pseudozach

Lightning routing and liquidity automation — 2026 research brief

Status: 25 September 2026
Scope: routing/pathfinding, channel selection, fee control, circular rebalancing, swaps, liquidity estimation, and high-signal research.
Evidence labels: deployed = shipping software; operational tool = runnable against real nodes; simulation/research = evaluated in a model, simulator, or graph snapshot.

Executive summary

1. Today's strongest deployed “intelligence” is probabilistic routing plus rules and optimization—not autonomous AI. LND Mission Control, Core Lightning Askrene/XPay, LDK scoring, and Eclair's pathfinder learn from failures or score routes under uncertainty, but remain constrained numerical systems.
2. Automatic balancing is four different activities: circular self-payments, submarine swaps, fee shaping, and capital/channel changes. Circular rebalances are cheapest when a good route exists; swaps are more dependable but add provider and on-chain costs; fee ch

pseudozach

var shell = require('shelljs');
var axios = require('axios')
const rskapi = require('rskapi');
const client = rskapi.client('https://public-node.rsk.co:443') // rsk mainnet public node

var mgapikey = 'mgapikey';
var domain = 'mg.domain.com';
var mailgun = require('mailgun-js')({apiKey: mgapikey, domain: domain});

const mil = 1000000;

pseudozach

var shell = require('shelljs');
let deltablock = 13
// finds the lowest expiration_height across all pending HTLCs
let nearesttimeout = shell.exec("lncli listchannels | jq '.[][] | .pending_htlcs[] | .expiration_height ' | sort -n | head -1").stdout.trim();
let currentblockheight = shell.exec("lncli getinfo | jq '.block_height'").stdout.trim();
console.log(`nearesttimeout, currentblockheight `,nearesttimeout, currentblockheight);
if(nearesttimeout - currentblockheight < deltablock) {
    console.log(`timeout is within ${deltablock}`)
}

pseudozach

var bitcoin = require('bitcoinjs-lib');
const Client = require('bitcoin-core');
const client = new Client({ network: 'regtest',port: 18443, username: 'polaruser', password: 'polarpass', version: '0.21.1' });

async function sendopreturn() {
    try {
        const unspentutxos = await client.command('listunspent');
        // console.log("unspentutxos: ", unspentutxos);
    
        // get a random UTXO

pseudozach

Keybase proof

I hereby claim:

• I am pseudozach on github.
• I am zozsoy (https://keybase.io/zozsoy) on keybase.
• I have a public key ASAQP_BP9ayIqP4vRro1fDBLVIsLBLDKQC1PEvGf4L2Hxgo

To claim this, I am signing this object:

pseudozach

import subprocess

def getlndchannels(chanstofix):
	cmd = subprocess.Popen(r'"C:\Users\pseudozach\AppData\Local\Node Launcher\lnd\lnd-windows-amd64-v0.5.2-beta\lncli.exe" listchannels', shell=True, stdout=subprocess.PIPE)
	chanlist = []
	listindex = 0
	for line in cmd.stdout:
		if b"active" in line:
			#line starts
			gotline = True

pseudozach

pragma solidity ^0.4.11;

/* import "github.com/oraclize/ethereum-api/oraclizeAPI.sol"; */

/// @title Contract to bet Ether for a number and win randomly when the number of bets is met.
/// @author Merunas Grincalaitis
contract Casino {
/* is usingOraclize  */
   address owner;

pseudozach

{
    "categories": [
        {
            "name": "Movies",
            "hls":"https://commondatastorage.googleapis.com/gtv-videos-bucket/CastVideos/hls/",
            "dash":"https://commondatastorage.googleapis.com/gtv-videos-bucket/CastVideos/dash/",
            "mp4":"",
            "images":"",
            "tracks":"https://commondatastorage.googleapis.com/gtv-videos-bucket/CastVideos/tracks/",
            "videos": [

pseudozach

{
    "categories": [
        {
            "name": "Movies",
            "hls":"https://commondatastorage.googleapis.com/gtv-videos-bucket/CastVideos/hls/",
            "dash":"https://commondatastorage.googleapis.com/gtv-videos-bucket/CastVideos/dash/",
            "mp4":"",
            "images":"http",
            "tracks":"https://commondatastorage.googleapis.com/gtv-videos-bucket/CastVideos/tracks/",
            "videos": [

pseudozach

//	* TC. kimlik numaraları 11 basamaklı olup, sadece rakamlardan oluşur. İlk 9 rakam arasındaki formül 10.cu rakamı, ilk 10 rakam arasındaki formülasyon ise 11.ci rakamı oluşturur.
//	* İlk rakam 0 olamaz.
//	* 1,3,5,7 ve 9.cu hanelerin toplamının 7 ile çarpımından 2,4,6, ve 8. haneler çıkartıldığında geriye kalan sayının 10'a göre modu 10. haneyi verir. (çıkarma işleminden elde edilen sonucun 10'a bölümünden kalan)
//	* 1,2,3,4,5,6,7,8,9 ve 10. sayıların toplamının 10'a göre modu (10'a bölümünden kalan) 11. rakamı sağlar.

if($('#inputTck').val().length != 11 || $('#inputTck').val().slice(0,1) == 0) {
			window.alert('TC Kimlik No hatalı');
			return false;
		}