#Plex concurrent streams
22 related articles
·2 min
Pushing Home Media Servers to the Limit: 21 Concurrent Plex Streams and a Custom Monitoring Dashboard
How one self-hoster achieved 21 concurrent Plex streams, tackled bandwidth and disk I/O bottlenecks, and built Manifold — a custom React dashboard combining netdata and MQTT.
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sqlite-utils 4.1 Released: The --code …
·7 min
sqlite-utils 4.1 Released: The --code Option, Type Overrides, and AI-Assisted Development in Practice
sqlite-utils 4.1 brings practical new features: the --code option for generating rows via Python, type overrides to solve ZIP-code leading-zero loss, STRICT table mode switching, drop-index, and more. A deep dive into the design and AI-assisted dev workflow.
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sqlite-utils 4.1 Released: The --code …
·7 min
sqlite-utils 4.1 Released: The --code Option, Type Overrides, and AI-Assisted Development in Practice
sqlite-utils 4.1 brings practical new features: the --code option for generating rows with Python, field type overrides fixing leading-zero ZIP codes, STRICT table mode switching, drop-index, and more. A deep dive into each design and the AI-assisted dev workflow.
Read more →
·2 min
GPT-Live Full-Duplex Voice Model: Listen While Speaking + Reasoning Delegation Architecture Explained
OpenAI's GPT-Live full-duplex voice model enables natural simultaneous conversation with a reasoning delegation architecture pairing real-time dialogue with GPT-5.5 deep reasoning. Now live for 150M users.
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Protocol Buffers Deep Dive: Principles…
·2 min
Protocol Buffers Deep Dive: Principles, Advantages, and Use Cases
A deep dive into Google's open-source Protocol Buffers (Protobuf): binary encoding, schema definitions, gRPC integration, and real-world microservice use cases.
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·3 min
AgentScope 2.0 Deep Dive: Six Core Upgrades for Production-Grade Multi-Agent Development
AgentScope 2.0 by Alibaba's Tongyi Lab delivers six major upgrades: typed event streaming, dangerous instruction interception, human-in-the-loop, concurrent execution, workspace system, and agent-as-a-service for production-grade multi-agent development.
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·2 min
State Machine Voice Agents in Practice: Balancing Latency and Accuracy with Pipecat and Vapi
A deep dive into state machine-based voice AI agent architecture, comparing Pipecat Flows and Vapi Squad, and exploring the latency vs. accuracy trade-offs in agentic handoffs.
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·3 min
Deep Dive into gRPC: Building High-Performance Microservice Communication with HTTP/2 + Protobuf
An in-depth analysis of gRPC's core architecture: HTTP/2 multiplexing, Protocol Buffers serialization, and unified multi-language implementation, covering microservice communication and cloud-native integration.
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·5 min
Browser Use: A Deep Dive into the Event-Driven Browser AI Agent Framework
Browser Use is an open-source AI Agent framework that lets LLMs autonomously drive browser operations via natural language. This article breaks down its four-layer architecture, core Agent loop, CDP perception layer, dynamic Tools dispatch, and its Skills, Sandbox, and MCP extension capabilities.
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·7 min
GPT-5.6 Full Model Lineup Hands-On Guide: A Deep Dive into API Relay Stations and Their Risks
The full GPT-5.6 model lineup is live. How can domestic developers access it at low cost via API relay stations? This article explains the principles, registration, token setup, client integration, and key risks.
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·5 min
Postgres Is Enough More Often Than You Think: Stop Piling On Your Tech Stack
Many teams add message queues, search engines, and caches before they ever need them. This article maps out what Postgres can cover—task queues, full-text search, JSON storage—and when you actually need Redis, Kafka, or Elasticsearch.
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·7 min
Harness Engineering: The Six-Layer Engineering Framework for Enterprise AI Agent Deployment
From Prompt Engineering to Harness Engineering, a deep dive into the core challenge of truly deploying AI Agents in enterprises. This article breaks down the six-layer architecture and shares real-world Hermes Agent practice.
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·7 min
A Java Developer's Guide to AI: Framework Selection and Practical Tutorial for LangChain4J
As LLM costs keep falling, how can Java developers seize the AI opportunity? This article explores LangChain4J's core capabilities, supported models and vector databases, and compares LangChain4J vs. Spring AI to help you build local knowledge bases and intelligent customer service systems.
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NVIDIA Nsight Tools in Practice: A Per…
·3 min
NVIDIA Nsight Tools in Practice: A Performance Optimization Guide for Neural Reconstruction Pipelines
Learn how to optimize neural reconstruction pipelines using NVIDIA Nsight Systems and Nsight Compute — from CPU-GPU sync blocking to kernel-level profiling for autonomous driving simulation.
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·6 min
Gas Town: A Multi-Agent Workspace Manager Built in Go
Gas Town is an open-source multi-agent workspace manager built in Go with 16,000+ GitHub Stars. This article analyzes its architecture, Go language advantages, and typical multi-agent collaboration scenarios.
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·3 min
Herdr: A Terminal AI Agent Multiplexer Built with Rust
Herdr is an open-source Rust-written terminal tool positioning itself as an AI Agent multiplexer, unifying Claude Code, Cursor, and more in one CLI interface.
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·3 min
RuView: Camera-Free Spatial Awareness and Vital Sign Monitoring Using Ordinary WiFi Signals
RuView is a Rust-based open-source project that uses commercial WiFi CSI signals for real-time spatial awareness, presence detection, and vital sign monitoring — no cameras needed. 76,500+ GitHub stars.
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·7 min
Getting Started with LangGraph Multi-Agent Development: Architecture Analysis and Three Practical Case Studies
Learn LangGraph multi-agent development covering Supervisor and Collaboration architectures, with three hands-on projects: code assistant, prompt assistant, and WebRTC digital human.
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Web Monitoring API Launches: Giving AI…
·3 min
Web Monitoring API Launches: Giving AI Agents Real-Time Awareness of Changes Across the Web
A new Web Monitoring API lets AI agents proactively detect changes across the entire web. Supports event-driven notifications for competitive intel, e-commerce, finance, and more. Free to integrate.
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·3 min
Python Webhook Callbacks in Practice: Ditch Polling for Efficient Async Communication
Build a complete Python Flask project comparing polling vs. Webhook async communication. Learn to implement callback endpoints for payment notifications and production-grade event-driven architectures.
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