Home/Insights
Insights

Insights for engineers, founders and students.

Comparisons, roadmaps and field notes on AI, cloud, infrastructure, web performance and security — written by engineers who run these systems. Updated daily.

Learn & careers2026-10-27 · 7 min

Indian tech hiring in October 2026 — more openings, fewer first rungs. What freshers should do now

Q2 FY27 IT headcount, Xpheno's 1.23 lakh tech openings and the World Bank's AI-and-jobs update, read together — plus a 90-day plan for 2026–27 graduates.

Read →
Cloud & infrastructure2026-10-26 · 7 min

OpenAI's GPT-6 is now on AWS, Azure and Google Cloud — which route makes sense for an Indian team?

Google Cloud joined Azure and Bedrock as a GPT-6 host on 21 Oct 2026. Prices, India data routing, billing and which cloud to call GPT-6 from, compared.

Read →
Tools & how-tos2026-10-25 · 7 min

Java's emergency eMudhra fix (CVE-2026-91403) — which JDK build to install, vendor by vendor

Oracle shipped out-of-cycle .0.2 JDK builds a day after the October CPU. Which Oracle, Temurin, Corretto, Zulu and RHEL builds fix it, and how to check yours.

Read →
Web & performance2026-10-24 · 7 min

Google's AI Overviews opt-out, explained — what the Search generative AI control does and whether your site should use it

Google now lists its Search Console AI opt-out beside noindex and nosnippet. What it blocks, what it doesn't, and how Indian sites should decide.

Read →
Security & email2026-10-23 · 7 min

eMudhra CA key compromise — what Indian website owners and developers must check before 27 October

Eight eMudhra intermediate CA keys were recoverable. Browsers blocked them and Chrome drops the emSign ECC G3 root on 27 Oct. What to check and fix.

Read →
AI & machine learning2026-10-22 · 7 min

Meta's Muse Spark Open vs DeepSeek V4.1 Flash 1017 — two open-weight models in one week, and which one an Indian team should actually use

Meta opened 816B-parameter Muse Spark Open; DeepSeek shipped V4.1 Flash 1017 two days later. Licences, hardware, ₹ costs and when to pick each.

Read →
Security & email2026-10-21 · 7 min

Palo Alto GlobalProtect bug CVE-2026-0257 is now a ransomware entry point — check, patch and hunt this week

Unit 42 now links the PAN-OS GlobalProtect auth bypass CVE-2026-0257 to Qilin and Inc ransomware. Affected versions, the risky setting, and a 7-day plan.

Read →
Cloud & infrastructure2026-10-20 · 6 min

Windows Server 2012 is now fully unpatched — your options after the last ESU ended on 13 October 2026

The final Extended Security Updates year for Windows Server 2012 and 2012 R2 ended on 13 Oct 2026. No year 4, not even on Azure. Five options, compared.

Read →
AI & machine learning2026-10-19 · 7 min

The OpenCode breach — what leaked, who is affected, and how to lock down your AI API keys this week

OpenCode says provider keys stored by 1.4% of its Console users may have leaked. What to rotate today, how to cap spend per key, and an India checklist.

Read →
Web & performance2026-10-18 · 7 min

Node.js 26 becomes LTS this month — which version to run, what breaks, and the new once-a-year schedule

Node 26 turns LTS in late October 2026 and Node 24 drops to maintenance. Support dates, breaking changes and an upgrade plan for Indian teams.

Read →
AI & machine learning2026-10-17 · 8 min

How a one-architect company ships like a team — the AI agent stack behind Suzu Technology

Founder Sushil Kumar on fifteen years of datacenter work, and how Claude, MCP tool servers, browser automation and a scheduled content agent now run three businesses from one laptop in Noida.

Read →
Security & email2026-10-17 · 8 min

Next.js shipped two critical RCE fixes on 14 October — here is exactly what to patch this week (and why npm audit may stay quiet)

Next.js 16.4.1 and 15.5.28 fix two unauthenticated remote-code-execution bugs and a Server Actions DoS. Who is exposed, the one-command fix, the sharp trap on v15, and the Node.js patch due 21 October.

Read →
Cloud & infrastructure2026-10-16 · 5 min

Proxmox vs VMware in 2026: what it really costs to stay, and what it costs to leave

A line-by-line comparison of VMware vSphere (post-Broadcom licensing) and Proxmox VE for Indian mid-size estates — licensing, features, storage, backup, support, migration effort and a 3-year number you can defend.

Read →
Cloud & infrastructure2026-10-15 · 4 min

Cloud, on-prem or hybrid? A decision framework for Indian businesses in 2026

Stop arguing in slogans. A workload-by-workload framework — cost per month, data residency, latency, skills, exit cost — with real INR numbers for AWS/Azure Mumbai, Indian VPS, colocation and your own Proxmox cluster.

Read →
Learn & careers2026-10-14 · 4 min

How to become a cloud / infrastructure engineer in India — the 2026 roadmap (with free labs)

A no-nonsense path from a CS/IT degree or a NOC job to a ₹8–25 LPA infrastructure role — Linux, networking, virtualization, storage, cloud, automation, monitoring — with what to learn, in what order, which certifications are worth it, and labs you can run on a laptop.

Read →
AI & machine learning2026-10-13 · 4 min

AI agents vs chatbots vs RAG — what each actually does, and what it costs to run

Three words get used interchangeably in every sales deck. They are different systems with different costs, risks and payoffs. Here is how to tell them apart, which one your business needs, and realistic monthly numbers for India.

Read →
Security & email2026-10-12 · 4 min

SPF, DKIM and DMARC explained — why your business email lands in spam (and the 20-minute fix)

Gmail and Yahoo now reject unauthenticated bulk mail. Here is what the three records do, how to read them, the mistakes we see on most Indian business domains, and the exact records to publish for Google Workspace, Microsoft 365, Zoho and Hostinger.

Read →
Web & performance2026-10-11 · 3 min

Core Web Vitals in 2026 — what the three numbers mean and what to fix first (with Indian hosting in mind)

LCP, INP and CLS decide whether Google calls your page "good". Here is what each measures, the thresholds, why Indian sites fail on mobile, and a prioritised fix list that moves scores in a weekend — WordPress and custom sites alike.

Read →
Learn & careers2026-10-10 · 3 min

40 Linux commands every fresher should know before their first NOC or support job

Not a cheat-sheet — a working set, grouped by the questions you will actually be asked on shift: is it up, is it slow, is the disk full, who changed what, how do I get the logs. With the one-liners seniors use.

Read →
AI & machine learning2026-10-09 · 3 min

How to choose an LLM for your product — a scorecard that is still right next quarter

Model rankings change monthly; your decision process should not. Nine criteria — task fit, latency, cost per task, context, tool use, data handling, hosting, India availability, exit cost — with how to measure each and when a small or open-weight model is the right answer.

Read →

Studying or building something? Use the tools.

Subnet calculator, JSON formatter, DNS/email checker, Proxmox sizer and more — free, no sign-up.