Naveen Kumar Birru
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Posts tagged "platform-engineering"

48 posts found

Real-Time AI Inference: Latency Optimization at Scale

January 19, 2026

Achieving sub-millisecond AI inference latency through model optimization, batching strategies, and hardware acceleration techniques.

aiperformancemlopsplatform-engineering

Autonomous AI Systems: Designing for Days-Long Execution

January 17, 2026

Building AI systems capable of autonomous operation over extended periods, handling multi-day projects with adaptive planning and robust error recovery.

ai-agentsaidistributed-systemsmlopsplatform-engineering

Edge AI Deployment: Running Models Everywhere

January 15, 2026

Strategies for deploying AI models to edge devices, from mobile phones to IoT sensors, with WebAssembly and optimized runtimes.

aiwebassemblymlopsperformanceplatform-engineering

Rust Ecosystem Maturity: Building Production Systems in 2026

January 13, 2026

Exploring the mature Rust ecosystem in 2026, from web services to distributed systems, with practical patterns for production deployments.

rustplatform-engineeringdistributed-systemsperformance

Production AI Governance: Policies, Controls, and Compliance

January 11, 2026

Implementing comprehensive governance frameworks for AI systems in production, covering model approval, usage policies, and regulatory compliance.

aiai-securitymlopsplatform-engineering

Reasoning AI at Scale: Production Deployment Patterns

January 9, 2026

Strategies for deploying reasoning-focused AI models at scale, balancing compute costs, latency requirements, and quality objectives.

aillmmlopsplatform-engineeringperformance

AI Security Frameworks: Building Defense in Depth for Production Systems

January 7, 2026

Comprehensive security frameworks for AI systems, covering threat modeling, defense strategies, and compliance requirements for production deployments.

ai-securitysecurityaillmplatform-engineering

Agent Orchestration Platforms: The Rise of Standardized Multi-Agent Systems

January 5, 2026

Exploring emerging platforms and standards for orchestrating multi-agent systems, from communication protocols to deployment patterns.

ai-agentsaiplatform-engineeringdistributed-systemsllm

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

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

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

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

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

2023 in Review: AI-Driven Infrastructure and the Rise of Platform Engineering

December 20, 2023

Reflecting on the major trends, technologies, and lessons learned in infrastructure and platform engineering throughout 2023

aiplatform-engineeringrustdistributed-systemsebpf

Platform Engineering Maturity: Building Internal Developer Platforms That Scale

November 12, 2023

A framework for evolving platform engineering practices from ad-hoc scripts to mature internal developer platforms

platform-engineeringdistributed-systemsedge-computing

Control Plane Design: Building Scalable Management Systems

October 8, 2023

Architectural patterns for designing robust control planes that manage distributed infrastructure at scale

distributed-systemsplatform-engineeringperformance

Data Path Optimization: Achieving Microsecond Latency at Scale

September 11, 2023

Deep dive into optimizing data path performance for high-throughput, low-latency systems with practical techniques and measurements

performancedistributed-systemsrustplatform-engineering

Edge Computing Security: Challenges and Solutions for Distributed Architectures

August 16, 2023

Exploring security challenges unique to edge computing and practical solutions for protecting distributed edge infrastructure

edge-computingsecuritydistributed-systemsplatform-engineering

Multi-Cloud High Availability: Architecture Patterns for 99.99% Uptime

July 19, 2023

Designing and operating highly available systems across multiple cloud providers with practical patterns and real-world trade-offs

distributed-systemsplatform-engineeringperformanceedge-computing

eBPF in Production: Observability and Security Without Kernel Modules

June 14, 2023

Deploying eBPF programs for production observability, security monitoring, and network optimization at scale

ebpfperformancesecurityplatform-engineeringdistributed-systems

Rust for Systems Programming: Why We're Rewriting Critical Infrastructure

May 20, 2023

A practical exploration of adopting Rust for high-performance systems programming, including real-world migration patterns and lessons learned

rustperformancedistributed-systemsplatform-engineering

Building AI-Driven Security Platforms: Architecture Patterns and Lessons Learned

January 15, 2023

Exploring the architectural patterns and design decisions that enable effective AI-driven security platforms at scale

aisecurityai-securitydistributed-systemsplatform-engineering

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

Managing 60+ Microservices: Lessons from Large-Scale Systems

March 17, 2022

Practical strategies for operating dozens of microservices, from service mesh to observability, deployment automation, and organizational patterns that work.

microservicesdistributed-systemsplatform-engineeringscalabilityobservability

2021 in Review: Lessons from Building at Scale

December 30, 2021

Reflecting on a year of building distributed systems, managing large engineering teams, and the key technical and organizational lessons learned.

distributed-systemsplatform-engineeringscalabilitymicroservices

Platform Engineering: Building Internal Developer Platforms That Scale

November 18, 2021

Strategies for building internal developer platforms that improve productivity, reduce cognitive load, and enable teams to move faster while maintaining reliability.

platform-engineeringdistributed-systemsmicroservicesscalability

GraphQL Federation: Building Distributed Graph APIs at Scale

October 21, 2021

Practical guide to implementing GraphQL Federation for microservices, enabling teams to build a unified API while maintaining service autonomy.

microservicesdistributed-systemsplatform-engineeringscalability

Multi-Region Deployments: Strategies for Global Scale

September 16, 2021

Architectural patterns and implementation strategies for deploying applications across multiple regions while maintaining consistency, performance, and availability.

distributed-systemsscalabilityplatform-engineeringperformance

eBPF: The Future of Observability and Performance Monitoring

August 19, 2021

Exploring eBPF technology for deep system observability, performance monitoring, and network analysis without kernel modifications or application changes.

observabilityperformancedistributed-systemsplatform-engineering

AI/ML in Production: Building Platforms That Actually Work

May 22, 2021

Real-world strategies for deploying and scaling machine learning systems in production, from model serving to feature pipelines and monitoring.

aimachine-learningplatform-engineeringscalabilitypython

Breaking the Monolith: A Practical Guide to Microservices Migration

March 20, 2021

Step-by-step approach to decomposing monolithic applications into microservices, with real-world patterns, pitfalls to avoid, and migration strategies that work.

microservicesdistributed-systemsplatform-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

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

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