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The 2026 AI Engineer Roadmap: From Software Developer to AI Systems ArchitectThe 2026 AI Engineer Roadmap: From Software Developer to AI Systems Architect

Roadmap  •  7 min read

The 2026 AI Engineer Roadmap: From Software Developer to AI Systems Architect

A production-tested, step-by-step engineering roadmap covering prompt contracts, hybrid RAG systems, autonomous LangGraph agents, MCP protocols, and production LLM evaluation harnesses.

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Hand-picked production deep dives covering autonomous AI agent architectures, vector search benchmarks, and cloud-native infrastructure.

Autonomous AI DevOps Agents Part 7: Production Guardrails & Telemetry EvalsAutonomous AI DevOps Agents Part 7: Production Guardrails & Telemetry Evals
DevOps • 4 min read

Autonomous AI DevOps Agents Part 7: Production Guardrails & Telemetry Evals

Harden non-deterministic DevOps AI agents with RBAC permission gates, deterministic circuit breakers, and OpenTelemetry evaluation suites.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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DevOps • 4 min read

Autonomous AI DevOps Agents Part 6: FinOps Agents & Dynamic GPU Cluster Cost Optimization

Deploy FinOps AI agents that right-size LLM inference nodes, orchestrate vLLM spot instance migrations, and optimize cloud infrastructure costs.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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Autonomous AI DevOps Agents Part 5: eBPF Kernel Observability & Real-Time Anomaly TriageAutonomous AI DevOps Agents Part 5: eBPF Kernel Observability & Real-Time Anomaly Triage
DevOps • 4 min read

Autonomous AI DevOps Agents Part 5: eBPF Kernel Observability & Real-Time Anomaly Triage

Combine eBPF Linux kernel probes with LLM anomaly detection to pinpoint silent network packet drops, socket latency spikes, and CPU throttling.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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DevOps • 4 min read

Autonomous AI DevOps Agents Part 4: GitOps Remediation & Terraform Drift Correction

Detect Infrastructure-as-Code state drift in Terraform and Pulumi using autonomous AI agents with human-in-the-loop approval guardrails.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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Autonomous AI DevOps Agents Part 4: GitOps Remediation & Terraform Drift CorrectionAutonomous AI DevOps Agents Part 4: GitOps Remediation & Terraform Drift Correction
DevOps • 4 min read

Autonomous AI DevOps Agents Part 3: Automated CI/CD Pipeline Triage & Flaky Test Quarantine

Deploy AI agent webhooks that parse GitHub Actions failure logs, isolate flaky test suites, and generate corrective code pull requests automatically.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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Latest Blog

Showing 1-6 of 37 Posts
The 2026 AI Engineer Roadmap: From Software Developer to AI Systems ArchitectThe 2026 AI Engineer Roadmap: From Software Developer to AI Systems Architect
Roadmap
2026-08-167 min read

The 2026 AI Engineer Roadmap: From Software Developer to AI Systems Architect

A production-tested, step-by-step engineering roadmap covering prompt contracts, hybrid RAG systems, autonomous LangGraph agents, MCP protocols, and production LLM evaluation harnesses.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
Read Article →
ModelFusion Architectural Guide: The TypeScript Library for Multimodal AIModelFusion Architectural Guide: The TypeScript Library for Multimodal AI
Frameworks
2026-08-154 min read

ModelFusion Architectural Guide: The TypeScript Library for Multimodal AI

Master ModelFusion — the vendor-neutral TypeScript library for multimodal text generation, structured object extraction, tool calling, and OpenTelemetry observability.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
Read Article →
Mastra Architectural Guide: The TypeScript-First AI Agent & Workflow EngineMastra Architectural Guide: The TypeScript-First AI Agent & Workflow Engine
Frameworks
2026-08-145 min read

Mastra Architectural Guide: The TypeScript-First AI Agent & Workflow Engine

Master Mastra — the TypeScript-first framework for building production AI agents, cyclical workflows, type-safe Zod tools, and automated evaluation metrics.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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Vercel AI SDK 4.0 Architecture Guide: Edge Streaming and Generative UIVercel AI SDK 4.0 Architecture Guide: Edge Streaming and Generative UI
Frameworks
2026-08-124 min read

Vercel AI SDK 4.0 Architecture Guide: Edge Streaming and Generative UI

Master the Vercel AI SDK 4.0 Core and RSC primitives — covering unified model provider abstractions, streamText, Server-Sent Events (SSE), and streamUI generative component streaming.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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Microsoft Semantic Kernel Architecture Guide: Enterprise AI IntegrationMicrosoft Semantic Kernel Architecture Guide: Enterprise AI Integration
Frameworks
2026-08-104 min read

Microsoft Semantic Kernel Architecture Guide: Enterprise AI Integration

Master Microsoft Semantic Kernel — covering Kernel plugins, semantic memory connectors, prompt templates, function filters, and native C#/Python enterprise orchestrations.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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Anthropic Model Context Protocol (MCP) Architectural GuideAnthropic Model Context Protocol (MCP) Architectural Guide
Frameworks
2026-08-084 min read

Anthropic Model Context Protocol (MCP) Architectural Guide

Master Anthropic's Model Context Protocol (MCP) — covering client-server JSON-RPC architecture, Stdio/SSE transports, dynamic tool discovery, and resource streaming.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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