Naveen Kumar Birru
  • Home
  • Resume
  • Blog
  • Tags
  • Search
  • Contact
  • RSS
← All Tags

Posts tagged "architecture"

65 posts found

2025 Year in Review: AI Architecture Evolution and 2026 Outlook

December 20, 2025

Reflecting on the architectural lessons learned from deploying AI systems in production, and what the evolution of AI architecture means for 2026

architectureaiai-agentssystem-designplatform-engineering

AI Observability Architecture Patterns

November 18, 2025

Architectural approaches to building comprehensive observability for AI systems, from model inference to agent reasoning chains and multi-step decision processes

architectureaiplatform-engineeringdistributed-systemsai-agents

System Design for Autonomous AI Systems

October 15, 2025

Architectural principles and design patterns for building robust, scalable autonomous AI systems that can reason, plan, and act with minimal human intervention

architectureai-agentssystem-designdistributed-systemsai

Agentic Workflow Architecture: Designing Autonomous Task Execution Systems

September 16, 2025

Architectural patterns for building workflows where AI agents autonomously plan, execute, and adapt to achieve goals with minimal human intervention

architectureai-agentssystem-designdistributed-systems

AI-Powered Security Architecture: Autonomous Threat Detection and Response

August 19, 2025

Architectural patterns for integrating AI agents into security operations for automated threat detection, analysis, and response orchestration

architecturesecurityai-agentsai

WASM Runtime Architecture: Performance and Security Trade-offs

July 14, 2025

Architectural considerations for building high-performance WebAssembly runtimes with robust security isolation

architecturesecurityplatform-engineeringscalability

Distributed AI System Design: Architectural Patterns for Scale

June 17, 2025

Designing distributed architectures for AI systems that handle massive scale, geographic distribution, and complex coordination requirements

architecturedistributed-systemsaiscalability

Production AI Safety Architecture: Building Guardrails for Autonomous Systems

May 20, 2025

Architectural patterns for implementing safety controls, content filtering, and behavioral constraints in production AI systems

architecturesecurityaisystem-design

AI Reasoning System Architecture: Designing for Deep Thought

April 22, 2025

Architectural patterns for building AI systems that perform extended reasoning, multi-step analysis, and self-verification at scale

architectureaisystem-designai-agents

LLMOps Platform Architecture: Building Production AI Infrastructure

March 18, 2025

Architectural patterns for building robust LLMOps platforms that handle model serving, prompt management, observability, and cost optimization at scale

architectureplatform-engineeringaiscalability

Designing Multi-Agent Systems: Orchestration Patterns and Communication Strategies

February 12, 2025

Architectural approaches for coordinating multiple AI agents through hierarchical delegation, peer collaboration, and distributed task execution

architectureai-agentsdistributed-systemssystem-design

Architectural Patterns for Modern AI Agent Systems

January 15, 2025

Exploring foundational architectural patterns for building robust, scalable AI agent systems in production environments

architectureai-agentssystem-designdistributed-systems

AI at Scale: Architectural Lessons from 2024

December 28, 2024

Reflecting on a year of building and scaling AI infrastructure—key architectural insights, patterns that worked, mistakes made, and what's next for production AI systems.

aiarchitectureplatform-engineeringsystem-designscalability

Production AI System Design: Principles for Building Reliable ML at Scale

November 18, 2024

Core architectural principles and design patterns for building AI systems that are reliable, maintainable, and scalable in production environments.

aiarchitecturesystem-designplatform-engineeringscalability

AI Observability Architecture: Monitoring Systems That Learn

October 20, 2024

Architectural patterns for building comprehensive observability into AI systems, from model performance monitoring to feature drift detection and production debugging.

aiarchitectureplatform-engineeringsystem-design

Zero-Trust Edge Security Architecture: Building Trust Boundaries in Distributed Systems

September 15, 2024

Exploring architectural patterns for implementing zero-trust security models at the network edge, balancing security rigor with performance requirements.

securityarchitecturedistributed-systemssystem-design

Distributed AI Training Infrastructure: Architectural Patterns for Scale

August 11, 2024

Exploring architectural approaches to building distributed training infrastructure that scales from single machines to hundreds of GPUs across multiple data centers.

aiarchitecturedistributed-systemsscalabilityplatform-engineering

Achieving 5x Latency Reduction: Architectural Decisions That Matter

July 14, 2024

Deep dive into the architectural decisions and trade-offs that enabled reducing system latency by 5x in a production security platform.

architectureperformancesystem-designscalability

WASM Edge Deployment Architecture: Security and Performance at the Network Boundary

June 23, 2024

Architectural patterns for deploying WebAssembly at the edge, balancing security isolation, cold start performance, and operational complexity.

architecturesecurityperformancedistributed-systems

2022 Reflections: Architectural Lessons from Scaling to 100M+ Events Daily

December 28, 2022

A year-end reflection on architectural lessons learned from operating large-scale distributed systems, managing 60+ microservices, and optimizing systems processing hundreds of millions of events.

architecturedistributed-systemsscalabilityperformancesystem-design

System Design for 100M+ Events Per Day: Architecture Patterns and Lessons

November 18, 2022

Architectural patterns and design decisions for building systems that process hundreds of millions of events daily, covering scalability, reliability, and performance optimization.

architecturedistributed-systemsscalabilityevent-drivenperformance

Cloud-Native Data Platform Architecture: Design Principles and Patterns

October 27, 2022

Architectural patterns for building scalable, resilient data platforms in the cloud, covering storage strategies, compute orchestration, and multi-region data management.

architecturedata-engineeringplatform-engineeringdistributed-systemsscalability

API Design Patterns and Evolution Strategies for Long-Lived Systems

September 23, 2022

Architectural approaches to designing APIs that evolve gracefully over years, balancing stability for existing clients with innovation for new capabilities.

architecturesystem-designmicroservicesplatform-engineeringscalability

Engineering Team Structure and Conway's Law: Architecting for Alignment

August 19, 2022

How team structure shapes system architecture and vice versa, with practical patterns for organizing engineering teams around microservices and distributed systems.

architectureplatform-engineeringmicroservicesdistributed-systemssystem-design

Distributed Tracing in Production: Architecture and Design Decisions

July 14, 2022

Architectural approaches to implementing distributed tracing at scale, covering design decisions, trade-offs, and patterns for observability in microservices architectures.

architecturedistributed-systemsmicroservicesperformanceplatform-engineering

Data Mesh Architecture: Decentralizing Data Ownership at Scale

June 22, 2022

Exploring data mesh principles and architectural patterns for scaling data platforms across large organizations with distributed ownership and federated governance.

architecturedata-engineeringplatform-engineeringdistributed-systemsscalability

ML Feature Pipeline Architecture: Building Reliable Real-Time Feature Platforms

May 18, 2022

Architectural patterns and design decisions for building scalable ML feature pipelines that serve predictions in real-time while maintaining consistency and reliability.

architectureaidata-engineeringplatform-engineeringscalability

2020 in Review: Architectural Evolution in Cloud-Native Systems

December 28, 2020

Reflecting on architectural trends, lessons learned, and emerging patterns from a transformative year in cloud-native infrastructure and security

architecturecloud-nativedistributed-systemssecurityplatform-engineering

DevSecOps Automation: Architectural Patterns for Security Pipeline Integration

November 23, 2020

Architecture for embedding security throughout the software delivery lifecycle including shift-left patterns, automated testing, and continuous compliance

securitydevopsarchitecturecloud-nativeplatform-engineering

Platform Engineering: Architecture for Developer Experience

October 19, 2020

Architectural patterns for building internal developer platforms including self-service infrastructure, golden paths, and team topologies

platform-engineeringarchitecturedevopscloud-nativekubernetes

Cloud Migration Architecture: Patterns, Strategies, and Lessons Learned

September 21, 2020

Architectural approaches to cloud migration including modernization strategies, data migration patterns, hybrid architecture, and risk mitigation

architecturecloud-nativedistributed-systemsplatform-engineeringdevops

Distributed Tracing at Scale: Architecture and Design Patterns

August 17, 2020

Architectural approaches to implementing distributed tracing across thousands of services including sampling strategies, storage patterns, and query optimization

observabilitydistributed-systemsarchitecturemicroservicesplatform-engineering

CI/CD Security Automation: Securing the Software Supply Chain

July 20, 2020

Architectural patterns for embedding security controls throughout continuous integration and deployment pipelines including secrets management, artifact signing, and vulnerability scanning

securitydevopsarchitecturecloud-nativeplatform-engineering

Microservices Communication Patterns: Synchronous, Asynchronous, and Hybrid Architectures

June 22, 2020

Architectural trade-offs between communication patterns in distributed systems including request-response, event-driven, and message-based approaches

microservicesarchitecturedistributed-systemscloud-nativeplatform-engineering

Cloud Security Posture Management: Architecture for Continuous Compliance

May 18, 2020

Framework design patterns for automated security posture assessment, policy enforcement, and compliance validation across cloud infrastructure

securitycloud-nativearchitectureplatform-engineeringdevops

Observability-Driven Development: Building Systems for Production Understanding

April 20, 2020

Architectural approaches to embedding observability into system design from inception, enabling production debugging and operational insights

observabilityarchitecturedistributed-systemsdevopsmicroservices

API Gateway Architecture: Patterns for Microservices Edge

March 16, 2020

Architectural patterns for API gateways including routing strategies, authentication flows, rate limiting, and service aggregation trade-offs

architecturemicroservicesdistributed-systemscloud-nativesecurity

Multi-Cluster Kubernetes: Architectural Patterns and Trade-offs

February 18, 2020

Exploring topology strategies, federation approaches, and cross-cluster communication patterns for distributed Kubernetes deployments

kubernetesdistributed-systemsarchitecturecloud-nativeplatform-engineering

Building Resilient Microservices: Patterns for Failure Handling

October 19, 2017

Essential resilience patterns for microservices including circuit breakers, retries, timeouts, and bulkheads to handle failure gracefully

microservicesdistributed-systemsresiliencegolangarchitecture

Cloud Migration Strategies: From Legacy to Cloud-Native

August 17, 2017

Practical patterns and strategies for migrating legacy systems to the cloud, minimizing risk while maximizing business value

cloud-securitydistributed-systemsmicroserviceskubernetesarchitecture

Advanced Kubernetes Patterns for Production Readiness

February 20, 2017

Moving beyond basic Kubernetes deployments to build production-ready container orchestration with advanced patterns and best practices

kubernetescontainerscloud-nativearchitecturedistributed-systems

Zero-Trust Architecture Principles for Modern Infrastructure

January 15, 2017

Exploring the fundamental principles of zero-trust security and how to implement them in modern cloud infrastructure

securityzero-trustcloud-securityarchitecturecloud-native

Multi-Cloud Security Strategies: Building for Portability and Resilience

January 25, 2016

Designing security architectures that work across multiple cloud providers, balancing portability with cloud-specific features for encryption and key management.

multi-cloudcloud-securityarchitectureawsazuregcp

Distributed System Design Patterns for Reliability and Scale

November 20, 2015

Essential patterns for building reliable distributed systems: circuit breakers, retry strategies, eventual consistency, and handling partial failures.

distributed-systemsarchitecturemicroservicesreliabilitybest-practices

Security Considerations for Microservices Architecture

June 25, 2015

Exploring the unique security challenges that emerge when moving from monolithic applications to microservices, and practical patterns to address them.

microservicessecurityarchitecturedistributed-systemsbest-practices

Cloud Security Architecture Patterns: Building Defense in Depth

March 18, 2015

Exploring essential security architecture patterns for cloud-native applications, from network isolation to identity management and data protection.

cloud-securityarchitecturesecuritycloud-computingbest-practices

Building Distributed Key Management Systems: Architecture and Challenges

February 20, 2015

Exploring the architectural patterns, consistency challenges, and security considerations when building distributed key management systems for global scale.

key-managementdistributed-systemssecurityarchitecturecloud-security

2014 Year in Review: Evolution and Maturity

December 22, 2014

Reflecting on a year of platform expansion, cloud integration, and architectural maturation of FC-Redirect

distributed-systemsciscostorage-networkingcloud-computingarchitecture

Implementing Distributed Consensus with Raft for FC-Redirect

November 18, 2014

Building a production Raft implementation to provide distributed consensus and high availability for FC-Redirect's control plane

distributed-systemsarchitectureciscostorage-networkingscalability

Hybrid Storage: Bridging On-Premise FC and AWS

October 20, 2014

Designing hybrid storage architectures that span on-premise Fibre Channel infrastructure and AWS cloud storage

awscloud-computingstorage-networkingarchitecturecisco

Containers vs VMs: Storage Networking Implications

September 16, 2014

Analyzing how the rise of containers changes storage networking requirements compared to traditional VM architectures

containersdockercloud-computingstorage-networkingarchitecture

Code Optimization Best Practices: Lessons from Two Years of FC-Redirect

August 14, 2014

Practical code optimization techniques that delivered real performance improvements in production systems

performanceoptimizationciscodistributed-systemsarchitecture

Integrating FC-Redirect with OpenStack: Cloud Meets Storage

June 15, 2014

Exploring how to integrate traditional Fibre Channel storage networking with OpenStack cloud infrastructure

cloud-computingopenstackstorage-networkingciscoarchitecture

Preparing FC-Redirect for the MDS 9700: Next-Generation Platform

May 20, 2014

Early exploration of the upcoming MDS 9700 platform and architectural changes needed to leverage its capabilities

ciscostorage-networkingarchitecturefibre-channelperformance

Microservices Patterns for Storage Networking

April 22, 2014

Exploring how emerging microservices architecture patterns can improve modularity and scalability in storage networking systems

microservicesarchitecturedistributed-systemsstorage-networkingcisco

Building Observability into Production Systems

March 18, 2014

How I built comprehensive monitoring and observability into FC-Redirect to enable fast debugging and proactive issue detection

distributed-systemsdebuggingmonitoringciscoarchitecture

Lock-Free Data Structures: When and How to Use Them

February 12, 2014

Practical guide to implementing and using lock-free data structures in FC-Redirect, including ring buffers, queues, and hash tables

performancedistributed-systemsoptimizationarchitecturecisco

Optimizing FC-Redirect for the Nexus 7000 Platform

January 16, 2014

Deep dive into platform-specific optimizations for FC-Redirect on the N7000, leveraging its unique architecture for 30% better performance

ciscoperformanceoptimizationstorage-networkingarchitecture

SDN and Storage Networking: The Coming Convergence

September 12, 2013

Exploring how Software-Defined Networking principles are transforming storage networking and what it means for FC-Redirect architecture

sdnstorage-networkingarchitectureciscofibre-channel

High Availability at Scale: Lessons from 99.999% Uptime

August 18, 2013

Deep dive into the architecture patterns and operational practices that enable five-nines availability in FC-Redirect at massive scale

distributed-systemsarchitectureciscostorage-networkingscalability

Docker and the Future of Storage Networking

July 25, 2013

Exploring how Docker's emerging container technology will impact storage networking architectures and what we need to prepare for

dockercontainersstorage-networkingcloud-computingarchitecture

Asynchronous Processing: Decoupling Fast Path from Slow Path

June 20, 2013

How implementing asynchronous processing patterns improved FC-Redirect throughput by 40% while maintaining correctness guarantees

distributed-systemsperformancearchitectureoptimizationcisco

Platform Migration: Lessons from Moving to MDS 9250i

May 15, 2013

Deep dive into the challenges and solutions for migrating FC-Redirect to the MDS 9250i platform while maintaining backward compatibility

ciscostorage-networkingarchitecturefibre-channelperformance

Data Structures: The Foundation of Performance

March 18, 2013

How choosing the right data structures improved FC-Redirect performance by 10x and reduced memory footprint

performanceoptimizationdistributed-systemsciscoarchitecture

The Power of Message Batching in Distributed Systems

February 20, 2013

How implementing intelligent message batching reduced network overhead by 80% and improved FC-Redirect performance

distributed-systemsperformanceoptimizationarchitecturecisco

Connect with me

  • LinkedIn
  • RSA
  • Dataversity

© 2026 Naveen Kumar Birru. All rights reserved.