#model registry
246 related articles
·3 min
LiteLLM Supply Chain Poisoning Incident: A Deep Dive into 40 Minutes of Full-Stack Credential Theft
Deep analysis of the LiteLLM PyPI supply chain poisoning: how a malicious .pth file silently stole API keys, cloud credentials, and SSH keys in 40 minutes, plus investigation and defense strategies.
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·3 min
MLOps Hands-On Project: A Complete End-to-End Breakdown of Building a Laundry Care Recognition System
A detailed walkthrough of building an end-to-end MLOps laundry care recognition system, covering automated data collection, model retraining, Docker containerization, AWS deployment, and Grafana+Prometheus monitoring.
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·4 min
GPL vs MIT License: The Copyleft Philosophy Debate in the Open Source Community
An in-depth analysis of the core divide between GPL and MIT/BSD permissive licenses, exploring the pros and cons of Copyleft's viral clauses, the Rust rewrite movement's impact on license ecosystems, and how developers can choose the right open source license.
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·3 min
Complete Guide to Deploying Dify Locally on Windows: WSL + Docker Setup and Troubleshooting
Complete guide to deploying Dify locally on Windows, covering WSL setup, Docker Desktop with mirror configuration, .env file generation, Ollama local model connection, and database connection troubleshooting.
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·3 min
Vaaya: Turning GitHub Profiles into Credit Cards for AI Agents
Vaaya turns GitHub profiles into credit scores for AI agents, enabling them to autonomously access and pay for 1,400+ tools. Deep dive into its credit mechanism, MCP aggregation, and the agentic payments space.
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·2 min
ilolink: A Registry That Lets Your Team's AI Agents Share a Single Knowledge Base
ilolink is a knowledge registry designed for AI Agents that supports MCP protocol, enabling all team AI assistants to read the same versioned, reviewed Skills, Specs, Runbooks, and other knowledge assets.
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·3 min
RunTrace: A Local-First CLI Tool for ML Experiment Reproducibility
RunTrace is a lightweight open-source CLI tool that saves reproducibility context for ML experiments by recording Git status, Python environment, GPU info, and config files. Local-first with zero server dependencies.
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·4 min
AI-Driven Testing in Practice: A Complete Guide to Building an Agent Testing Workbench
A complete guide to building an AI-driven testing workbench with five-layer architecture, covering Claude Code agent client setup, DeepSeek model integration, and Node.js environment configuration.
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·3 min
CLI-Anything: The Open-Source Tool Making All Software Agent-Native
CLI-Anything is an open-source project from HKU that wraps software into CLI interfaces for Agent-Native access, enabling AI Agents to directly call various tools. With 47k+ Stars and its CLI-Hub ecosystem, it's redefining how software connects with AI Agents.
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·4 min
What Is AI Governance? A Complete Guide from Concept Definition to Enterprise Implementation
A deep dive into AI governance: core definitions, key pillars, and implementation methods. Covers transparency, fairness, security, and accountability with a complete path from building governance organizations to automated tooling.
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·3 min
DeepSeek V4 Flash Integration with Codex: One-Click Deployment Package Hands-On Review & Configuration Guide
Hands-on review of a one-click deployment package integrating DeepSeek V4 Flash with ChatGPT desktop and Codex, covering offline installation, API Key setup, and real-world performance.
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·3 min
Complete Guide to Configuring Codex Desktop SSH Remote Connection to Linux Hosts
Complete guide to configuring OpenAI Codex desktop SSH remote connection to Linux hosts, covering CC Switch setup, SSH key authentication, and remote project creation.
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·4 min
AI Giants in a Price War: Gemini, Grok, and DeepSeek Strike on the Same Day — A Golden Era for Developers Begins
Google Gemini 3.7 Flash halves prices, xAI Grok 4.6 tops benchmarks at low cost with Cursor integration, OpenAI launches 14x speed mode, and DeepSeek open-sources its agent framework.
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·4 min
AV Evasion Techniques Tested: Three Methods to Bypass Antivirus with CS Payloads & The Truth About SRC Bug Bounties
In-depth analysis of Cobalt Strike AV evasion techniques tested: Base64 encoding, junk character insertion, and code separation methods for bypassing antivirus, plus the real thresholds and compliance boundaries of SRC bug bounties.
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·3 min
Surging Demand for Qwen3-Max Cloud Deployment: Analyzing Ollama Cloud Model Availability Trends
Analysis of developer demand for Qwen3-Max on Ollama Cloud, exploring trends in local-to-cloud inference tools and China's LLM globalization.
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·3 min
34 Model Iterations in Review: Most Problems Were Actually in the Evaluation Pipeline
After 34 model iterations, an AIOps engineer found most gains came from evaluation bugs. This article details three critical evaluation pitfalls and solutions for MLOps practitioners.
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·3 min
A Universal Orchestration Layer for Deep Learning: Why MLOps Still Lacks a Standard Framework
Deep learning training code is just the tip of the iceberg. This article explores why MLOps still lacks a standard framework-agnostic orchestration layer and offers practical tool combination advice.
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·3 min
The Overlooked "Boring" Infrastructure Behind Production-Grade AI Agents
Exploring the core challenges of AI Agents moving from demo to production: idempotency, approval states, retries, action ledgers, audit tables, and other critical infrastructure design patterns.
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·3 min
MLOps Multi-Environment Architecture: A Detailed Guide to the Dual Lifecycles of Systems and Models
A deep dive into MLOps multi-environment architecture design, clarifying the two distinct lifecycles—system CI/CD and model training-promotion—to build clear environment isolation and model delivery pipelines.
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·3 min
Jetson Xavier NX Frame Rate Drop Investigation: Locating & Optimizing YOLO Inference vs. Post-Processing Bottlenecks
Jetson Xavier NX running YOLOv11+TensorRT drops from 27FPS to 8FPS as object count increases. Deep analysis of post-processing bottlenecks with three optimization solutions.
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