Lightning Network
PulseAugur coverage of Lightning Network — every cluster mentioning Lightning Network across labs, papers, and developer communities, ranked by signal.
1 day(s) with sentiment data
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AI uncovers critical bugs in Bitcoin, Lightning, and Liquid networks
AI tools have identified critical vulnerabilities within Bitcoin infrastructure, specifically affecting wallets, the Lightning Network, and the Liquid network. These discoveries have led to significant security breaches…
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AI agents to pay for services beyond pay-per-call models
The payment industry is exploring new models for AI agents to pay for services, moving beyond simple pay-per-call. Current methods struggle with the unpredictable nature of AI requests, where the final cost is often unk…
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AI tools uncover critical vulnerabilities in Core Lightning code
Developers of Core Lightning have issued an urgent warning after AI tools identified critical vulnerabilities within the Lightning Network's code. This discovery highlights a new era where the ability to rapidly employ …
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Machine learning predicts Bitcoin Lightning Network channel closures
Researchers have developed machine learning models to predict channel closures in the Bitcoin Lightning Network. By analyzing two years of network activity, they found that temporal and behavioral features, such as endp…
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New Stochastic Reset Pathfinding framework introduced for graph-based learning
Researchers have introduced Stochastic Reset Pathfinding (SRP), a new episodic learning problem designed for scenarios involving unknown edge success probabilities on directed graphs. This framework is applicable to div…
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AI agents now execute atomic crypto swaps on Bitcoin Layer 2s · 1 source tracked
A second team has independently developed and deployed an AI agent capable of executing atomic Hash Time-Locked Contract (HTLC) swaps on Bitcoin Layer 2 networks. This agent, named KaleidoAgent by KaleidoSwap, operates …
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MPFlow uses graph RL to optimize Bitcoin Lightning Network liquidity
Researchers have developed MPFlow, a deep graph reinforcement learning agent designed to optimize liquidity placement on the Bitcoin Lightning Network. The agent addresses the challenge of selecting which channels to op…
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Agent payment protocols x402 v2 and L402 mature, BoltzPay bridges chains
The agent payment ecosystem is rapidly maturing with the introduction of new protocols and integrations. The x402 protocol has released version 2, featuring updated network identifiers and payment challenge headers, and…
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Dev compares 4 MCP server gates: Stripe, identity, or free PoW
A developer compared four methods for gating access to MCP servers, aiming to prevent unauthorized agent usage and manage costs. PayGated offers a Stripe-integrated solution suitable for businesses within Stripe's ecosy…
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AI agents can now accept Lightning Network payments
A new set of open-source middleware packages has been released to integrate Lightning Network payments into AI agent frameworks. These packages, available on npm, allow developers to gate access to AI tools and services…
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MCP servers get rate-limited, costing users thousands
A Sentry MCP user encountered significant costs due to API rate-limiting after authentication, with one instance costing $47,000 in eight hours. The issue stems from the MCP specification's reliance on OAuth 2.1 for aut…