relevant content, inject it into the prompt, and let the model generate. Learn why developers overcomplicate RAG and how to ship fast with a minimal approach.
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·2 min
Qencode MCP: Using Natural Language to Drive AI-Powered Video Transcoding and Processing
Qencode MCP integrates cloud video processing into the AI Agent ecosystem via Model Context Protocol, enabling natural language-driven video transcoding, analysis, editing, optimization, and delivery.
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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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·4 min
AI-Assisted iOS Reverse Engineering in Practice: Protocol Reconstruction with Cursor + MCP Toolchain
A detailed guide on AI-assisted iOS reverse engineering workflows, featuring Cursor with Frida MCP and IDA Pro MCP for protocol reconstruction, multi-model collaboration costs, and AI capability boundaries.
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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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·2 min
Evidence Core: Open-Source Code-First BI Framework with AI-Driven Real-Time Data Analytics
Evidence Core is an open-source Code-First BI framework that lets you define metrics, dashboards, and reports in code, works seamlessly with AI coding agents, and deploys free anywhere.
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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
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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·3 min
Hands-On with AGY + Gemini Flash: Impressive Speed, But Trust Remains the Biggest Weakness
A developer switched to AGY with Gemini Flash after exhausting Codex and Claude Code quotas. The iteration speed impressed, but trust in Gemini remains critically low. Analysis of speed vs. trust in AI tools.
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·2 min
AgentR 3.0: A Hiring Evaluation Agent Designed for the AI Cheating Era
AgentR 3.0 is a hiring evaluation AI Agent for the AI cheating era, using structured, adaptive, cheat-proof autonomous interviews to replace resume screening with evidence-driven assessment.
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