Naveen Kumar Birru
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Posts tagged "ai"

29 posts found

Distributed AI Training: Scaling Model Development

January 21, 2026

Practical patterns for distributed training of large models, from data parallelism to pipeline parallelism and efficient collective communication.

aimachine-learningdistributed-systemsperformancemlops

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

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

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

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

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

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

AI Agents and Autonomous Systems: From Theory to Production

April 21, 2024

Building reliable AI agents that can plan, use tools, and accomplish complex tasks autonomously in production environments

aillmai-securitydistributed-systems

RAG Architecture Patterns: Building Retrieval-Augmented Generation Systems

March 15, 2024

Comprehensive guide to RAG system architecture including retrieval strategies, chunking techniques, and production optimization patterns

llmaivector-databasesmachine-learningdistributed-systems

Prompt Engineering Best Practices: From Basics to Advanced Techniques

February 18, 2024

Comprehensive guide to prompt engineering including techniques, patterns, and evaluation methods for production LLM applications

llmprompt-engineeringaimachine-learning

LLMs in Production: From Prototype to Scale

January 14, 2024

Practical guide to deploying and operating Large Language Models in production environments, including infrastructure, optimization, and reliability patterns

llmaimachine-learningperformancedistributed-systems

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

Vector Databases for AI Applications: Architecture, Implementation, and Best Practices

April 22, 2023

A comprehensive guide to vector databases, from fundamentals to production deployment for AI-powered applications

aivector-databasesmachine-learningdistributed-systemsperformance

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

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

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

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