In-depth engineering guides written against stated tool versions, plus course and career advice for working professionals in India.
RAG vs long context, with the arithmetic: per-query cost, prefill latency, effective context length, prompt caching limits, and when each one wins.
33 min readRaj
Verified against NoLiMa (arXiv:2502.05167v3); Self-Route (arXiv:2407.16833); vendor pricing read 2026-09-22A free DevOps course: 21 video modules covering Git, Jenkins, Docker, Kubernetes, Ansible, Terraform and AWS in order. No signup. Certificate on project review.
28 min read
How Milvus 3.0's External Collection queries Iceberg and Parquet without copying — the real latency and storage trade-offs, and whether to migrate now.
20 min readTanya Kumari
Agent Skills are SKILL.md folders that teach agents how your team works. How they differ from MCP, why progressive disclosure saves context, how to write one.
5 min read
MCP vector database support, verified: Weaviate's built-in server (v1.37 preview, GA v1.38), its four tools, RBAC, multi-tenancy, and Pinecone, Qdrant and Milvus.
16 min readTanya Kumari
The 7 pillars of DevOps explained, how they differ from the 7 C's and lifecycle phases, the six pillars of DevSecOps, and where AI changes each one.
12 min readSwati Singh
AI content provenance explained: what SynthID and C2PA do, how a watermark differs from a signed manifest, and what India's IT Rules 2026 require of IT teams.
14 min read
Intent-driven infrastructure for DevOps: how it differs from scripting, why Terraform is its own category, where intent-based networking fits, and the tools.
6 min readVaibhava Kumar
What AI world models are, how they differ from LLMs, where Genie 3, Cosmos and V-JEPA 2 are used, what SynthID and C2PA do, and whether to learn them.
14 min read
What a DevOps with AI course adds to plain DevOps skills, when to upgrade now or wait, and what the evidence says about salary, openings and role security.
6 min read
Which DevOps skills and certifications actually matter in 2026, why India salary data disagrees by 2.3x, and how AI changed the role. Career-stage roadmap.
6 min readSwati Singh
A GenAI with ML course is worth the fee only if it teaches both halves: training models and shipping systems around them. What to learn, and how long.
6 min readTanya Kumari
Which parts of an engineering job AI is repricing, what an AI-native engineer actually does daily, and a month-by-month 6-month plan with what to build.
6 min read
AI writes code faster than teams can review, approve and ship it. Where the real bottleneck moved in the AI-native SDLC, and what engineers should learn.
6 min read
Agentic DevOps checked against GPT-6 Astra's real benchmarks: what AI agents run autonomously, where humans stay essential, and the skills that hold value.
6 min read
AI is not replacing software engineers. It is replacing the part of the job that was typing known solutions — here are the skills that gain value instead.
5 min read
What AIOps means in a DevOps pipeline: where AI agents genuinely fit, what breaks in practice, and the skills worth building before the tooling turns over.
5 min read
What a DevOps course includes: Linux, Git, Docker, Kubernetes, Terraform, Ansible, CI/CD, cloud and monitoring — the nine modules, in the order they must be taught.
28 min readSwati Singh
Agentic AI vs generative AI explained: what the loop adds, where RAG sits, what gets harder, when not to use an agent, and which to learn first.
9 min read
How to choose an agentic AI course in India: live vs recorded classes, real tool use, who issues the certificate, production coverage and true fees.
12 min read
How to choose a DevOps course in India: live vs pre-recorded classes, real lab access, who issues the certificate, what placement support means, and the true total fee.
11 min read
Kubernetes architecture explained: control plane and worker node components, what each does, and a step-by-step trace of what happens on kubectl apply.
30 min readSwati Singh
Learn Ansible architecture, inventory files, ad hoc commands, and playbooks. Control nodes, host patterns, and safe first commands — verified for ansible-core 2.21.3.
32 min readSwati Singh
Learn Ansible playbooks with runnable examples: variables, loops, handlers, and roles. Verified against ansible-core 2.21. Includes fixes for common errors.
35 min readVaibhava Kumar
