#LLM tool augmentation
95 related articles
·3 min
Agent-Manager: Unified Management of Multiple AI Coding Assistants with Tmux
Agent-Manager is an open-source Tmux-based TUI for managing multiple AI coding agents like Claude Code, Codex, and OpenCode in a unified terminal interface with quick switching and session persistence.
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·2 min
Databox Artifacts: Conversational AI Analyst Generates Data Reports in One Click
Databox launches Artifacts, a conversational AI analyst that turns live data into polished reports, slides, and interactive documents with one-click sharing and PDF export.
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·2 min
Firecrawl's New /search API: 10x Token Efficiency, 94.7% SimpleQA Accuracy
Firecrawl releases new /search API using a dedicated model to extract precise excerpts, achieving 10x token efficiency and 94.7% SimpleQA accuracy for AI agents.
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·3 min
Is Useful AI Just a Fantasy? A Deep Examination of Expectations vs. Reality
As AI hype sweeps the globe, have our expectations far exceeded reality? This article examines the demo-vs-production gap, self-reinforcing capital narratives, and cognitive biases to provide a sober framework for judging AI's true utility.
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·3 min
Discovering Cryptographic Vulnerabilities with Claude: A New Paradigm for AI-Assisted Security Research
How Anthropic's Claude assists in discovering cryptographic implementation vulnerabilities, analyzing AI's real capabilities and limitations in code review, side-channel detection, and protocol analysis.
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·3 min
Spring AI Explained: Unified API, RAG, and Enterprise AI Development Guide
Deep dive into Spring AI framework's core features including provider-agnostic unified API abstraction, RAG retrieval-augmented generation, and structured output to help Java developers build enterprise AI apps.
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·3 min
Spring AI Explained: Unified API, RAG, and Enterprise AI Development Practical Guide
Deep dive into Spring AI framework's core features including provider-agnostic unified API abstraction, RAG retrieval-augmented generation, and structured output to help Java developers build enterprise AI apps.
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·4 min
Spring AI 2.0 in Practice: Building an Enterprise RAG Knowledge Base Q&A System with Cursor
Build an enterprise RAG knowledge base Q&A system using Spring AI 2.0, Cursor AI programming, Ollama local deployment, and Redis vector storage. Runs on just 4GB VRAM.
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·3 min
Poolside Laguna Model Launch: Can Silicon Valley's Open-Source Push Catch Up to China's AI?
Poolside launches Laguna open-weight model after 18 months of silence, pitting 118B parameters against Kimi K3's 2.8 trillion. Can Silicon Valley's open-source push close the gap with Chinese AI?
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·3 min
Poolside Laguna Model Release: Can Silicon Valley Open Source Catch Up with Chinese AI?
Poolside releases its Laguna open-weight model after 18 months of silence, challenging Moonshot's Kimi K3 with 118B vs 2.8T parameters. Can Silicon Valley close the gap with Chinese AI?
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·3 min
claude-video: An Open-Source Tool That Teaches Claude to "See" Videos
claude-video is a trending open-source tool that enables Claude to analyze videos via frame extraction and audio transcription. Learn how it works and its use cases.
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·4 min
The Truly Scarce Skills of the AI Era: Why Focus and Execution Are the New Moat
When AI tools let everyone code and design, where is your edge? A deep analysis of why focus and execution are the scarcest superpowers in the AI era.
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·3 min
Copilot Now Charges at API Prices — What Are You Actually Paying For?
With GitHub Copilot now billing at API rates, model costs match raw APIs. This article analyzes Copilot's real value in workflow integration, enterprise governance, and harness engineering.
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·3 min
Beware of Cursor's Cheap Subscription Traps: Official Subscriptions Are the Right Way
Cursor Pro's cheap plans hide risks like account bans, dumbing down, device locks, and data leaks. This article dissects the three main scams and their real costs.
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·4 min
Claude Code from Scratch: A Complete Guide from Installation to Enterprise-Grade Development
A complete guide to Claude Code from beginner to enterprise practice: covering CLI installation, connecting domestic LLMs via CC Switch, basic commands, Git workflow integration, automated bug fixing, and engineering capabilities like MCP and SubAgents.
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·2 min
Vibe-Research Deep Dive: A Complete Guide to This Open-Source AI Investment Research System
A hands-on look at Vibe-Research, an open-source AI investment research tool supporting A-share, HK, and US stocks, with DeepSeek, Claude, and Codex integration.
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·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.
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·2 min
Modern Web Guidance: Bringing Modern Web Standards to Your AI Coding Assistant
Modern Web Guidance is an agent skill & CLI tool that injects modern Web standards into AI coding assistants like Claude Code and Copilot CLI, replacing outdated polyfills with Baseline-validated solutions.
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·3 min
AI Video Editing in Practice: How to Compress 5 Hours of Rough Cuts Down to 30 Minutes
A deep dive comparing ChatCat and VSCALE AI editing tools, showing how rough cuts shrink from 5 hours to 30 minutes — covering multi-cam sync, lossless DaVinci import, and AI's real limits.
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·3 min
GPT-5.6 Practical Guide: 7 Tips to Save Tokens and Boost Efficiency
7 practical GPT-5.6 optimization tips for Codex: control context windows, choose thinking modes, limit sub-agents, and trim agents.md to save tokens and cut costs.
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