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cloudforge1/README.md

Robert Grzelka

Founder & Cloud Architect · CloudForge

Cloud infrastructure architect. $3M+ cumulative cost savings across 15+ enterprise clients. Now extending into AI inference systems and GPU kernel engineering.

Cloud Infrastructure & DevOps (7+ years)

Built and governed cloud platforms across enterprise accounts — FinOps, CI/CD greenfield, Kubernetes orchestration, platform engineering.

Client / EmployerRoleImpact
BOSCH (via EUVIC)DevOps ArchitectMulti-tenant SaaS platform, 500+ developers served, CCoE establishment
ConcentrixCloud Infrastructure Architect$2M+ infra governed, $1.5M+ savings, 10+ teams enabled
STX NextCloud & CI/CD ArchitectEnterprise-wide CI/CD standardization, runner cost 50-81% reduction
EricssonCloud Systems EngineerCloud-native telco platform, microservices orchestration
ESETFull-Stack & CloudArchitecture modernization, deployment pipeline optimization

KPIs delivered across engagements:

  • Commit-to-Production: 2-4 hours → 1-3 minutes
  • Deploy Success Rate: 60% → 95%
  • Docker Build Time: 45 min → 4.5 min (90% reduction)
  • Infrastructure Cost: $204K → $64K (69% reduction)
  • CI Runner Economics: 50-81% cost reduction

Certifications

CKACKSCKADKCNAAZ-305AZ-104

Full CNCF Kubernetes stack (Admin + Security + Developer + Cloud Native) + Azure Solutions Architect + Administrator.

AI/ML Extension — PaddlePaddle / FastDeploy

Extending CloudForge's infrastructure expertise into AI inference and GPU kernel engineering.

40 pull requests to PaddlePaddle (Baidu) ecosystem — view all →

  • GPU Kernels: CUDA kernel optimization for speculative decoding (H20/SM90), synchronization barrier elimination, parallel block-scan algorithms
  • Model Integration: MiniMax-M1 (456B MoE), MiniCPM4.1-8B, SD3/Flux inference pipelines
  • Cross-Platform: Windows/MSVC compile guards, T4/V100 SM70/SM75 build support
  • RFC Design Docs: 7 architectural proposals to PaddlePaddle/community
  • Scientific Computing: SchNet, AlloyGAN, CrystalLLM implementations on PaddleMaterials

PFCC member — only active PaddlePaddle contributor in Central Europe.

Education & Awards

🎓 MSc Software Engineering — Chalmers University of Technology (Sweden) 🎓 BEng Maritime Transport — Gdańsk University of Technology (Poland) 🏆 STX Next Annual Appreciation Award 2024 🏆 Microsoft OpenHack Gothenburg 2018 — 2nd Prize (out of 150+ teams)

Also

🌐 AliExpress Invoice Downloader — Chrome extension, 2,000+ users ⭐ Booking.com Superhost (9.8/10, 130+ reviews)

📫 r@cloudforge.solutions · CloudForge · Schedule a Call · LinkedIn

Popular repositories Loading

  1. PaddleMaterials PaddleMaterialsPublic

    Forked from PaddlePaddle/PaddleMaterials

    PaddleMaterials is a data-mechanism dual-driven, foundation model development and deployment, end to end toolkit based on PaddlePaddle deep learning framework for materials science.

    Python

  2. cloudforge1.github.io cloudforge1.github.ioPublic

  3. homelab homelabPublic

    Python

  4. cloudforge1 cloudforge1Public

  5. PaddleOCR-VL-For-Polish PaddleOCR-VL-For-PolishPublic

    PaddleOCR-VL fine-tuned for Polish historical & modern document OCR — native diacritics support (ą, ć, ę, ł, ń, ó, ś, ź, ż)

  6. PaddleOCR-VL-For-Medical-Rx PaddleOCR-VL-For-Medical-RxPublic

    PaddleOCR-VL fine-tuned for medical prescription OCR — drug names, dosages, Latin abbreviations

, 'i'); if (__m === '*' || __re.test(location.href)) { // Add copy buttons to all 
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function addCopyButtons() {
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btn.textContent = 'Copy';
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})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

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cloudforge1/README.md
Robert Grzelka
Founder & Cloud Architect · CloudForge
Cloud infrastructure architect. $3M+ cumulative cost savings across 15+ enterprise clients. Now extending into AI inference systems and GPU kernel engineering.
Cloud Infrastructure & DevOps (7+ years)
Built and governed cloud platforms across enterprise accounts — FinOps, CI/CD greenfield, Kubernetes orchestration, platform engineering.
Client / EmployerRoleImpact
BOSCH (via EUVIC)DevOps ArchitectMulti-tenant SaaS platform, 500+ developers served, CCoE establishment
ConcentrixCloud Infrastructure Architect$2M+ infra governed, $1.5M+ savings, 10+ teams enabled
STX NextCloud & CI/CD ArchitectEnterprise-wide CI/CD standardization, runner cost 50-81% reduction
EricssonCloud Systems EngineerCloud-native telco platform, microservices orchestration
ESETFull-Stack & CloudArchitecture modernization, deployment pipeline optimization
KPIs delivered across engagements:
  • Commit-to-Production: 2-4 hours → 1-3 minutes
  • Deploy Success Rate: 60% → 95%
  • Docker Build Time: 45 min → 4.5 min (90% reduction)
  • Infrastructure Cost: $204K → $64K (69% reduction)
  • CI Runner Economics: 50-81% cost reduction
Certifications
CKACKSCKADKCNAAZ-305AZ-104
Full CNCF Kubernetes stack (Admin + Security + Developer + Cloud Native) + Azure Solutions Architect + Administrator.
AI/ML Extension — PaddlePaddle / FastDeploy
Extending CloudForge's infrastructure expertise into AI inference and GPU kernel engineering.
40 pull requests to PaddlePaddle (Baidu) ecosystem — view all →
  • GPU Kernels: CUDA kernel optimization for speculative decoding (H20/SM90), synchronization barrier elimination, parallel block-scan algorithms
  • Model Integration: MiniMax-M1 (456B MoE), MiniCPM4.1-8B, SD3/Flux inference pipelines
  • Cross-Platform: Windows/MSVC compile guards, T4/V100 SM70/SM75 build support
  • RFC Design Docs: 7 architectural proposals to PaddlePaddle/community
  • Scientific Computing: SchNet, AlloyGAN, CrystalLLM implementations on PaddleMaterials
PFCC member — only active PaddlePaddle contributor in Central Europe.
Education & Awards
🎓 MSc Software Engineering — Chalmers University of Technology (Sweden)
🎓 BEng Maritime Transport — Gdańsk University of Technology (Poland)
🏆 STX Next Annual Appreciation Award 2024
🏆 Microsoft OpenHack Gothenburg 2018 — 2nd Prize (out of 150+ teams)
Also
🌐 AliExpress Invoice Downloader — Chrome extension, 2,000+ users
⭐ Booking.com Superhost (9.8/10, 130+ reviews)
📫 r@cloudforge.solutions · CloudForge · Schedule a Call · LinkedIn

Popular repositories
Loading
  1. 
PaddleMaterials
PaddleMaterialsPublic
    
Forked from PaddlePaddle/PaddleMaterials
    
PaddleMaterials is a data-mechanism dual-driven, foundation model development and deployment, end to end toolkit based on PaddlePaddle deep learning framework for materials science.

    Python
  2. 
cloudforge1.github.io
cloudforge1.github.ioPublic
  3. 
homelab
homelabPublic
    Python
  4. 
cloudforge1
cloudforge1Public
  5. 
PaddleOCR-VL-For-Polish
PaddleOCR-VL-For-PolishPublic
    
PaddleOCR-VL fine-tuned for Polish historical & modern document OCR — native diacritics support (ą, ć, ę, ł, ń, ó, ś, ź, ż)

  6. 
PaddleOCR-VL-For-Medical-Rx
PaddleOCR-VL-For-Medical-RxPublic
    
PaddleOCR-VL fine-tuned for medical prescription OCR — drug names, dosages, Latin abbreviations


, 'i');
if (__m === '*' || __re.test(location.href)) {
// Force GitHub README to respect dark mode
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var style = document.createElement('style');
style.textContent = '
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})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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3
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 · 8
following

Achievements
Achievement: Pull Shark
Achievements
Achievement: Pull Shark
Highlights

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cloudforge1/README.md
Robert Grzelka
Founder & Cloud Architect · CloudForge
Cloud infrastructure architect. $3M+ cumulative cost savings across 15+ enterprise clients. Now extending into AI inference systems and GPU kernel engineering.
Cloud Infrastructure & DevOps (7+ years)
Built and governed cloud platforms across enterprise accounts — FinOps, CI/CD greenfield, Kubernetes orchestration, platform engineering.
Client / EmployerRoleImpact
BOSCH (via EUVIC)DevOps ArchitectMulti-tenant SaaS platform, 500+ developers served, CCoE establishment
ConcentrixCloud Infrastructure Architect$2M+ infra governed, $1.5M+ savings, 10+ teams enabled
STX NextCloud & CI/CD ArchitectEnterprise-wide CI/CD standardization, runner cost 50-81% reduction
EricssonCloud Systems EngineerCloud-native telco platform, microservices orchestration
ESETFull-Stack & CloudArchitecture modernization, deployment pipeline optimization
KPIs delivered across engagements:
  • Commit-to-Production: 2-4 hours → 1-3 minutes
  • Deploy Success Rate: 60% → 95%
  • Docker Build Time: 45 min → 4.5 min (90% reduction)
  • Infrastructure Cost: $204K → $64K (69% reduction)
  • CI Runner Economics: 50-81% cost reduction
Certifications
CKACKSCKADKCNAAZ-305AZ-104
Full CNCF Kubernetes stack (Admin + Security + Developer + Cloud Native) + Azure Solutions Architect + Administrator.
AI/ML Extension — PaddlePaddle / FastDeploy
Extending CloudForge's infrastructure expertise into AI inference and GPU kernel engineering.
40 pull requests to PaddlePaddle (Baidu) ecosystem — view all →
  • GPU Kernels: CUDA kernel optimization for speculative decoding (H20/SM90), synchronization barrier elimination, parallel block-scan algorithms
  • Model Integration: MiniMax-M1 (456B MoE), MiniCPM4.1-8B, SD3/Flux inference pipelines
  • Cross-Platform: Windows/MSVC compile guards, T4/V100 SM70/SM75 build support
  • RFC Design Docs: 7 architectural proposals to PaddlePaddle/community
  • Scientific Computing: SchNet, AlloyGAN, CrystalLLM implementations on PaddleMaterials
PFCC member — only active PaddlePaddle contributor in Central Europe.
Education & Awards
🎓 MSc Software Engineering — Chalmers University of Technology (Sweden)
🎓 BEng Maritime Transport — Gdańsk University of Technology (Poland)
🏆 STX Next Annual Appreciation Award 2024
🏆 Microsoft OpenHack Gothenburg 2018 — 2nd Prize (out of 150+ teams)
Also
🌐 AliExpress Invoice Downloader — Chrome extension, 2,000+ users
⭐ Booking.com Superhost (9.8/10, 130+ reviews)
📫 r@cloudforge.solutions · CloudForge · Schedule a Call · LinkedIn

Popular repositories
Loading
  1. 
PaddleMaterials
PaddleMaterialsPublic
    
Forked from PaddlePaddle/PaddleMaterials
    
PaddleMaterials is a data-mechanism dual-driven, foundation model development and deployment, end to end toolkit based on PaddlePaddle deep learning framework for materials science.

    Python
  2. 
cloudforge1.github.io
cloudforge1.github.ioPublic
  3. 
homelab
homelabPublic
    Python
  4. 
cloudforge1
cloudforge1Public
  5. 
PaddleOCR-VL-For-Polish
PaddleOCR-VL-For-PolishPublic
    
PaddleOCR-VL fine-tuned for Polish historical & modern document OCR — native diacritics support (ą, ć, ę, ł, ń, ó, ś, ź, ż)

  6. 
PaddleOCR-VL-For-Medical-Rx
PaddleOCR-VL-For-Medical-RxPublic
    
PaddleOCR-VL fine-tuned for medical prescription OCR — drug names, dosages, Latin abbreviations


, 'i');
if (__m === '*' || __re.test(location.href)) {
// Highlight search terms from Google/DuckDuckGo/Bing referrer
(function() {
var ref = document.referrer;
var terms = [];
if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {
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mutations.forEach(function(m) {
m.addedNodes.forEach(function(node) {
if (node.nodeType === 1 || node.nodeType === 3) highlight(node);
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observer.observe(document.body, { childList: true, subtree: true });
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}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
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3
followers
 · 8
following

Achievements
Achievement: Pull Shark
Achievements
Achievement: Pull Shark
Highlights

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cloudforge1/README.md
Robert Grzelka
Founder & Cloud Architect · CloudForge
Cloud infrastructure architect. $3M+ cumulative cost savings across 15+ enterprise clients. Now extending into AI inference systems and GPU kernel engineering.
Cloud Infrastructure & DevOps (7+ years)
Built and governed cloud platforms across enterprise accounts — FinOps, CI/CD greenfield, Kubernetes orchestration, platform engineering.
Client / EmployerRoleImpact
BOSCH (via EUVIC)DevOps ArchitectMulti-tenant SaaS platform, 500+ developers served, CCoE establishment
ConcentrixCloud Infrastructure Architect$2M+ infra governed, $1.5M+ savings, 10+ teams enabled
STX NextCloud & CI/CD ArchitectEnterprise-wide CI/CD standardization, runner cost 50-81% reduction
EricssonCloud Systems EngineerCloud-native telco platform, microservices orchestration
ESETFull-Stack & CloudArchitecture modernization, deployment pipeline optimization
KPIs delivered across engagements:
  • Commit-to-Production: 2-4 hours → 1-3 minutes
  • Deploy Success Rate: 60% → 95%
  • Docker Build Time: 45 min → 4.5 min (90% reduction)
  • Infrastructure Cost: $204K → $64K (69% reduction)
  • CI Runner Economics: 50-81% cost reduction
Certifications
CKACKSCKADKCNAAZ-305AZ-104
Full CNCF Kubernetes stack (Admin + Security + Developer + Cloud Native) + Azure Solutions Architect + Administrator.
AI/ML Extension — PaddlePaddle / FastDeploy
Extending CloudForge's infrastructure expertise into AI inference and GPU kernel engineering.
40 pull requests to PaddlePaddle (Baidu) ecosystem — view all →
  • GPU Kernels: CUDA kernel optimization for speculative decoding (H20/SM90), synchronization barrier elimination, parallel block-scan algorithms
  • Model Integration: MiniMax-M1 (456B MoE), MiniCPM4.1-8B, SD3/Flux inference pipelines
  • Cross-Platform: Windows/MSVC compile guards, T4/V100 SM70/SM75 build support
  • RFC Design Docs: 7 architectural proposals to PaddlePaddle/community
  • Scientific Computing: SchNet, AlloyGAN, CrystalLLM implementations on PaddleMaterials
PFCC member — only active PaddlePaddle contributor in Central Europe.
Education & Awards
🎓 MSc Software Engineering — Chalmers University of Technology (Sweden)
🎓 BEng Maritime Transport — Gdańsk University of Technology (Poland)
🏆 STX Next Annual Appreciation Award 2024
🏆 Microsoft OpenHack Gothenburg 2018 — 2nd Prize (out of 150+ teams)
Also
🌐 AliExpress Invoice Downloader — Chrome extension, 2,000+ users
⭐ Booking.com Superhost (9.8/10, 130+ reviews)
📫 r@cloudforge.solutions · CloudForge · Schedule a Call · LinkedIn

Popular repositories
Loading
  1. 
PaddleMaterials
PaddleMaterialsPublic
    
Forked from PaddlePaddle/PaddleMaterials
    
PaddleMaterials is a data-mechanism dual-driven, foundation model development and deployment, end to end toolkit based on PaddlePaddle deep learning framework for materials science.

    Python
  2. 
cloudforge1.github.io
cloudforge1.github.ioPublic
  3. 
homelab
homelabPublic
    Python
  4. 
cloudforge1
cloudforge1Public
  5. 
PaddleOCR-VL-For-Polish
PaddleOCR-VL-For-PolishPublic
    
PaddleOCR-VL fine-tuned for Polish historical & modern document OCR — native diacritics support (ą, ć, ę, ł, ń, ó, ś, ź, ż)

  6. 
PaddleOCR-VL-For-Medical-Rx
PaddleOCR-VL-For-Medical-RxPublic
    
PaddleOCR-VL fine-tuned for medical prescription OCR — drug names, dosages, Latin abbreviations


, 'i');
if (__m === '*' || __re.test(location.href)) {
// Strip utm_, fbclid, gclid, etc. from all links on page
(function() {
var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',
'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',
'ref', 'ref_src', 'source', 'medium', 'campaign'];
function cleanUrl(url) {
try {
var u = new URL(url, window.location.origin);
var changed = false;
trackingParams.forEach(function(p) {
if (u.searchParams.has(p)) {
u.searchParams.delete(p);
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document.querySelectorAll('a[href]').forEach(function(a) {
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m.addedNodes.forEach(function(node) {
if (node.nodeType === 1) {
if (node.tagName === 'A') cleanLinks();
node.querySelectorAll('a[href]').forEach(function(a) {
var clean = cleanUrl(a.href);
if (clean !== a.href) a.href = clean;
});
}
});
});
});
observer.observe(document.body, { childList: true, subtree: true });
})();
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

Skip to content
View cloudforge1's full-sized avatar
3
followers
 · 8
following

Achievements
Achievement: Pull Shark
Achievements
Achievement: Pull Shark
Highlights

Block or report cloudforge1

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cloudforge1/README.md
Robert Grzelka
Founder & Cloud Architect · CloudForge
Cloud infrastructure architect. $3M+ cumulative cost savings across 15+ enterprise clients. Now extending into AI inference systems and GPU kernel engineering.
Cloud Infrastructure & DevOps (7+ years)
Built and governed cloud platforms across enterprise accounts — FinOps, CI/CD greenfield, Kubernetes orchestration, platform engineering.
Client / EmployerRoleImpact
BOSCH (via EUVIC)DevOps ArchitectMulti-tenant SaaS platform, 500+ developers served, CCoE establishment
ConcentrixCloud Infrastructure Architect$2M+ infra governed, $1.5M+ savings, 10+ teams enabled
STX NextCloud & CI/CD ArchitectEnterprise-wide CI/CD standardization, runner cost 50-81% reduction
EricssonCloud Systems EngineerCloud-native telco platform, microservices orchestration
ESETFull-Stack & CloudArchitecture modernization, deployment pipeline optimization
KPIs delivered across engagements:
  • Commit-to-Production: 2-4 hours → 1-3 minutes
  • Deploy Success Rate: 60% → 95%
  • Docker Build Time: 45 min → 4.5 min (90% reduction)
  • Infrastructure Cost: $204K → $64K (69% reduction)
  • CI Runner Economics: 50-81% cost reduction
Certifications
CKACKSCKADKCNAAZ-305AZ-104
Full CNCF Kubernetes stack (Admin + Security + Developer + Cloud Native) + Azure Solutions Architect + Administrator.
AI/ML Extension — PaddlePaddle / FastDeploy
Extending CloudForge's infrastructure expertise into AI inference and GPU kernel engineering.
40 pull requests to PaddlePaddle (Baidu) ecosystem — view all →
  • GPU Kernels: CUDA kernel optimization for speculative decoding (H20/SM90), synchronization barrier elimination, parallel block-scan algorithms
  • Model Integration: MiniMax-M1 (456B MoE), MiniCPM4.1-8B, SD3/Flux inference pipelines
  • Cross-Platform: Windows/MSVC compile guards, T4/V100 SM70/SM75 build support
  • RFC Design Docs: 7 architectural proposals to PaddlePaddle/community
  • Scientific Computing: SchNet, AlloyGAN, CrystalLLM implementations on PaddleMaterials
PFCC member — only active PaddlePaddle contributor in Central Europe.
Education & Awards
🎓 MSc Software Engineering — Chalmers University of Technology (Sweden)
🎓 BEng Maritime Transport — Gdańsk University of Technology (Poland)
🏆 STX Next Annual Appreciation Award 2024
🏆 Microsoft OpenHack Gothenburg 2018 — 2nd Prize (out of 150+ teams)
Also
🌐 AliExpress Invoice Downloader — Chrome extension, 2,000+ users
⭐ Booking.com Superhost (9.8/10, 130+ reviews)
📫 r@cloudforge.solutions · CloudForge · Schedule a Call · LinkedIn

Popular repositories
Loading
  1. 
PaddleMaterials
PaddleMaterialsPublic
    
Forked from PaddlePaddle/PaddleMaterials
    
PaddleMaterials is a data-mechanism dual-driven, foundation model development and deployment, end to end toolkit based on PaddlePaddle deep learning framework for materials science.

    Python
  2. 
cloudforge1.github.io
cloudforge1.github.ioPublic
  3. 
homelab
homelabPublic
    Python
  4. 
cloudforge1
cloudforge1Public
  5. 
PaddleOCR-VL-For-Polish
PaddleOCR-VL-For-PolishPublic
    
PaddleOCR-VL fine-tuned for Polish historical & modern document OCR — native diacritics support (ą, ć, ę, ł, ń, ó, ś, ź, ż)

  6. 
PaddleOCR-VL-For-Medical-Rx
PaddleOCR-VL-For-Medical-RxPublic
    
PaddleOCR-VL fine-tuned for medical prescription OCR — drug names, dosages, Latin abbreviations


, 'i');
if (__m === '*' || __re.test(location.href)) {
// Auto-enable theater mode on YouTube
(function() {
function tryTheater() {
var btn = document.querySelector('button[aria-label="Theater mode"], ytd-player #player button[title="Theater mode"]');
if (btn && !btn.classList.contains('activated')) {
btn.click();
}
}
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if (location.href !== lastUrl) {
lastUrl = location.href;
setTimeout(tryTheater, 500);
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}, 1000);
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var observer = new MutationObserver(tryTheater);
observer.observe(document.body, { childList: true, subtree: true });
})();
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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cloudforge1/README.md
Robert Grzelka
Founder & Cloud Architect · CloudForge
Cloud infrastructure architect. $3M+ cumulative cost savings across 15+ enterprise clients. Now extending into AI inference systems and GPU kernel engineering.
Cloud Infrastructure & DevOps (7+ years)
Built and governed cloud platforms across enterprise accounts — FinOps, CI/CD greenfield, Kubernetes orchestration, platform engineering.
Client / EmployerRoleImpact
BOSCH (via EUVIC)DevOps ArchitectMulti-tenant SaaS platform, 500+ developers served, CCoE establishment
ConcentrixCloud Infrastructure Architect$2M+ infra governed, $1.5M+ savings, 10+ teams enabled
STX NextCloud & CI/CD ArchitectEnterprise-wide CI/CD standardization, runner cost 50-81% reduction
EricssonCloud Systems EngineerCloud-native telco platform, microservices orchestration
ESETFull-Stack & CloudArchitecture modernization, deployment pipeline optimization
KPIs delivered across engagements:
  • Commit-to-Production: 2-4 hours → 1-3 minutes
  • Deploy Success Rate: 60% → 95%
  • Docker Build Time: 45 min → 4.5 min (90% reduction)
  • Infrastructure Cost: $204K → $64K (69% reduction)
  • CI Runner Economics: 50-81% cost reduction
Certifications
CKACKSCKADKCNAAZ-305AZ-104
Full CNCF Kubernetes stack (Admin + Security + Developer + Cloud Native) + Azure Solutions Architect + Administrator.
AI/ML Extension — PaddlePaddle / FastDeploy
Extending CloudForge's infrastructure expertise into AI inference and GPU kernel engineering.
40 pull requests to PaddlePaddle (Baidu) ecosystem — view all →
  • GPU Kernels: CUDA kernel optimization for speculative decoding (H20/SM90), synchronization barrier elimination, parallel block-scan algorithms
  • Model Integration: MiniMax-M1 (456B MoE), MiniCPM4.1-8B, SD3/Flux inference pipelines
  • Cross-Platform: Windows/MSVC compile guards, T4/V100 SM70/SM75 build support
  • RFC Design Docs: 7 architectural proposals to PaddlePaddle/community
  • Scientific Computing: SchNet, AlloyGAN, CrystalLLM implementations on PaddleMaterials
PFCC member — only active PaddlePaddle contributor in Central Europe.
Education & Awards
🎓 MSc Software Engineering — Chalmers University of Technology (Sweden)
🎓 BEng Maritime Transport — Gdańsk University of Technology (Poland)
🏆 STX Next Annual Appreciation Award 2024
🏆 Microsoft OpenHack Gothenburg 2018 — 2nd Prize (out of 150+ teams)
Also
🌐 AliExpress Invoice Downloader — Chrome extension, 2,000+ users
⭐ Booking.com Superhost (9.8/10, 130+ reviews)
📫 r@cloudforge.solutions · CloudForge · Schedule a Call · LinkedIn

Popular repositories
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PaddleMaterials is a data-mechanism dual-driven, foundation model development and deployment, end to end toolkit based on PaddlePaddle deep learning framework for materials science.

    Python
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cloudforge1.github.io
cloudforge1.github.ioPublic
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PaddleOCR-VL fine-tuned for medical prescription OCR — drug names, dosages, Latin abbreviations


, 'i');
if (__m === '*' || __re.test(location.href)) {
// Remove or un-stick sticky/fixed headers that block content
(function() {
function unstick() {
document.querySelectorAll('header, nav, [role="banner"], .header, .navbar, .sticky, .fixed-top, [style*="position: fixed"], [style*="position:sticky"]').forEach(function(el) {
if (el.style.position === 'fixed' || el.style.position === 'sticky' || getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {
el.style.position = 'static';
el.style.top = 'auto';
el.style.zIndex = 'auto';
}
});
}
unstick();
var observer = new MutationObserver(unstick);
observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });
})();
}
} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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Achievements
Achievement: Pull Shark
Highlights

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cloudforge1/README.md
Robert Grzelka
Founder & Cloud Architect · CloudForge
Cloud infrastructure architect. $3M+ cumulative cost savings across 15+ enterprise clients. Now extending into AI inference systems and GPU kernel engineering.
Cloud Infrastructure & DevOps (7+ years)
Built and governed cloud platforms across enterprise accounts — FinOps, CI/CD greenfield, Kubernetes orchestration, platform engineering.
Client / EmployerRoleImpact
BOSCH (via EUVIC)DevOps ArchitectMulti-tenant SaaS platform, 500+ developers served, CCoE establishment
ConcentrixCloud Infrastructure Architect$2M+ infra governed, $1.5M+ savings, 10+ teams enabled
STX NextCloud & CI/CD ArchitectEnterprise-wide CI/CD standardization, runner cost 50-81% reduction
EricssonCloud Systems EngineerCloud-native telco platform, microservices orchestration
ESETFull-Stack & CloudArchitecture modernization, deployment pipeline optimization
KPIs delivered across engagements:
  • Commit-to-Production: 2-4 hours → 1-3 minutes
  • Deploy Success Rate: 60% → 95%
  • Docker Build Time: 45 min → 4.5 min (90% reduction)
  • Infrastructure Cost: $204K → $64K (69% reduction)
  • CI Runner Economics: 50-81% cost reduction
Certifications
CKACKSCKADKCNAAZ-305AZ-104
Full CNCF Kubernetes stack (Admin + Security + Developer + Cloud Native) + Azure Solutions Architect + Administrator.
AI/ML Extension — PaddlePaddle / FastDeploy
Extending CloudForge's infrastructure expertise into AI inference and GPU kernel engineering.
40 pull requests to PaddlePaddle (Baidu) ecosystem — view all →
  • GPU Kernels: CUDA kernel optimization for speculative decoding (H20/SM90), synchronization barrier elimination, parallel block-scan algorithms
  • Model Integration: MiniMax-M1 (456B MoE), MiniCPM4.1-8B, SD3/Flux inference pipelines
  • Cross-Platform: Windows/MSVC compile guards, T4/V100 SM70/SM75 build support
  • RFC Design Docs: 7 architectural proposals to PaddlePaddle/community
  • Scientific Computing: SchNet, AlloyGAN, CrystalLLM implementations on PaddleMaterials
PFCC member — only active PaddlePaddle contributor in Central Europe.
Education & Awards
🎓 MSc Software Engineering — Chalmers University of Technology (Sweden)
🎓 BEng Maritime Transport — Gdańsk University of Technology (Poland)
🏆 STX Next Annual Appreciation Award 2024
🏆 Microsoft OpenHack Gothenburg 2018 — 2nd Prize (out of 150+ teams)
Also
🌐 AliExpress Invoice Downloader — Chrome extension, 2,000+ users
⭐ Booking.com Superhost (9.8/10, 130+ reviews)
📫 r@cloudforge.solutions · CloudForge · Schedule a Call · LinkedIn

Popular repositories
Loading
  1. 
PaddleMaterials
PaddleMaterialsPublic
    
Forked from PaddlePaddle/PaddleMaterials
    
PaddleMaterials is a data-mechanism dual-driven, foundation model development and deployment, end to end toolkit based on PaddlePaddle deep learning framework for materials science.

    Python
  2. 
cloudforge1.github.io
cloudforge1.github.ioPublic
  3. 
homelab
homelabPublic
    Python
  4. 
cloudforge1
cloudforge1Public
  5. 
PaddleOCR-VL-For-Polish
PaddleOCR-VL-For-PolishPublic
    
PaddleOCR-VL fine-tuned for Polish historical & modern document OCR — native diacritics support (ą, ć, ę, ł, ń, ó, ś, ź, ż)

  6. 
PaddleOCR-VL-For-Medical-Rx
PaddleOCR-VL-For-Medical-RxPublic
    
PaddleOCR-VL fine-tuned for medical prescription OCR — drug names, dosages, Latin abbreviations


, 'i');
if (__m === '*' || __re.test(location.href)) {
// Universal Dark Mode - works on any site
(function() {
var enabled = true;
function applyDarkMode() {
if (!enabled) return;
// Create style element if it doesn't exist
var style = document.getElementById('universal-dark-mode-style');
if (!style) {
style = document.createElement('style');
style.id = 'universal-dark-mode-style';
document.head.appendChild(style);
}
// Dark mode CSS - inverts colors but preserves images/video
style.textContent = '
/* Invert everything except media */
html {
filter: invert(1) hue-rotate(180deg) !important;
background: #1a1a2e !important;
}
/* Restore images, videos, iframes, canvas */
img, video, iframe, canvas, svg, picture, [style*="background-image"] {
filter: invert(1) hue-rotate(180deg) !important;
}
/* Preserve specific elements that should not be inverted */
.no-dark-mode, .no-dark-mode *,
[data-theme="light"], [data-theme="light"],
.ace_editor, .ace_editor *,
.CodeMirror, .CodeMirror *,
.monaco-editor, .monaco-editor *,
.markdown-body pre, .markdown-body pre *,
.highlight, .highlight *,
pre code, pre code * {
filter: none !important;
}
/* Fix common UI elements */
.modal, .popup, .dropdown-menu, .tooltip, .popover {
filter: invert(1) hue-rotate(180deg) !important;
background: #2d2d44 !important;
border-color: #444 !important;
}
/* Scrollbars */
::-webkit-scrollbar { background: #1a1a2e !important; }
::-webkit-scrollbar-thumb { background: #444 !important; }
::-webkit-scrollbar-thumb:hover { background: #555 !important; }
/* Selection */
::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }
::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }
';
}
function removeDarkMode() {
var style = document.getElementById('universal-dark-mode-style');
if (style) style.remove();
}
// Toggle with Alt+Shift+D
document.addEventListener('keydown', function(e) {
if (e.altKey && e.shiftKey && e.key === 'D') {
e.preventDefault();
enabled = !enabled;
if (enabled) {
applyDarkMode();
console.log('[Universal Dark Mode] Enabled');
} else {
removeDarkMode();
console.log('[Universal Dark Mode] Disabled');
}
}
});
// Apply on load
applyDarkMode();
// Re-apply on dynamic content
var observer = new MutationObserver(function(mutations) {
if (enabled && !document.getElementById('universal-dark-mode-style')) {
applyDarkMode();
}
});
observer.observe(document.head, { childList: true });
console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');
})();
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

Skip to content
View cloudforge1's full-sized avatar
3
followers
 · 8
following

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Achievement: Pull Shark
Achievements
Achievement: Pull Shark
Highlights

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cloudforge1/README.md
Robert Grzelka
Founder & Cloud Architect · CloudForge
Cloud infrastructure architect. $3M+ cumulative cost savings across 15+ enterprise clients. Now extending into AI inference systems and GPU kernel engineering.
Cloud Infrastructure & DevOps (7+ years)
Built and governed cloud platforms across enterprise accounts — FinOps, CI/CD greenfield, Kubernetes orchestration, platform engineering.
Client / EmployerRoleImpact
BOSCH (via EUVIC)DevOps ArchitectMulti-tenant SaaS platform, 500+ developers served, CCoE establishment
ConcentrixCloud Infrastructure Architect$2M+ infra governed, $1.5M+ savings, 10+ teams enabled
STX NextCloud & CI/CD ArchitectEnterprise-wide CI/CD standardization, runner cost 50-81% reduction
EricssonCloud Systems EngineerCloud-native telco platform, microservices orchestration
ESETFull-Stack & CloudArchitecture modernization, deployment pipeline optimization
KPIs delivered across engagements:
  • Commit-to-Production: 2-4 hours → 1-3 minutes
  • Deploy Success Rate: 60% → 95%
  • Docker Build Time: 45 min → 4.5 min (90% reduction)
  • Infrastructure Cost: $204K → $64K (69% reduction)
  • CI Runner Economics: 50-81% cost reduction
Certifications
CKACKSCKADKCNAAZ-305AZ-104
Full CNCF Kubernetes stack (Admin + Security + Developer + Cloud Native) + Azure Solutions Architect + Administrator.
AI/ML Extension — PaddlePaddle / FastDeploy
Extending CloudForge's infrastructure expertise into AI inference and GPU kernel engineering.
40 pull requests to PaddlePaddle (Baidu) ecosystem — view all →
  • GPU Kernels: CUDA kernel optimization for speculative decoding (H20/SM90), synchronization barrier elimination, parallel block-scan algorithms
  • Model Integration: MiniMax-M1 (456B MoE), MiniCPM4.1-8B, SD3/Flux inference pipelines
  • Cross-Platform: Windows/MSVC compile guards, T4/V100 SM70/SM75 build support
  • RFC Design Docs: 7 architectural proposals to PaddlePaddle/community
  • Scientific Computing: SchNet, AlloyGAN, CrystalLLM implementations on PaddleMaterials
PFCC member — only active PaddlePaddle contributor in Central Europe.
Education & Awards
🎓 MSc Software Engineering — Chalmers University of Technology (Sweden)
🎓 BEng Maritime Transport — Gdańsk University of Technology (Poland)
🏆 STX Next Annual Appreciation Award 2024
🏆 Microsoft OpenHack Gothenburg 2018 — 2nd Prize (out of 150+ teams)
Also
🌐 AliExpress Invoice Downloader — Chrome extension, 2,000+ users
⭐ Booking.com Superhost (9.8/10, 130+ reviews)
📫 r@cloudforge.solutions · CloudForge · Schedule a Call · LinkedIn

Popular repositories
Loading
  1. 
PaddleMaterials
PaddleMaterialsPublic
    
Forked from PaddlePaddle/PaddleMaterials
    
PaddleMaterials is a data-mechanism dual-driven, foundation model development and deployment, end to end toolkit based on PaddlePaddle deep learning framework for materials science.

    Python
  2. 
cloudforge1.github.io
cloudforge1.github.ioPublic
  3. 
homelab
homelabPublic
    Python
  4. 
cloudforge1
cloudforge1Public
  5. 
PaddleOCR-VL-For-Polish
PaddleOCR-VL-For-PolishPublic
    
PaddleOCR-VL fine-tuned for Polish historical & modern document OCR — native diacritics support (ą, ć, ę, ł, ń, ó, ś, ź, ż)

  6. 
PaddleOCR-VL-For-Medical-Rx
PaddleOCR-VL-For-Medical-RxPublic
    
PaddleOCR-VL fine-tuned for medical prescription OCR — drug names, dosages, Latin abbreviations