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SRE

How to evaluate AI SRE agents for production?

Hemant Kumar

Staff SRE @One2N

AI SRE agents promise faster incident response. The hard part is knowing which ones you can trust when production is noisy. This post shares how we evaluated OpenSRE before we let any of them influence a production incident.

Conway's Law as a lever to fix legacy architectures

Chinmay Naik

CEO @One2N

Conway’s law talks about how software architecture mirrors the org chart. Learn what this means in practice and how to use Reverse Conway Maneuver to refactor existing system architectures.

Hardening Kubernetes Security with Istio Ambient Mode on Flat Networks

Harshwardhan Mehrotra

SRE @One2N

Spandan Ghosh

Content @One2N

Learn how One2N used Istio Ambient mode to enforce zero-trust security on a flat EKS Hybrid network - with mTLS, SPIFFE identity, egress control, and NetworkPolicies.

Git was not built for multiple AI agents. Worktrees fix that.

Srivatsa RV

SRE @One2N

Spandan Ghosh

Content @One2N

Running multiple AI coding agents on the same repo? Git's single-checkout model breaks fast. Learn how git worktrees give each agent its own isolated workspace.

How one parameter stalled Postgres Replication with Debezium for 3 Weeks

Harsh Mishra

SRE @One2N

A story about WAL segments, missing events, and the one line of SQL that should have been there from the start.

Multi-Tenant SFTP: How We Built a Zero-Ops Setup on AWS Transfer Family

Kshitish Deshpande

Software Engineer @One2N

Spandan Ghosh

Content @One2N

How One2N built a zero-ops multi-tenant SFTP system for a fintech client using AWS Transfer Family: one endpoint, isolated buckets, no manual server ops.

My new laptop broke Slack. That's how I ended up on Bluefin.

Harsh Mishra

SRE @One2N

Spandan Ghosh

Content @One2N

A kernel patch broke Slack on my Dell XPS. Here's how that led me to Bluefin, immutable Linux, bootc, and OCI images and why it solved my problem for good.

Shooting ourselves in the foot by enabling Spring Kafka batching

Mahesh Aravind

SDE @One2N

We enabled Spring Kafka batch listeners to improve throughput and broke non-blocking retries. Here's what went wrong and what actually fixed it.

Why your Architecture should start with Questions, not boxes

Chinmay Naik

CEO @One2N

TL;DR: Architecture should start by asking constraint questions about volume, scale, team skills, budget, and business goals, not by copying what big tech does. Use curious questions ("Help me understand why?") instead of performance questions ("Why didn't anyone think of this?"). Stay with systems long enough to see them fail in production to learn which questions actually matter.

Gitops for Kafka in the real world: How we governed 78 clusters without breaking production

Harshwardhan Mehrotra

SRE @One2N

Spandan Ghosh

Content @One2N

This post is about how we, as a lean platform engg team used gitops and jikkou to bring 78 kafka clusters under control, cut ticket based changes from days to minutes, and kept legacy kafka 0.8.2 clusters safe in production.

Prayogshala - The Engineering Laboratory at One2N

Chinmay Naik

CEO @One2N

We created Prayogshala, One2N’s internal engineering lab, to capture our learnings, experiments and knowledge base. See how it helps engineers get better by asking "why" before "how".

The Gotchas of OTEL collector processors for effective observability in K8s

Sanket Rajgiri

SRE @One2N

Spandan Ghosh

Content @One2N

Struggling to make sense of OpenTelemetry Collector processors for real-world projects? This blog breaks down what each OTEL processor actually does, where it matters, and shares real lessons from messy SRE problems like taming noisy data, surviving crashes, and staying under cost limits in Kubernetes.

How Queueing Theory Makes Systems Reliable

Srivatsa RV

SRE @One2N

Learn how SREs use queueing theory to explain why 70 percent utilisation feels calm, 90 percent feels cursed, and how the same math helps you choose headroom, tame retries, and protect your error budget before incidents hit.

How to read SRE graphs without lying to yourself

One2N

Team

Are your SRE charts messing with your head? We’ll show you step by step how to actually make sense of those dashboards: percentiles, averages, heatmaps, and all, so you spot real issues fast. No jargon, just practical advice from daily SRE work.

Error Budget Calculation: Downtime Minutes for every SLO

Srivatsa RV

SRE @One2N

Turn your SLO into something you can argue about in a meeting: this guide shows how to convert 99.9% into 43 real minutes of downtime, read burn rate, push back on “five nines,” and decide when to ship or hit pause.

Percentiles in SRE: Why averages lie about latency

Srivatsa RV

SRE @One2N

Spandan Ghosh

Content @One2N

See why SREs stop trusting average latency and switch to percentiles, with clear examples of p50, p95, p99, how they expose tail pain for real users, and how to pick the right percentiles for your system.

Comparing Latency vs Throughput: why high utilisation hurts reliability

Srivatsa RV

SRE @One2N

Spandan Ghosh

Content @One2N

This guide explains how latency, throughput, and utilisation really interact, why running at 90 percent capacity quietly wrecks your SLOs, and how to pick safe headroom so your system can survive real-world traffic spikes without falling over.

Deploying a scalable NATS cluster part 2: hands-on demo

Barun Debnath

SRE

Spandan Ghosh

Content @One2N

Learn how to deploy a scalable, production-ready NATS cluster using Docker, complete with observability via Prometheus and Grafana. This hands-on demo covers cluster design, stream replication, JetStream, DLQ, and load testing; helping you build robust messaging infrastructure for cloud native applications at scale.

SRE math every engineer should know: a practical guide

Srivatsa RV

SRE @One2N

Curious how top engineers keep systems reliable? This guide breaks down the math behind Site Reliability Engineering into simple, real-life examples whether it’s understanding error budgets, decoding percentiles, or making sense of dashboards. Perfect if you want to stop firefighting and start making data-driven, confident decisions on call.

From Aircraft to Cloud: my experience completing the SRE Bootcamp

Pankaj Goriya

SRE @One2N

Spandan Ghosh

Content @One2N

From fixing aircraft to building cloud systems, this is my journey through One2N’s hands-on SRE Bootcamp. I share how real-world challenges and team culture helped me grow as an engineer, plus some honest advice for anyone thinking about site reliability engineering.

Debugging KubeVPN's DNS resolution failures

Nilesh D

Software Engineer @One2N

Chinmay Naik

CEO @One2N

The other day, I was trying to access the Go documentation at go.dev, but the page wouldn't load. Not on Chrome, not in incognito mode, not even on Safari. The error was simple but frustrating: "Could not resolve hostname".

What happens when you run Terraform commands?

Sahil Joseph

Staff SRE @One2N

Saurabh Hirani

Principal SRE @One2N

Have you ever wondered what happens when you run Terraform commands? In this post, we will explore the following topics to gain a better understanding of Terraform internals: Architecture and provider plugin architecture, Credential management, State locking and Debugging

Daily driving Omarchy and Hyprland as a CTO

Jaideep Khandelwal

CTO @One2N

A hands-on review of Omarchy Linux, an easy-to-install Arch-based Linux distro with Hyprland window manager pre-configured out of the box. Learn what works, what breaks, and who should use it.

DORA Metrics: Useful or Fluff

Jaideep Khandelwal

CTO @One2N

In this post, we shed light on why following DORA metrics without context might cause more harm than good. We also show how leaders can use a practical, strategic approach to connect DORA metrics to meaningful business outcomes.

A pragmatic guide to get started with OpenTelemetry

Spandan Ghosh

Content @One2N

A guide explaining OTEL, monitoring vs. observability, telemetry’s pillars, OTEL instrumentation, and seamless backend migration. Includes practical migration strategies and trade-offs for SREs adopting OTEL.

How we solved a critical site-to-site VPN IP address conflict in AWS

Rishiraj Rathore

SRE @One2N

Spandan Ghosh

Content @One2N

How One2N solved a critical site-to-site VPN IP address conflict in AWS, including details on the problem, failed solutions, and the final parallel system approach that worked with automation.

DARE to question your alerts?

Saurabh Hirani

Principal SRE @One2N

Alert fatigue is real and it's hurting your on-call teams. This post breaks down how to make alerting systems smarter through regular alert analysis. Learn how to turn noisy alerts into actionable insights that drive real resilience.

Implementing secure error handling in Go for B2B SaaS applications

Mohit Kumar

Software Engineer

Jaideep Khandelwal

CTO @One2N

A centralized error handling library helped our team improve user experience and strengthen security in Go-based microservices by replacing leaky, inconsistent error messages with structured, user-friendly responses.

Deploying a scalable NATS cluster part 1: core architecture and considerations

Barun Debnath

SRE

In this blog, we provide a detailed overview of the NATS architecture, key cluster design considerations, and best practices for deploying a scalable and reliable NATS messaging system. We cover topics like high availability, fault tolerance, message durability, and the infrastructure requirements.

Optimizing MongoDB backup strategy: lessons from achieving a 1-Hour RPO

Mihir Bhagwat

SRE @One2N

Sanket Rajgiri

SRE @One2N

Spandan Ghosh

Content @One2N

This post walks through how we implemented a disaster recovery solution for a MongoDB cluster running on Google Kubernetes Engine (GKE) using the MongoDB Community Operator

Transforming alerting with GitOps - a journey in automating Elasticsearch alerts

Srivatsa RV

SRE @One2N

This blog tells you how to approach alerting from first principles while on the ELK Stack. We cover how to capture the right signals that a NOC team looks at, structure them as alert definitions and operationalize them relying on GitOps. This ensures teams can act on alerts confidently.

GitHub runners fundamentals and self-hosted runner setup

Rajesh Jangid

SRE

Spandan Ghosh

Content @One2N

This post is an introduction to Github runners, different ways in which they can be deployed, and a comparison between managed and self hosted runners.

All software is assembled

Chinmay Naik

CEO @One2N

Learn why modern software development relies more on strategic assembly of third-party components over building them from scratch.

Best practices for upgrading EKS clusters

Aashi Rathore

SRE @One2N

Spandan Ghosh

Content @One2N

Upgrade your Amazon EKS clusters with confidence. Learn best practices to avoid common mistakes, prepare your cluster, and execute a smooth upgrade process for improved performance, security, and cost savings.

How to port-forward from EC2 instances without the need for opening any SSH ports or creating Bastion hosts

Harsh Mishra

SRE @One2N

Learn how to port-forward from EC2 instances in private subnets without opening SSH ports or setting up bastion hosts. This AWS SSM Session Manager guide provides a secure, cost-effective, and simple solution for EC2 access and port forwarding.

Gotchas to avoid when using AWS spot instances in production

Aashi Rathore

SRE @One2N

Spandan Ghosh

Content @One2N

In this post, we’ll explore the fundamentals of spot instances, the risks associated with their use in production, and key strategies to ensure seamless operations.

Accessing private EC2 Instances without keys or passwords

Adarsh Raj

SRE

Spandan Ghosh

Content @One2N

We explore how to securely access private EC2 instances without SSH keys or passwords using AWS Systems Manager Session Manager, especially in large-scale environments.

Using UTM and Vagrant to spin up dev environments on Apple Silicon Macs

Srivatsa RV

SRE @One2N

Spandan Ghosh

Content @One2N

Learn how to set up a local development environment on M-series Macs using Vagrant and UTM, overcoming VirtualBox limitations and allowing for a seamless virtualization and containerization experience.

Karpenter vs Cluster Autoscaler: a comprehensive guide to Kubernetes Node Scaling

Rahul H Bhatia

SRE

Spandan Ghosh

Content @One2N

Learn what the key differences are between Karpenter and Cluster Autoscaler for Kubernetes node scaling, how each tool handles dynamic workloads, node provisioning, and cost optimization, to choose the best solution for your cloud-native environment.

Exploring Retrieval Augmented Generation (RAG): enhancing LLMs with external knowledge

Harsh Mishra

SRE @One2N

Saurabh Hirani

Principal SRE @One2N

Explore how Retrieval Augmented Generation (RAG) can enhance Large Language Models (LLMs) like ChatGPT by leveraging external knowledge sources. Understand the fundamentals of LLMs, the limitations of standalone models, and the key components of a RAG-based application.

ClickHouse schema optimization for sparse data sets

Amit Sadafule

Lead Software Engineer

Spandan Ghosh

Content @One2N

Saurabh Hirani

Principal SRE @One2N

Chinmay Naik

CEO @One2N

Optimize ClickHouse schema design for efficiently storing and querying sparse data sets. Explore strategies like sparse matrix, separate tables, and datatype-specific columns to improve compression, query performance, and reduce RAM usage.

Setting up CloudWatch alerts for EKS clusters: insights and solutions

Mihir Bhagwat

SRE @One2N

Saurabh Hirani

Principal SRE @One2N

Spandan Ghosh

Content @One2N

Explore the process of setting up CloudWatch alerts for specific scenarios while managing a production AWS EKS instance, highlighting key insights and practical solutions.

How we used Fly.io to improve a Pipecat-AI chatbot

Ajinkya Wadekar

SRE @One2N

Spandan Ghosh

Content @One2N

Learn how we improved our AI chatbot application using innovative solutions. Find out about the challenges we faced and the strategies we used to boost performance and scalability.

Maintaining multiple GitHub accounts on a single machine

Saurabh Hirani

Principal SRE @One2N

Learn how to maintain multiple Git accounts on a single machine efficiently. This guide covers generating SSH keys, configuring SSH and Git settings, and automating the process with scripts. Perfect for developers managing personal and professional repositories

Understanding MLOps from a software engineers' perspective

Harsh Mishra

SRE @One2N

Spandan Ghosh

Content @One2N

Chinmay Naik

CEO @One2N

Jaideep Khandelwal

CTO @One2N

A comprehensive overview of MLOps for software engineers, covering key concepts, challenges, and best practices. Learn about knowledge silos, the MLOps lifecycle, automation, versioning, experiment tracking, and more.

A practical guide for database schema migrations

Spandan Ghosh

Content @One2N

Database schema changes are inevitable in software development. This guide teaches you how to automate schema migrations, reducing deployment headaches and increasing agility.

Building multi-tenant authorization system for B2B SaaS in Go using Permify

Mohit Kumar

Software Engineer

Build a robust, scalable, and configurable multi-tenant authorization system for your B2B SaaS using Go and Permify, based on Google’s Zanzibar. Learn about its architecture, schema design, and implementation details to enhance security and access control.

Achieving CI/CD with previews for your static website hosted on S3

Drasti Kaurav

SRE @One2N

Seamlessly deploy your static website hosted on AWS S3 with preview environments. Learn how to set up an automated build and deployment process, handle CloudFront cache invalidation, and ensure a smooth website rollout.

Making your Go CLI binaries self-updatable

Sitaram Shelke

SRE

Learn to make your Go CLI binaries self-updatable for a smooth user experience across different OSes and architectures. Get the latest release info, download the binary, and apply the self-update.

Exposing your SaaS API endpoints privately across customers with lower costs

Siddharth Mishra

SRE

Discover how to privately expose your SaaS API endpoints across customers with lower costs using AWS PrivateLink. Learn the benefits, setup, and impressive performance gains over public internet access.

Routing sensitive logs to Syslog server with Log4j2 appender

Hrithik Sawant

SDE

Routing sensitive logs to a Syslog server using Log4j2 appender: a simple, centralized configuration approach to securely manage high-volume application logs.

How to make SSO auth work for Golang AWS SDK

Chinmay Somani

SRE

Learn how to make AWS SSO authentication work with the Golang AWS SDK. Covers upgrading from SDK v1 to v2, handling SSO credentials, and ensuring a smooth migration.

Automate RDS Secret management using AWS Secret Manager

Siddharth Shashikar

SRE @One2N

Automate secure management of RDS credentials using AWS Secrets Manager. Explore different methods for storing and rotating RDS secrets, and learn how to implement an automated solution with Terraform.

Moving from traditional CD pipelines to GitOps

Jaideep Khandelwal

CTO @One2N

Explore the benefits of moving from traditional Continuous Deployment (CD) pipelines to a GitOps approach, including improved security, monitoring, and configuration management. Learn how one company implemented GitOps using Flux CD.

Horizontal Pod Autoscaling in Kubernetes based on external metrics, using Prometheus adapter

Akshay Srivastava

SRE @One2N

Learn how to leverage Kubernetes for efficient auto-scaling in micro-service architectures. This blog explores Horizontal Pod Autoscaling (HPA) using internal and external metrics, including the setup of Prometheus Adapter for monitoring external Redis servers.

Implementing a real-time analytics engine using big data principles

Jaideep Khandelwal

CTO @One2N

Learn how to implement a real-time analytics engine using big data principles. The challenges, approach, and tools used to build a scalable, high-performance data analytics system. Improve your data engineering skills with this in-depth technical blog.

Mock API in microservices architecture

Kalpesh Deo

Lead Software Engineer @One2N

Discover how to use mock APIs to simplify microservices development and testing. Learn the challenges of setting up a microservices architecture locally and how mock APIs can unblock developers and streamline the development process.

Terraform: best practices & gotchas

Siddharth Shashikar

SRE @One2N

Find out the best practices and common gotchas when using Terraform for infrastructure as code. Learn about directory structures, module organization, naming conventions, state management, and more to build reliable, scalable, and maintainable cloud infrastructure.

Centralized VPN Solutions for Cloud and On Premise

Sagar Rakshe

SRE

Discover how a centralized VPN solution can address the challenges of shared VPNs and improve security, productivity, and manageability for your organization.

Homogenous Build Setups: Seamless Local & CI Workflows

Sitaram Shelke

SRE

Learn how to create homogenous build setups for both local and CI environments using Makefiles, Bash, and Jenkins. Boost DevOps efficiency and reduce friction.

Iptables, Firewalls, Linux blast from the past!

Jaideep Khandelwal

CTO @One2N

A comprehensive guide to the iptables firewall utility, covering its syntax, tables, chains, targets, and real-world use cases for network address translation and IP resolution.

Recent talks

AI Enabled SDLC | Entain Tech Brews

Jaideep Khandelwal

CTO @One2N

We’ve all “vibe coded” with AI. In this Tech Brews at Entain talk, Jaideep Khandelwal shows how to turn that into a disciplined, AI‑enabled SDLC that teams can trust in production.

Talking to Coding Agents from Neovim

Saurabh Hirani

Principal SRE @One2N

In this Mitramandal.ai session, Saurabh Hirani goes under the hood of how Neovim talks to CLI‑based coding agents like Claude Code, OpenCode, Pi, and Ko, and why these patterns apply to any editor you use. He traces his own journey from Neovim to VS Code and back, driven by the realization that the best agentic UX often lives on the command line rather than in editor chat sidebars.

Migrating a Fintech Analytics Stack to Open Source - FOSS Meetup Pune

Kshitish Deshpande

Software Engineer @One2N

How One2N moved a fintech processing 50 to 70M USD daily from AWS Glue and Athena to a self-hosted ClickHouse stack, cutting infra costs dramatically.

Kubernetes for Hybrid Cloud Environments - #60 Kubernetes Pune Meetup

Harshwardhan Mehrotra

SRE @One2N

How One2N designed an EKS hybrid setup for a betting platform across 40 data centers with strict data residency and latency requirements.

Platform Engineering Strategy: Scaling from 5 to 500 Engineers | One2N Bits Ep. 6

Jaideep Khandelwal

CTO @One2N

Srivatsa RV

SRE @One2N

When do you actually need a platform team? Srivatsa and Jaideep break down platform engineering from first principles: culture, org size, and adoption.

Solving Synthetic Data generation using LLMs | mitramadal.ai EP2 - 2026

Chinmay Naik

CEO @One2N

In this talk at mitramandal.ai EP2, Chinmay Naik (Founder & CEO, One2N) walks through how One2N solved the problem of synthetic data generation using LLMs - covering the real-world use cases that drove it, why anonymization falls short, and how they built a tool that uses LLMs for schema generation and deterministic faker-based data generation.

AI Enabled SDLC | Entain Tech Brews

Jaideep Khandelwal

CTO @One2N

We’ve all “vibe coded” with AI. In this Tech Brews at Entain talk, Jaideep Khandelwal shows how to turn that into a disciplined, AI‑enabled SDLC that teams can trust in production.

Talking to Coding Agents from Neovim

Saurabh Hirani

Principal SRE @One2N

In this Mitramandal.ai session, Saurabh Hirani goes under the hood of how Neovim talks to CLI‑based coding agents like Claude Code, OpenCode, Pi, and Ko, and why these patterns apply to any editor you use. He traces his own journey from Neovim to VS Code and back, driven by the realization that the best agentic UX often lives on the command line rather than in editor chat sidebars.

Migrating a Fintech Analytics Stack to Open Source - FOSS Meetup Pune

Kshitish Deshpande

Software Engineer @One2N

How One2N moved a fintech processing 50 to 70M USD daily from AWS Glue and Athena to a self-hosted ClickHouse stack, cutting infra costs dramatically.

Kubernetes for Hybrid Cloud Environments - #60 Kubernetes Pune Meetup

Harshwardhan Mehrotra

SRE @One2N

How One2N designed an EKS hybrid setup for a betting platform across 40 data centers with strict data residency and latency requirements.

Platform Engineering Strategy: Scaling from 5 to 500 Engineers | One2N Bits Ep. 6

Jaideep Khandelwal

CTO @One2N

Srivatsa RV

SRE @One2N

When do you actually need a platform team? Srivatsa and Jaideep break down platform engineering from first principles: culture, org size, and adoption.

Solving Synthetic Data generation using LLMs | mitramadal.ai EP2 - 2026

Chinmay Naik

CEO @One2N

In this talk at mitramandal.ai EP2, Chinmay Naik (Founder & CEO, One2N) walks through how One2N solved the problem of synthetic data generation using LLMs - covering the real-world use cases that drove it, why anonymization falls short, and how they built a tool that uses LLMs for schema generation and deterministic faker-based data generation.

.zshrc tmuxinator tease | Command Line Heroes EP3 - Bengaluru

Saurabh Hirani

Principal SRE @One2N

Command Line Heroes is a meetup series for developers, SREs, and terminal nerds who love living inside the shell. ​In episode 3 from Bengaluru, Saurabh Hirani (Principal SRE at One2N) walks through a real-world debugging story where Kiro CLI quietly breaks his beloved Tmuxinator setup. ​ This talk is a deep dive into how a “simple” autocomplete feature ended up sitting between Ghostty/VS Code, tmux, and zsh, and why things started to go weird: tmux panes showed commands but refused to execute them, shell startup got slower, and mysterious processes began to appear. ​ Along the way, Saurabh uses LLMs, exec, and process inspection to peel back the layers and explain what’s really happening inside your terminal sessions. CLI Heroes Ep3 was an in person meetup held on 31st Jan 2026, thanks to Smarsh Inc for providing the venue, this is just a small snippet of the things that happened at the meetup. Make sure to follow One2N events on luma to be notified of upcoming events: https://one2n.io/meetups

The implications of AI in the SRE world | One2N Bits Ep.5

Jaideep Khandelwal

CTO @One2N

Saurabh Hirani

Principal SRE @One2N

AI in SRE is not just about flashy incident bots or code‑completion in your terminal. In this One2N Bits episode, Saurabh Hirani (Principal SRE, One2N) and Jaideep (CTO, One2N) break down what it really takes for AI to be useful in SRE teams, from documentation and RCAs to on‑call culture and leadership incentives. ​ ​They discuss whether AI can actually replace SREs, how to think in terms of “sub‑agents” mapped to SRE workflows, and why organizational context, knowledge sharing, and responsibility ownership matter more than yet another AI tool. ​ What you’ll learn Why AI in SRE is more than a code completion agent, and how to scope AI sub‑agents across incident management, capacity planning, and automation. How to handle knowledge hoarding, fear of replacement, and responsibility diffusion when AI is mandated from the top. Practical ways to use AI to clean up RCAs, keep architecture and docs fresh, and shorten onboarding feedback loops for SREs. How AI can free SRE teams from boilerplate and cognitive load so they can focus on business‑critical reliability work.

Using LLMs to Improve Incident Response Times | mitramadal.ai - 2025

Jaideep Khandelwal

CTO @One2N

mitramandal is an AI meetup by One2N where engineers share how they've actually integrated AI into their daily development workflows. every developer is solving applied AI differently: some are orchestrating agentic pipelines across MCPs, others are wiring real-time RAG loops into Cursor or Claude, and more are operationalizing multimodal copilots inside CI/CD. we've seen fine-tuning flywheels, retrieval sandboxes, and autonomous evaluation harnesses that ship to prod every week. Talk 1: Using LLMs to Improve Incident Response Times - Jaideep Khandelwal : https://youtu.be/f_nV4GyWO0k?si=Zt_PnLzongzt4E9q Talk 2: The long way to production - Aditya Kasibhatla : https://youtu.be/SWW9rEzgxvA?si=Tr_Z_hz0gAb0JAqd Talk 3: vMCP LEGO blocks for AI workflows and agents - Shiladitya Banerjee : https://youtu.be/Fi8j3NG7WYA?si=xHRJwandjrJLUo0N

AWS Outage: Real Costs & Disaster Recovery | One2N Bits Ep.4

Jaideep Khandelwal

CTO @One2N

Srivatsa RV

SRE @One2N

Srivatsa and Jaideep break down disaster recovery after a real AWS outage: RTO, RPO, the economics of DR setups, and what cloud promises don't cover.

AI Enabled SDLC | Entain Tech Brews

Jaideep Khandelwal

CTO @One2N

We’ve all “vibe coded” with AI. In this Tech Brews at Entain talk, Jaideep Khandelwal shows how to turn that into a disciplined, AI‑enabled SDLC that teams can trust in production.

Talking to Coding Agents from Neovim

Saurabh Hirani

Principal SRE @One2N

In this Mitramandal.ai session, Saurabh Hirani goes under the hood of how Neovim talks to CLI‑based coding agents like Claude Code, OpenCode, Pi, and Ko, and why these patterns apply to any editor you use. He traces his own journey from Neovim to VS Code and back, driven by the realization that the best agentic UX often lives on the command line rather than in editor chat sidebars.

Migrating a Fintech Analytics Stack to Open Source - FOSS Meetup Pune

Kshitish Deshpande

Software Engineer @One2N

How One2N moved a fintech processing 50 to 70M USD daily from AWS Glue and Athena to a self-hosted ClickHouse stack, cutting infra costs dramatically.

Kubernetes for Hybrid Cloud Environments - #60 Kubernetes Pune Meetup

Harshwardhan Mehrotra

SRE @One2N

How One2N designed an EKS hybrid setup for a betting platform across 40 data centers with strict data residency and latency requirements.

Platform Engineering Strategy: Scaling from 5 to 500 Engineers | One2N Bits Ep. 6

Jaideep Khandelwal

CTO @One2N

Srivatsa RV

SRE @One2N

When do you actually need a platform team? Srivatsa and Jaideep break down platform engineering from first principles: culture, org size, and adoption.

Solving Synthetic Data generation using LLMs | mitramadal.ai EP2 - 2026

Chinmay Naik

CEO @One2N

In this talk at mitramandal.ai EP2, Chinmay Naik (Founder & CEO, One2N) walks through how One2N solved the problem of synthetic data generation using LLMs - covering the real-world use cases that drove it, why anonymization falls short, and how they built a tool that uses LLMs for schema generation and deterministic faker-based data generation.

.zshrc tmuxinator tease | Command Line Heroes EP3 - Bengaluru

Saurabh Hirani

Principal SRE @One2N

Command Line Heroes is a meetup series for developers, SREs, and terminal nerds who love living inside the shell. ​In episode 3 from Bengaluru, Saurabh Hirani (Principal SRE at One2N) walks through a real-world debugging story where Kiro CLI quietly breaks his beloved Tmuxinator setup. ​ This talk is a deep dive into how a “simple” autocomplete feature ended up sitting between Ghostty/VS Code, tmux, and zsh, and why things started to go weird: tmux panes showed commands but refused to execute them, shell startup got slower, and mysterious processes began to appear. ​ Along the way, Saurabh uses LLMs, exec, and process inspection to peel back the layers and explain what’s really happening inside your terminal sessions. CLI Heroes Ep3 was an in person meetup held on 31st Jan 2026, thanks to Smarsh Inc for providing the venue, this is just a small snippet of the things that happened at the meetup. Make sure to follow One2N events on luma to be notified of upcoming events: https://one2n.io/meetups

The implications of AI in the SRE world | One2N Bits Ep.5

Jaideep Khandelwal

CTO @One2N

Saurabh Hirani

Principal SRE @One2N

AI in SRE is not just about flashy incident bots or code‑completion in your terminal. In this One2N Bits episode, Saurabh Hirani (Principal SRE, One2N) and Jaideep (CTO, One2N) break down what it really takes for AI to be useful in SRE teams, from documentation and RCAs to on‑call culture and leadership incentives. ​ ​They discuss whether AI can actually replace SREs, how to think in terms of “sub‑agents” mapped to SRE workflows, and why organizational context, knowledge sharing, and responsibility ownership matter more than yet another AI tool. ​ What you’ll learn Why AI in SRE is more than a code completion agent, and how to scope AI sub‑agents across incident management, capacity planning, and automation. How to handle knowledge hoarding, fear of replacement, and responsibility diffusion when AI is mandated from the top. Practical ways to use AI to clean up RCAs, keep architecture and docs fresh, and shorten onboarding feedback loops for SREs. How AI can free SRE teams from boilerplate and cognitive load so they can focus on business‑critical reliability work.

Talks

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