Infrastructure guides for teams building in India
Pricing breakdowns, honest comparisons, and practical how-tos on bare metal, GPU cloud, VPS, private cloud, and managed AWS.
CVE-2026-116512: weDevs Project Manager Unauth RCE - Floor 4.1.2
Wordfence 9.8 Critical, PR:N. CWE-434 on the CNA row; published mechanism is unauth REST function injection via id. Not on CISA KEV. wordpress.org 5k bucket. Floor 4.1.2.
WordPress 7.1.4: Unauth Upgrade-Window RCE Is Being Probed - Floor 7.1.4
WordPress 7.1.4 (28 Oct 2026) patches a Core race during full-package updates. Wordfence scores it 8.1. 18,500 setup-config.php probes in 21 hours. No CVE ID yet. Floor 7.1.4 / 4.7.39.
CVE-2026-97229: GitLab CI/CD Regexp Overflow Hits CISA KEV - Unauth RCE, Due 1 Nov
CISA KEV 29 Oct 2026. Unauthenticated RCE via a crafted CI/CD regular expression. GitLab CVSS 10.0. Floor 19.4.2 / 19.3.5 / 19.2.8. Due 1 Nov. Forensic triage required.
CVE-2026-46300: Linux Kernel Fragnesia Hits CISA KEV - 3-Day Clock, Chains With PHP2Shell
CISA KEV 28 Oct 2026. skb coalescing drops SKBFL_SHARED_FRAG so ESP decrypts page-cache pages in place. NVD 7.8 local. Due 31 Oct. Floor Ubuntu 5.15.0-181 / 6.8.0-124, Debian 6.1.174-1.
CVE-2026-48356: Magento PolyShell File Upload Hits CISA KEV - Floor 2.4.x-2026-jul
CISA KEV 27 Oct 2026. Adobe APSB26-73 CWE-434 unrestricted upload in Adobe Commerce and Magento Open Source. NVD 9.3. Patch the July 2026 line, then hunt pub/media/custom_options.
CVE-2026-112866: WBW Product Filter Unauth Blind SQLi - Floor 3.4.7
Patchstack 9.3 / CWE-89. wordpress.org 50k bucket. Not on CISA KEV. CISA SSVC exploitation:none automatable:yes. Vendor 3.4.7 names the SQLi.
CVE-2026-94267: ACF Extended Front-End Forms Are Unauth RCE - Floor 0.9.2.8
WPScan 9.0 / NVD 9.0 AC:H. CWE-94. wordpress.org 100k bucket. Not on CISA KEV. CISA SSVC exploitation:none. Vendor 0.9.2.8 credits the finders.
CVE-2026-115806: Prime Mover 2.2.1 Unserializes a Comment - Floor 2.2.2
Wordfence 9.8. CWE-502. wordpress.org 10k bucket. Not on CISA KEV. Vendor 2.2.2 wraps unserialize; Wordfence intel still said unpatched on 24 Oct.
CVE-2026-112241: SureCart 4.9.5 Is Unauth Auth Bypass - Floor 4.9.6
Patchstack 9.8. CWE-290 spoofing. wordpress.org still in the 80k bucket. Not on CISA KEV. CISA SSVC: exploitation none, automatable yes, technicalImpact total.
CVE-2026-111852: Ajax Search Lite 4.14.6 Is Unauth Blind SQLi - Floor 4.14.7
Patchstack 9.3. Search phrase. wordpress.org still in the 70k bucket. Not on CISA KEV. CISA SSVC: exploitation none, automatable yes.
Rank Math PRO 3.0.123 Was a Supply-Chain Backdoor - Floor 3.0.124
CVE-2026-111862, CVSS 9.8. Some PRO 3.0.123 packages from 15-16 Oct carried malware. Free WordPress.org plugin is out of scope. Updating is not cleanup.
CVE-2026-99999 Is a KVM Guest-to-Host - Debian Has a Floor, Ubuntu and CloudLinux Still Don't
NVD 9.3. Host IPv4 checksum completion, not KVM. Vercel: leak on production sandboxes. Crash/root on researcher KVM. Not CISA KEV. Debian 6.1.190 / 6.12.113. Ubuntu still Vulnerable.
PHP2Shell: What CVE-2026-109618 and CVE-2026-109619 Mean, and What to Do Now
Two critical remote code execution bugs in PHP itself, patched 21 October 2026. What they are, who is affected, and the five steps to take today.
UpdraftCentral Cloud Keys Are Installing Malware - Floor UpdraftPlus 1.26.13
TeamUpdraft DB accessed 17-18 Oct. Wordfence: signed UDRPC plugin.upload_plugin on cloud-connected sites. Floor 1.26.13 (19 Oct). Not CISA KEV. Not every UpdraftPlus install.
CVE-2026-104736: LearnPress checkout-email Is Unauth Object Injection - Floor 4.4.11
ThimPress LearnPress ≤ 4.4.10 deserializes checkout-email. Wordfence CVSS 3.1 9.8. Floor 4.4.11 (16 Oct). Not CISA KEV. CISA-ADP: exploitation none.
CVE-2026-105474: SolusVM 2 SSTI Lets an Authenticated User Run Code on the Management Node - Floor 2.0.0-44739
WebPros SolusVM 2 ≤ 2.0.0-44576 is SSTI. HackerOne CVSS 4.0 9.4. Floor 2.0.0-44739 (13 Oct changelog). Not CISA KEV. CISA-ADP: exploitation none.
CVE-2026-104798: My Calendar 3.8.7 Lets a Search String Call PHP - Floor 3.8.8
Wordfence CNA: unauth mcs GET injects a shortcode; nav call_user_func has no allowlist. NVD 9.8. wordpress.org still in the 20k bucket. Patch 3.8.8. Not on CISA KEV.
CVE-2026-93953: Backuply Restore SQLi Turns a Subscriber Bio Into Admin - Floor 1.5.9
Wordfence: subscriber plants SQL in Biographical Info; it fires when an admin restores a Backuply dump. CVSS 8.0. wordpress.org API still reports 600,000 installs. Patch is 1.5.9. Not on CISA KEV. NVD empty this morning.
CVE-2026-39919: Ghostscript Turns a PDF Thumbnail Into Unauth RCE - Floor Is the Package Revision, Not gs --version
Wordfence Argus got unauth RCE on a purpose-built WordPress box via a Ghostscript JPEG 2000 heap overflow. CNA CVSS 9.8. Upstream 10.08.0. Debian 12 still listed vulnerable. gs --version will lie. Not on CISA KEV.
CVE-2026-94504 / 93836: Ninja Forms and WPC Bundles XSS Is Planting Hidden WordPress Admins - Floor 3.15.5 / 8.6.7
Patchstack saw the same imgcdn1.com implant on 4-5 Oct 2026 via CVE-2026-93836 (WPC Bundles ≤8.6.6) and CVE-2026-94504 (Ninja Forms ≤3.15.3). Wordfence CVSS 7.2. Floor is Ninja Forms 3.15.5 and woo-product-bundle 8.6.7. Dashboard Users will lie.
CVE-2026-85097: Bricksforge ≤3.1.8.9 Unauth PHP Upload, Hit in the Wild Oct 7 - Floor 3.1.8.10 / 4.0.1
Wordfence CVE-2026-85097 is unauthenticated arbitrary file upload to PHP RCE in Bricksforge ≤3.1.8.9. Patchstack saw exploitation 7 Oct 2026 21:47 UTC. CNA CVSS 9.8. Floor is 3.1.8.10 or 4.0.1.
CVE-2026-97670: Avada Fusion Builder 7.16.1 Fires Any WP Hook Without a Login - Patch 7.16.2
NVD published CVE-2026-97670 on 10 Oct 2026: unauthenticated arbitrary WordPress action invocation in Avada (Fusion) Builder ≤7.16.1 via form {action_hook}. Wordfence CVSS 9.1. Floor is 7.16.2.
CVE-2026-94589: CF7 Extensions 3.4.5 Uploads PHP Without a Login - Patch 3.4.6
NVD published CVE-2026-94589 on 10 Oct 2026: unauthenticated arbitrary file upload in WordPress plugin extensions-for-cf7 ≤3.4.5 via the signature field. Wordfence CVSS 9.8. Floor is 3.4.6. Hunt with wp-cli.
CISA Put ProFTPD and BIND on a Sunday Deadline - Hunt Before 11 Oct
KEV catalog 2026.10.08 added five 2015-2023 bugs due 11 Oct 2026: ProFTPD CVE-2015-3306, BIND CVE-2015-5477, Struts CVE-2016-3081, ONLYOFFICE CVE-2021-3199, Strapi CVE-2023-22894. Same-day AA26-281A. Inventory first.
CVE-2026-93699: WP Toolkit 6.11.3 Still Runs Code as Other Accounts - Patch 6.11.4
NVD published CVE-2026-93699 on 8 Oct 2026: CWE-88 argument injection in WP Toolkit for cPanel. Floor is 6.11.4. 6.11.3 closed last week's DB-create bug and is still in range. CVSS 4.0 8.5 HIGH, AV:L, not KEV.
Plesk REST API Is Installed by Default and Hidden: CVE-2026-68492 Is Authenticated Root
Plesk's own advisory: a remote authenticated user can run code as root through the RESTful API extension. Linux only. Floor is Plesk 18.0.80.8 / 18.0.81.1 plus rest-api 2.4.7. Checking the UI is not a check.
WordPress HEIC Upload RCE Isn't in WordPress: Patch libheif to 1.23.3
Fortbridge published a working WordPress Media Library chain this week against GHSA-x8r2-mggj-j6wr. The bug is in libheif, not core. Floor is 1.23.3. Version number alone does not prove you are safe.
CVE-2026-87900: cPanel WP Toolkit database-create is account-to-account - patch 6.11.3
CVE-2026-87900 (public 23 Sep 2026): WP Toolkit for cPanel ≤6.11.2-10794 argument-injects database-creation. Vendor impact is other-account DB changes. Floor is 6.11.3. CVSS 9.4 Critical, not KEV.
CVE-2026-92084: Beaver Builder Sidebar runs attacker shortcodes - patch 2.11.0.6
CVE-2026-92084 (public 2 Oct 2026): Beaver Builder ≤2.11.0.5 runs do_shortcode on Sidebar widget output. Floor is 2.11.0.6. CVSS 9.1 Critical, not KEV. Same drop also closes CVE-2026-95865.
CVE-2026-104474: OpenLiteSpeed lsup.sh runs a nobody-writable tarball as root - patch 1.9.3
CVE-2026-104474 (public 3 Oct 2026): OpenLiteSpeed before 1.9.3 extracts an unverified package from /usr/local/lsws/autoupdate/ as root. Floor is 1.9.3. CVSS 6.7 Medium, not KEV. Check VERSION, then lsup.sh -f -v 1.9.3.
CVE-2026-93698: cPanel Multilang adminbin is account-to-root - patch 11.138.0.11
WebPros published CVE-2026-93698 on 2 Oct 2026: OS command injection in the Multilang adminbin, CVSS 9.9, vendor says root. Same TSR also patches stored XSS CVE-2026-93697. Version floors: 11.138.0.11 / 11.136.0.45 / 11.134.0.61 / 11.110.0.148.
CloudLinux Still Has No Kernel Patch for DirtyAH6 and Three Sibling LPEs
oss-security dropped four kernel LPEs on 18 September 2026. CloudLinux has no stock-kernel or KernelCare fix except PPPoEject on two ELS streams. Mitigations, exposure checks, and what is still unverified.
CVE-2026-67399 is Unauthenticated RCE in WHMCS - Patch Floor 9.0.8 / 8.13.7
WebPros patched CVE-2026-67399 (CVSS 4.0 9.3) in WHMCS 9.0.8 and 8.13.7. Unauthenticated deserialization, not in CISA KEV. Same train also closes CVE-2026-67398.
CISA Put Three Linux Kernel Bugs on a 3-Day Clock - Here's the Patch Floor
On September 18, 2026 CISA added CVE-2025-39682, CVE-2026-53266, and CVE-2025-39964 to KEV with a September 21 due date. Version floors for Debian and Ubuntu, what is still pending on 22.04/24.04, and what CISA did not claim.
CVE-2026-43641: Virtualizor Billing Hook Is Unauthenticated Root - Patch to 3.2.9 Patch 9
VulnCheck disclosed an unauthenticated OS command injection in Softaculous Virtualizor that runs as root on the admin panel. Fixed in 3.2.9 Patch 9 and 3.3.0. Patch every master and slave, then lock 4084/4085.
CVE-2026-87898: Plesk Site Import Turns a Customer DB Name Into Root - Patch to 1.12.2
Plesk's Site Import extension on Linux lets an ordinary customer inject commands as root via an unquoted database name. Fixed in Site Import 1.12.2. Same-day sibling: CVE-2026-68492 in the hidden REST API extension.
CVE-2026-87899: cPanel CalDAV Account-to-Root - Patch 11.138.0.8 Today
cPanel's 22 Sep 2026 advisory: an authenticated account can run code as root via CalDAV/CardDAV. Not in CISA KEV. Version floors, upcp, and the separate WP Toolkit 6.11.3 bump.
CVE-2026-87886: Acronis cPanel Backup Plugin Is on CISA KEV - Patch to 1.9.3 HF3
CISA added CVE-2026-87886 to KEV on 16 Sep 2026. Acronis scores it 7.8 (CWE-276) and reports limited targeted exploitation on the cPanel & WHM plugin. Version floors and yum/apt commands.
CVE-2026-87902: WordPress Page-Template Traversal Is Being Exploited - Patch to 7.1.2 Today
WordPress 7.1.2 (22 Sep 2026) fixes CVE-2026-87902, a critical unauthenticated path traversal in get_page_template(). Patchstack told SecurityWeek exploitation started within hours. Default cPanel PHP before 8.5 is in the vendor's RCE preconditions. Version floors and commands.
The Proxmox Bug Fixed in 2023 That's Rooting Hypervisors in 2026: CVE-2023-54391
CVE-2023-54391 is an unauthenticated tfa-challenge bypass in libpve-access-control before 8.0.4. The fix shipped July 20, 2023; the CVE landed September 1, 2026. PVE 7 got no backport. Check the package, pull :8006 off the internet, hunt for compromise.
GLM Built Its Own Inference Stack on 100,000 Non-NVIDIA Accelerators - What GPU-Cloud Operators Should Steal
Z.ai says GLM-5.3-Flash went from first run on 100,000+ Chinese-made accelerators to production in under two weeks, tripling throughput, with an Infra Agent doing most of the engineering. Here is what the post actually says and what any vLLM/SGLang operator can copy.
LiteSpeed Enterprise Tenant-to-Root That Laughs at CageFS: Patch to 6.3.7 Today
cPanel's September 14, 2026 advisory warns of a CRITICAL LiteSpeed Enterprise privilege escalation: a low-privilege website user can potentially gain root, bypassing account isolation including CageFS. Fixed in LSWS 6.3.7. Here is how to check, patch, and verify.
Dify vs "Just Open WebUI": When a RAG Studio Earns Its Own VPS
Open WebUI is a chat front-end. Dify 1.17 is a self-hosted RAG and agent studio with Postgres, Redis, a vector store, a sandbox, and an SSRF proxy. Here is the sizing, the compose surface, and when it is worth a dedicated box.
Kubernetes 1.37 Garhwal: what cluster operators should change first
Kubernetes v1.37 Garhwal: HPA scale-to-zero, safer watchcache, DRA for GPUs, and the cgroup v1 plus static-Pod traps that will bite upgrades.
How Much Network Does Your AI Inference Server Actually Need? RDMA, RoCE, and When Gigabit Is Fine
AI inference is GPU-bound, not network-bound - until you disaggregate. Here is exactly when you need RDMA, when RoCE v2 is enough, and when a $30 gigabit switch handles your inference workload just fine.
CopyEscape (CVE-2026-17106): How docker cp Can Hand Your Host to an Attacker
CVE-2026-17106 lets any container you run docker cp on overwrite arbitrary files on your host. Here is how the TOCTOU race + symlink follow chain works, which Docker versions are patched, and why this matters for CI, developer workstations, and incident response.
Crossplane: Manage All Your Cloud Infrastructure with Kubernetes CRDs
Crossplane brings GitOps to infrastructure provisioning - compose AWS, GCP, and Azure resources as Kubernetes custom resources, reconciled continuously. Here is how to replace Terraform HCL with YAML in-cluster.
cPanel August 2026 Security Alert: Database Root Privilege Escalation (CVE-2026-58048), HTTP Smuggling & Exim Flaws Patched
cPanel patched CVE-2026-58048 (CVSS 9.4) - a database rename flaw that lets hosting customers execute SQL as root. Plus CVE-2026-58047 (HTTP smuggling), GCVE-25-2026-07-45-3 (Exim forward privesc), and GCVE-25-2026-07-45-1 (Exim directory traversal). Here is exactly what breaks, how to patch, and workarounds if you cannot update immediately.
The Selfhosted Stack: Replace 12 SaaS Subscriptions with Your Own Server
Run your own email, storage, git, CI/CD, monitoring, auth, password manager, and notes - all on a single server. Here is the selfhosted stack that replaces Google Workspace, Notion, Slack, GitHub, 1Password, and more.
Disaggregated Inference: Why Splitting Prefill and Decode Is the 2026 Architecture
Disaggregated inference separates prefill and decode across different GPUs - prefill on throughput-optimized accelerators, decode on latency-sensitive GPUs, KV cache on remote memory. Here is how vLLM, SGLang, and Sarathi-Serve implement it.
HAProxy vs Traefik vs Envoy: Which Reverse Proxy Should You Run in 2026?
HAProxy, Traefik, and Envoy are the three dominant reverse proxies. We compare them across 10 criteria - performance, SSL, observability, Kubernetes integration, and configuration complexity - with real benchmarks.
Proxmox VE 9 for Production Hosting: Clustering, Ceph, and ZFS on Bare Metal
Proxmox VE 9 builds on Debian 13 Trixie with production-grade Ceph Reef, ZFS 2.3, SDN Fabrics, and LVM-thin snapshots. Here is how to build a 3-node HA cluster for production virtualisation.
Building a Private AI Inference Cluster with vLLM and Ray on L40S GPUs
Deploy vLLM across multiple L40S GPUs with Ray for distributed inference. Tensor parallelism, pipeline parallelism, OpenAI-compatible API, and real benchmarks - throughput, latency, and cost per token.
Grafana 13 and Loki 3.0: The LGTM Stack Just Got Production-Ready at Any Scale
Grafana 13 ships OpenTelemetry-native dashboards, Loki 3.0 adds index-free ingestion and 10x faster queries, and the LGTM stack overtakes Datadog for self-hosted observability. Here is the upgrade guide.
Kubernetes Gateway API in 2026: Why Ingress Is Dead and How to Migrate
Gateway API v1.6 is now the standard for Kubernetes traffic routing. AWS, GCP, Azure, Envoy, and Istio all ship GA support. Here is how to replace your Ingress resources with Gateway API - with migration examples for NGINX, Traefik, and AWS ALB.
AWS WAF Anti-DDoS Rule Group: How to Migrate Before the January 2027 Deadline
AWS is retiring Shield Advanced L7 automatic mitigation. Here is how to migrate to the new Anti-DDoS managed rule group, test in Count mode, and avoid losing DDoS protection.
Kamal: The Zero-Downtime Deploy Tool That Replaces Kubernetes for Most Teams
Kamal by 37signals deploys Docker containers to bare metal VPS with zero downtime, rolling restarts, and SSL. If you don't need Kubernetes, you probably need Kamal.
OpenTofu 1.12: How to Migrate from Terraform in 30 Minutes
OpenTofu 1.12 just shipped features Terraform never shipped - dynamic prevent_destroy, native state encryption, and a stable provider ecosystem. Complete migration guide.
Podman Rootless Containers: A Complete Docker Replacement Guide for 2026
Docker vs Podman in 2026: rootless by default, zero daemon overhead, native systemd integration. Complete migration walkthrough from Docker Compose to Podman with Quadlet.
How to Migrate from Redis to Valkey on Ubuntu 24.04 (Step by Step)
Redis changed its license. Valkey is the open-source drop-in replacement backed by the Linux Foundation. Complete migration guide with RDB-safe method and production gotchas.
VPS Security Hardening Checklist: 20 Steps to Lock Down a Production Server
From the moment you provision a new VPS, this checklist walks you through SSH hardening, firewall, intrusion prevention, kernel tuning, and monitoring. Copy-paste configs included.
GitHub Actions vs GitLab CI vs Woodpecker CI: Self-Hosted CI/CD Pipeline Showdown 2026
A detailed comparison of three CI/CD platforms from a self-hosted perspective. Pricing, performance, security, and which one wins for small-to-mid teams on a budget.
cPanel vs DirectAdmin vs HestiaCP vs CloudPanel: The 2026 VPS Control Panel Showdown
An honest, data-driven comparison of the four most popular VPS hosting control panels. Pricing, resource usage, features, security, and which panel fits which use case.
Graphs vs Loops: The 2026 AI Agent Architecture Debate Explained
Two unrelated announcements collided in July 2026 and reignited the oldest argument in agentic AI: should agent orchestration look like a graph or a loop? Here is what the debate actually means and when to use each.
Production LEMP Stack on Ubuntu 24.04: Nginx, PHP-FPM 8.3, MariaDB, Redis, SSL
A complete production-grade LEMP stack setup guide. From bare Ubuntu 24.04 VPS to a secure, optimized web server in under an hour.
Loop Engineering: The Practice That Replaced Prompt Engineering in 2026
Loop engineering, coined in June 2026, is the practice of designing systems that prompt AI agents autonomously - with verification, retry, and state management. Here is the complete guide.
The #1 GitHub Repo Right Now Is an AI Agent Book. Here Is What That Means for Your GPU Bill
bojieli/ai-agent-book just hit #1 on GitHub trending with 9,600+ stars. It is the definitive open-source guide to building AI agents. Here is why every agent you build needs real GPU infrastructure behind it.
wp2shell Is Now Being Exploited in the Wild. If You Have Not Patched, Someone Is Already Inside
SecurityWeek confirms wp2shell (CVE-2026-63030 + CVE-2026-60137) is now being actively exploited in the wild. Three days after disclosure, attackers are compromising default WordPress installs. Here is what to check right now.
AWS Just Killed Bedrock Agents. Here Is What AgentCore Means for Your AI Workloads
Amazon deprecated Bedrock Agents and closed it to new customers after July 30, 2026. Bedrock AgentCore replaces it with multi-agent orchestration, memory, Gateway, and a new architecture. Here is what to migrate and when.
H200 vs B200 vs Blackwell Pro: Which GPU Should Your Indian AI Team Rent in 2026?
wp2shell: A Critical WordPress RCE That Needs No Password. Patch Your Site Before Someone Else Does
Kimi K3 Is the First Open 2.8 Trillion Parameter Model. Here Is What That Means for Your GPU Infrastructure
Moonshot AI launched Kimi K3 on July 16, 2026 - a 2.8T parameter open-weight model with 1M context, Delta Attention, and Mixture of 896 Experts. It runs on 16 active experts per token. Here is what developers need to know.
How to Set Up GitOps with ArgoCD on Bare Metal Kubernetes
A step-by-step guide to deploying ArgoCD on k3s, connecting it to GitHub, and making your Kubernetes cluster sync automatically from Git. No more kubectl apply.
AWS Just Broke Ground on a Rs 60,000 Crore Data Centre in Hyderabad. Here Is What It Means for You
Telangana CM Revanth Reddy laid the foundation stone for AWS's flagship hyperscale data centre at Bharat Future City on July 15, 2026. Rs 60,000 crore investment. Right in ServerGurus' backyard.
CVE-2026-56155: Attackers Are Already Exploiting This ADFS Zero-Day. Patch Before They Find Your Server
Microsoft confirmed CVE-2026-56155 was exploited in the wild as a zero-day before the July 2026 patch. ADFS servers are the target. CVSS 7.8, CISA KEV listed. Patch tonight.
CVE-2026-56190: Any Windows Server With RDP Exposed Can Be Taken Over. No Password Required
A 9.8 CVSS unauthenticated RCE in Windows RDP shipped in July 2026 Patch Tuesday. No user interaction needed. Just a packet to port 3389. Patch tonight.
NVIDIA Released an Open-Weight LLM That Does 6x the Work on the Same GPU
Nemotron-Labs-Diffusion is an 8B parameter model that delivers 6.82 tokens per forward pass. It runs on a single GPU. Here is how to deploy it and what it means for your inference costs.
Microsoft Just Open-Sourced a PostgreSQL Extension That Replaces Temporal and Airflow
pg_durable brings durable execution inside PostgreSQL. Retries, scheduling, parallel fan-out, and crash recovery - all in SQL. No containers. No external services. Here is how it works and when you should use it.
OpenAI Launched GPT-5.6. Here Is What It Means for Your GPU Infrastructure
GPT-5.6 shipped July 9 with three models: Sol, Terra, and Luna. Frontier intelligence is now available to everyone. But running frontier models still needs frontier hardware.
Meta Just Crashed the Cloud Party. Here Is What It Means for Your GPU Bills
Meta launched Meta Compute on July 1, selling excess AI GPU capacity to compete with AWS, Google, and Microsoft. CoreWeave stock dropped 10%. Here is what actually changes for you.
How to Set Up a CI/CD Pipeline for ML Models Using GitHub Actions and Docker
A step-by-step guide to building a production CI/CD pipeline that tests, builds, and deploys machine learning models. Works with any GPU infrastructure.
AWS Just Raised GPU Prices 20%. Here Is What You Should Actually Be Paying for an H100
AWS GPU prices rose 15% in January, then another 20% on July 1. The same NVIDIA silicon costs $5.19/hr on AWS and $2.01/hr from independent providers. Here is the real math.
CVE-2026-47291: Any Unpatched Windows Server Can Be Taken Over Remotely via HTTP.sys
A critical 9.8 CVSS vulnerability in Windows HTTP.sys lets unauthenticated attackers execute code with kernel privileges. If you run IIS, WinRM, or any HTTP.sys service, patch now.
cPanel File Manager Can Access Symlinks That SSH Cannot
cPanel has acknowledged that File Manager bypasses SSH-based symlink restrictions. If you run shared hosting, here is what this means for your server security.
GhostLock: A 15-Year-Old Linux Bug That Gives Any User Root
CVE-2026-43499 lets any local user escalate to root on any Linux server shipped since 2011. If you run shared hosting, VPS nodes, or container hosts, here is what to do right now.
Bare Metal vs Cloud VPS for a Hyderabad SaaS Startup
Should your Hyderabad startup run on a Cloud VPS or a dedicated bare metal server? A practical comparison of performance, cost, scaling, and when to switch.
How Much Does a GPU Server Cost in India? (L40S vs Blackwell, 2026)
A clear 2026 breakdown of GPU server pricing in India - NVIDIA L40S vs Blackwell Pro 6000 ADA, single vs multi-GPU, and when renting beats buying for AI training and inference.
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