#decentralized computing
35 related articles
·3 min
Prestel and Micronet: Britain's Lost Proto-Internet
Explore Britain's 1979 Prestel Viewdata system and its community platform Micronet 800 — an interactive online service that predated the World Wide Web by a decade, and why it lost to the open internet.
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·3 min
Prestel and Micronet: Britain's Lost Proto-Internet
Explore the history of Britain's Prestel Viewdata system (1979) and its community platform Micronet 800 — an interactive online service that predated the World Wide Web by a decade, and why it lost to the open internet.
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·2 min
ROS2 for Beginners: The Essential Framework for Robot Development
A complete introduction to ROS2 for beginners: what ROS is, how ROS1 and ROS2 differ, and how to choose the right version to kickstart your robot development journey.
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·2 min
Getting Started with ROS2: What Is a Robot Operating System, and How Does It Differ from ROS1?
A beginner's guide to ROS2: what ROS really is (an SDK, not a traditional OS), how ROS1 and ROS2 differ, and how to choose the right version to start robot development.
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·2 min
ROS2 Beginner's Guide: A Deep Dive into the Core Middleware for Robot Development
Learn ROS2 from scratch: understand how ROS differs from traditional OS, explore ROS1 vs ROS2 differences, and master version selection principles for robot development.
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Distributed Secret Storage: A Deep Div…
·2 min
Distributed Secret Storage: A Deep Dive into Threshold Cryptography and Robust Security Architectures
A deep dive into robust secret storage in distributed networks, covering Shamir Secret Sharing, VSS, Proactive Secret Sharing, and real-world applications in blockchain KMS and MPC.
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Tokyo Credit Card Outage: A Wake-Up Ca…
·2 min
Tokyo Credit Card Outage: A Wake-Up Call on Single Points of Failure in Cashless Societies
A credit processor outage in Tokyo forced bars and restaurants back to cash. This article examines single points of failure in cashless societies, payment chain fragility, and why cash remains an irreplaceable offline backup.
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·2 min
Mesh LLM: Pool Multiple Old Computers Into a Virtual Super GPU for Running Large Models
Mesh LLM is an open-source distributed inference framework that splits model layers across multiple devices, creating a virtual super GPU to run 100GB+ LLMs on consumer hardware.
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·2 min
P2P Student GPU Sharing Network: A Full Breakdown of Technical Feasibility and Real-World Challenges
A deep dive into the technical feasibility and real-world challenges of P2P student GPU sharing networks, covering distributed computing, latency, security, and incentive design.
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·6 min
Jacobian-Lens in Practice: Manually Reshaping LLM Behavior with J-Space
After Anthropic released Jacobian-Lens, a developer reversed it from an interpretability tool into a behavior editor, manually tuning J-Space to reshape LLM outputs. An in-depth look at the tech, representation engineering, and AI safety risks.
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Mesh LLM: A Practical Exploration of B…
·3 min
Mesh LLM: A Practical Exploration of Building a P2P Distributed AI Inference Network with iroh
Mesh LLM leverages the Rust P2P framework iroh to integrate compute from scattered nodes, exploring a viable path for decentralized LLM inference. This article analyzes its architecture, challenges, and prospects.
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·7 min
Turning Any AI Agent into an Orchestration Hub: A Deep Dive into Multi-Agent Collaboration Architecture
An in-depth analysis of the "any Agent as an orchestrator" design philosophy, exploring the technical implementation of multi-Agent collaboration, context management, and workflow automation.
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·4 min
BingoCode: An Open-Source AI Coding Tool for Offline Deployment — A Claude Code Alternative
BingoCode is an MIT-licensed open-source AI coding tool supporting offline intranet deployment, compatible with DeepSeek, Claude, OpenAI, and Gemini. Pure CLI design, four-step setup, high cache hit rates for lower costs — ideal for security-conscious teams.
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·7 min
DIY Four-Wheel Skid-Steer Off-Road Robot: A Full Hands-On Log of a Hoverboard Motor Build
A Reddit hobbyist builds a four-wheel skid-steer off-road robot using hoverboard hub motors, ODrive boards, and a Raspberry Pi 5. A deep dive into hardware, 4G teleop, ground friction challenges, and the road to ROS2 autonomous navigation.
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·6 min
MIRA: An Analysis of a Multiplayer Interactive World Model Built on Rocket League
MIRA is an interactive world model project for the multiplayer competitive game Rocket League, exploring how neural networks simulate multi-agent interaction and complex physics. An in-depth look at its significance, challenges, and prospects.
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·5 min
Git Hash Chain Malleability: How Fragile Is the Immutability You Trust?
Are Git hash chains truly immutable? This article dives into Git hash chain malleability, SHA-1 collision risks, and security boundaries, offering practical tips like GPG signing and SHA-256 migration to build a correct Git security trust model.
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·5 min
The Halo Open-Source Project: Building Tamper-Evident Runtime Evidence for AI Agents
Halo is an open-source tool providing tamper-evident runtime evidence for AI agents, recording every action via hash chains and cryptography to solve auditing, compliance, and accountability challenges.
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·7 min
Why Does WhatsApp Drain So Much Battery? A Deep Dive into the Technical Causes and a Power-Saving Guide
An in-depth analysis of the core technical reasons behind WhatsApp's battery drain—covering persistent connection heartbeats, background tasks, media processing, E2E encryption, and iOS/Android differences—plus 4 practical power-saving tips.
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·5 min
Agent Skills Specification: Standardization and Reusability Practices for AI Agent Capabilities
The agentskills open-source project aims to solve AI Agent ecosystem fragmentation through standardized skill specifications enabling portable, composable, and reusable agent capabilities.
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·4 min
A Children's Drawing App Accidentally Triggered a New Cellular Automaton: From Edge Case to Algorithmic Discovery
A developer building children's app "Mr. Baby Paint" accidentally discovered an undocumented cellular automaton behavior. This article explores cellular automata, emergence, and why such accidental findings matter.
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