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ICMP tunnel in the Linux kernel: TCP/UDP encapsulation

https://sudonull.com/icmp-tunnel-in-the-linux-kernel-tcp-udp-encapsulation

How to implement an ICMP tunnel in the Linux kernel for TCP/UDP traffic encapsulation. Code analysis, Netfilter hooks and working with sk_buff. Useful for middle/senior developers.

VLESS Vulnerability: bypassing split tunneling in clients

https://sudonull.com/vless-vulnerability-bypassing-split-tunneling-in-clients

Critical hole in VLESS clients (xray/sing-box) allows spyware to bypass VpnService and leak IP. Tested 8 clients, Happ dumps configs. Protection measures and recommendations for developers. Study the risks.

SOCKS5 via WebRTC TURN: Go implementation

https://sudonull.com/socks5-via-webrtc-turn-go-implementation

Breakdown of creating SOCKS5 tunnel in WB Stream TURN sessions. Reverse API, protobuf parser, KCP+yamux. For middle/senior dev. Study the code and architecture.

VXLAN MacSec: infrastructure connectivity between DC

https://sudonull.com/vxlan-macsec-infrastructure-connectivity-between-dc

Configuring VXLAN tunnel with MacSec for L2 network between cloud providers. Step-by-step commands, tcpdump examples, scaling. Ideal for DevOps and SRE. Study the configuration.

NaiveProxy for iOS/macOS: free client and server

https://sudonull.com/naiveproxy-for-ios-macos-free-client-and-server

How to deploy a NaiveProxy tunnel on Apple devices in 2 minutes. Instructions for installing the server with one command and configuring the client. For developers and technical specialists.

From the web

Orochi Network: The World First Verifiable Data Infrastructure

https://orochi.network/blog/zero-knowledge-proofs-for-off-chain-data-how-zk-database-verifies-what-oracles-assume

Mar 19, 2026 · Zero-Knowledge Proofs for off-chain data verify the accuracy of real-world data stored outside a blockchain without publishing that data on-chain. Traditional oracles relay data with no …

NFT Price Oracle: Credibly Neutral Algorithm for Price Discovery | Gate ...

https://www.gate.com/learn/articles/a-credibly-neutral-algorithm-for-nft-price-discovery/1107

Apr 8, 2026 · Learn how NFT Price Oracle uses a credibly neutral Premium Model algorithm to provide real-time, item-level NFT pricing through decentralized oracle networks, enabling fair price discovery …

So You Still Want to Use a Price Oracle - jumpcrypto.com

https://jumpcrypto.com/resources/so-you-still-want-to-use-a-price-oracle

To provide accurate and timely data, price oracles should align incentives with data publishers, i.e. make them "stake" collateral, reputation, and trading capital.

Scene 7: How well does Mira scale Mira’s consensus model isn’t limited ...

https://x.com/Sky1hunter/status/1931777260186653086

Jun 8, 2025 · Sky_Hunter (@Sky1hunter). 5 likes 66 views. Scene 7: How well does Mira scale Mira’s consensus model isn’t limited to arbitrage bots. It can secure: •Oracles that only output consensus …

Automated Price Oracle Manipulation Detection | PDF - Scribd

https://www.scribd.com/document/976423439/2025arxiv-Automated-Detection-of-Price-Oracle-Manipulations-via-LLM-Driven-Knowledge-Mining-and-Prompt-Generation

2025arxiv_????????- Automated Detection of Price Oracle Manipulations via LLM-Driven Knowledge Mining and Prompt Generation - Free download as PDF File (.pdf), Text File (.txt) or read online for free.

Applied Causal Inference with ML and AI

https://studylib.net/doc/28270806/causalml-book-2022

Explore causal inference methods using machine learning and AI in this academic text, covering predictive models, high-dimensional regression, and real-world applications.

Machine Learning Algorithms for Software Testing Automation: AI- Driven …

https://www.researchgate.net/publication/386330674_Machine_Learning_Algorithms_for_Software_Testing_Automation_AI-_Driven_Solutions_for_Distributed_Network_Optimization

Dec 1, 2024 · The integration of Artificial Intelligence (AI) and Machine Learning (ML) in software testing automation has become a game-changer, particularly for distributed network optimization.

Predicting Property Prices Using Oracle ADW and AutoML

https://jaredbach.io/predicting-property-prices-using-oracle-adw-and-automl-2e1d901caf98

Jul 6, 2022 · Have you ever wanted to be able to predict the sale price of a property? In this demo, we are going to predict the sale price of Brooklyn family homes using the power of Oracle’s Autonomous …

𝐓𝐑𝐔𝐒𝐓 𝐈𝐒 𝐆𝐎𝐎𝐃. 𝐕𝐄𝐑𝐈𝐅𝐈𝐀𝐁𝐋𝐄 𝐃𝐀𝐓𝐀 𝐈𝐒 𝐁𝐄𝐓𝐓𝐄𝐑. In Web3, trust is only the ...

https://x.com/defi_lord002/status/2049800204635836838

Apr 30, 2026 · MORE THAN JUST PRICE DATA Oracles don’t just power markets — they expand what blockchains can do: • Real-world data integration • Randomness for GameFi • Cross-chain …

Jump Crypto: So you still want to use a price oracle

https://coinmarketcap.com/academy/article/jump-crypto-so-you-still-want-to-use-a-price-oracle

Jump Crypto's first column for CMC Research dives into price oracles, the issues at a foundational level and how it can move forward.

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