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    <title>SIDHYA – Minimalist AI &amp; Engineering Blog</title>
    <link>https://sidhya.studio</link>
    <description>Technical publishing platform for autonomous AI agents, RAG architecture, vector search benchmarks, and Next.js 16 by Asutosh Sidhya.</description>
    <language>en-us</language>
    <lastBuildDate>Thu, 24 Sep 2026 03:23:40 GMT</lastBuildDate>
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    <item>
      <title><![CDATA[The 2026 AI Engineer Roadmap: From Software Developer to AI Systems Architect]]></title>
      <link>https://sidhya.studio/posts/ai-engineer-roadmap-2026</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/ai-engineer-roadmap-2026</guid>
      <pubDate>Sun, 16 Aug 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A production-tested, step-by-step engineering roadmap covering prompt contracts, hybrid RAG systems, autonomous LangGraph agents, MCP protocols, and production LLM evaluation harnesses.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Roadmap]]></category>
    </item>
    <item>
      <title><![CDATA[ModelFusion Architectural Guide: The TypeScript Library for Multimodal AI]]></title>
      <link>https://sidhya.studio/posts/modelfusion-typescript-framework-guide</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/modelfusion-typescript-framework-guide</guid>
      <pubDate>Sat, 15 Aug 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Master ModelFusion — the vendor-neutral TypeScript library for multimodal text generation, structured object extraction, tool calling, and OpenTelemetry observability.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Frameworks]]></category>
    </item>
    <item>
      <title><![CDATA[Mastra Architectural Guide: The TypeScript-First AI Agent & Workflow Engine]]></title>
      <link>https://sidhya.studio/posts/mastra-typescript-framework-guide</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/mastra-typescript-framework-guide</guid>
      <pubDate>Fri, 14 Aug 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Master Mastra — the TypeScript-first framework for building production AI agents, cyclical workflows, type-safe Zod tools, and automated evaluation metrics.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Frameworks]]></category>
    </item>
    <item>
      <title><![CDATA[Vercel AI SDK 4.0 Architecture Guide: Edge Streaming and Generative UI]]></title>
      <link>https://sidhya.studio/posts/vercel-ai-sdk-framework-guide</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/vercel-ai-sdk-framework-guide</guid>
      <pubDate>Wed, 12 Aug 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[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.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Frameworks]]></category>
    </item>
    <item>
      <title><![CDATA[Microsoft Semantic Kernel Architecture Guide: Enterprise AI Integration]]></title>
      <link>https://sidhya.studio/posts/semantic-kernel-framework-guide</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/semantic-kernel-framework-guide</guid>
      <pubDate>Mon, 10 Aug 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Master Microsoft Semantic Kernel — covering Kernel plugins, semantic memory connectors, prompt templates, function filters, and native C#/Python enterprise orchestrations.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Frameworks]]></category>
    </item>
    <item>
      <title><![CDATA[Anthropic Model Context Protocol (MCP) Architectural Guide]]></title>
      <link>https://sidhya.studio/posts/mcp-protocol-framework-guide</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/mcp-protocol-framework-guide</guid>
      <pubDate>Sat, 08 Aug 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Master Anthropic's Model Context Protocol (MCP) — covering client-server JSON-RPC architecture, Stdio/SSE transports, dynamic tool discovery, and resource streaming.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Frameworks]]></category>
    </item>
    <item>
      <title><![CDATA[Pydantic AI Framework Guide: Production Type-Safe Agent Engineering]]></title>
      <link>https://sidhya.studio/posts/pydantic-ai-framework-guide</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/pydantic-ai-framework-guide</guid>
      <pubDate>Thu, 06 Aug 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Master Pydantic AI — covering type-safe agent schemas, dependency injection, model-agnostic tooling, structured result validation, and test harness mocks.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Frameworks]]></category>
    </item>
    <item>
      <title><![CDATA[Haystack 2.0 Architectural Guide: Modular Production RAG Pipelines]]></title>
      <link>https://sidhya.studio/posts/haystack-framework-guide</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/haystack-framework-guide</guid>
      <pubDate>Tue, 04 Aug 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Master deepset Haystack 2.0 — covering component-based directed graph pipelines, InMemoryDocumentStore, OpenAIGenerator, conditional routers, and evaluation nodes.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Frameworks]]></category>
    </item>
    <item>
      <title><![CDATA[LlamaIndex Architectural Guide: Data Ingestion, Indexing, and Query Engines]]></title>
      <link>https://sidhya.studio/posts/llamaindex-framework-guide</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/llamaindex-framework-guide</guid>
      <pubDate>Sun, 02 Aug 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A comprehensive developer handbook for LlamaIndex — covering VectorStoreIndex, Document Readers, node parsing, sub-question query engines, and agentic RAG workflows.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Frameworks]]></category>
    </item>
    <item>
      <title><![CDATA[Microsoft AutoGen 0.4+ Architecture Guide: Event-Driven Multi-Agent Systems]]></title>
      <link>https://sidhya.studio/posts/autogen-framework-guide</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/autogen-framework-guide</guid>
      <pubDate>Fri, 31 Jul 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Master Microsoft AutoGen 0.4+ — covering the event-driven Actor model, AssistantAgent, UserProxyAgent, RoundRobinGroupChat, and distributed agent messaging.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Frameworks]]></category>
    </item>
    <item>
      <title><![CDATA[CrewAI Framework Guide: Role-Playing Autonomous Multi-Agent Teams]]></title>
      <link>https://sidhya.studio/posts/crewai-framework-guide</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/crewai-framework-guide</guid>
      <pubDate>Tue, 28 Jul 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Master multi-agent orchestration with CrewAI — covering Agents, Tasks, sequential and hierarchical Processes, memory systems, and custom tool delegation.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Frameworks]]></category>
    </item>
    <item>
      <title><![CDATA[LangGraph Deep Dive: Stateful Graph Orchestration for Autonomous Agents]]></title>
      <link>https://sidhya.studio/posts/langgraph-framework-guide</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/langgraph-framework-guide</guid>
      <pubDate>Sat, 25 Jul 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A comprehensive developer guide to LangGraph — covering cyclical state machines, durable MemorySaver checkpoints, conditional routing edges, and human-in-the-loop interrupts.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Frameworks]]></category>
    </item>
    <item>
      <title><![CDATA[LangChain v0.3+ Architectural Guide: LCEL Runnables, Tools, and Retrieval]]></title>
      <link>https://sidhya.studio/posts/langchain-framework-guide</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/langchain-framework-guide</guid>
      <pubDate>Wed, 22 Jul 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Master modern LangChain v0.3+ architecture — covering LangChain Expression Language (LCEL), streaming runnables, document loaders, vector retrievers, and structured output parsing.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Frameworks]]></category>
    </item>
    <item>
      <title><![CDATA[Autonomous AI DevOps Agents Part 7: Production Guardrails & Telemetry Evals]]></title>
      <link>https://sidhya.studio/posts/ai-devops-agents-part-7-production-guardrails-evals</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/ai-devops-agents-part-7-production-guardrails-evals</guid>
      <pubDate>Fri, 17 Jul 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Harden non-deterministic DevOps AI agents with RBAC permission gates, deterministic circuit breakers, and OpenTelemetry evaluation suites.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[DevOps]]></category>
    </item>
    <item>
      <title><![CDATA[Autonomous AI DevOps Agents Part 6: FinOps Agents & Dynamic GPU Cluster Cost Optimization]]></title>
      <link>https://sidhya.studio/posts/ai-devops-agents-part-6-finops-gpu-cost-optimization</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/ai-devops-agents-part-6-finops-gpu-cost-optimization</guid>
      <pubDate>Fri, 10 Jul 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Deploy FinOps AI agents that right-size LLM inference nodes, orchestrate vLLM spot instance migrations, and optimize cloud infrastructure costs.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[DevOps]]></category>
    </item>
    <item>
      <title><![CDATA[Autonomous AI DevOps Agents Part 5: eBPF Kernel Observability & Real-Time Anomaly Triage]]></title>
      <link>https://sidhya.studio/posts/ai-devops-agents-part-5-ebpf-kernel-observability</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/ai-devops-agents-part-5-ebpf-kernel-observability</guid>
      <pubDate>Fri, 03 Jul 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Combine eBPF Linux kernel probes with LLM anomaly detection to pinpoint silent network packet drops, socket latency spikes, and CPU throttling.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[DevOps]]></category>
    </item>
    <item>
      <title><![CDATA[Autonomous AI DevOps Agents Part 4: GitOps Remediation & Terraform Drift Correction]]></title>
      <link>https://sidhya.studio/posts/ai-devops-agents-part-4-gitops-terraform-drift</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/ai-devops-agents-part-4-gitops-terraform-drift</guid>
      <pubDate>Fri, 26 Jun 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Detect Infrastructure-as-Code state drift in Terraform and Pulumi using autonomous AI agents with human-in-the-loop approval guardrails.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[DevOps]]></category>
    </item>
    <item>
      <title><![CDATA[Autonomous AI DevOps Agents Part 3: Automated CI/CD Pipeline Triage & Flaky Test Quarantine]]></title>
      <link>https://sidhya.studio/posts/ai-devops-agents-part-3-cicd-triage</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/ai-devops-agents-part-3-cicd-triage</guid>
      <pubDate>Fri, 19 Jun 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Deploy AI agent webhooks that parse GitHub Actions failure logs, isolate flaky test suites, and generate corrective code pull requests automatically.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[DevOps]]></category>
    </item>
    <item>
      <title><![CDATA[Autonomous AI DevOps Agents Part 2: Kubernetes Self-Healing & CrashLoopBackOff Triage]]></title>
      <link>https://sidhya.studio/posts/ai-devops-agents-part-2-k8s-self-healing</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/ai-devops-agents-part-2-k8s-self-healing</guid>
      <pubDate>Fri, 12 Jun 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Build an event-driven AI agent that intercepts OOMKilled and CrashLoopBackOff pod events, inspects stack traces, and applies automatic Kubernetes resource patches.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[DevOps]]></category>
    </item>
    <item>
      <title><![CDATA[Autonomous AI DevOps Agents Part 1: Control Plane Architecture & Event Loops]]></title>
      <link>https://sidhya.studio/posts/ai-devops-agents-part-1-architecture</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/ai-devops-agents-part-1-architecture</guid>
      <pubDate>Fri, 05 Jun 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Architecting production-grade autonomous DevOps control loops using LangGraph, deterministic policy guardrails, and telemetry aggregators.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[DevOps]]></category>
    </item>
    <item>
      <title><![CDATA[The 2026 MLOps & Production LLM Infrastructure Roadmap]]></title>
      <link>https://sidhya.studio/posts/mlops-llm-infra-roadmap-2026</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/mlops-llm-infra-roadmap-2026</guid>
      <pubDate>Sat, 30 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A comprehensive systems roadmap covering vLLM high-throughput serving, DeepSeek-R1 GRPO alignment, Kubernetes GPU cluster orchestration, and automated CI evals.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Roadmap]]></category>
    </item>
    <item>
      <title><![CDATA[LLM Evals in Production: Automated Benchmarking with LangSmith & Braintrust]]></title>
      <link>https://sidhya.studio/posts/production-llm-evals</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/production-llm-evals</guid>
      <pubDate>Fri, 22 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A practical engineering handbook for building CI/CD test suites, semantic assertion evals, automated LLM-as-a-judge pipelines, and tracing cost/latency bottlenecks.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Tools]]></category>
    </item>
    <item>
      <title><![CDATA[DeepSeek-R1 & GRPO: The Open-Weights Reasoning Architecture]]></title>
      <link>https://sidhya.studio/posts/deepseek-r1-grpo</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/deepseek-r1-grpo</guid>
      <pubDate>Fri, 15 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Architecting cost-efficient reasoning pipelines with DeepSeek-R1, Group Relative Policy Optimization (GRPO), Multi-head Latent Attention (MLA), and local vLLM deployments.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[AI]]></category>
    </item>
    <item>
      <title><![CDATA[The 2026 Full-Stack AI Developer Roadmap: Next.js 16, React 19 & Generative UI]]></title>
      <link>https://sidhya.studio/posts/fullstack-ai-developer-roadmap-2026</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/fullstack-ai-developer-roadmap-2026</guid>
      <pubDate>Wed, 06 May 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A production engineering roadmap covering React 19 Server Actions, Next.js 16 Partial Prerendering (PPR), Vercel AI SDK 4.0 generative UI streams, and edge rate-limiting.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Roadmap]]></category>
    </item>
    <item>
      <title><![CDATA[Next.js 16 & React 19 AI Streaming Architecture]]></title>
      <link>https://sidhya.studio/posts/nextjs-16-react-19-streaming</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/nextjs-16-react-19-streaming</guid>
      <pubDate>Wed, 29 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Building ultra-fast, server-rendered AI applications using Next.js 16 App Router, React 19 Server Actions, Vercel AI SDK 4.0, and dynamic generative UI components.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Development]]></category>
    </item>
    <item>
      <title><![CDATA[Next.js 16 App Router & Turbopack Deep Dive]]></title>
      <link>https://sidhya.studio/posts/nextjs-16-mastery</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/nextjs-16-mastery</guid>
      <pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A comprehensive technical guide to Next.js 16's most impactful features — Server Actions for data mutation, Partial Prerendering (PPR) for dynamic/static hybrid pages, fine-grained cache invalidation, and Turbopack's architecture advantages for large-scale development teams.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[Development]]></category>
    </item>
    <item>
      <title><![CDATA[Building a Multi-Agent AI Framework (Part 5/5): Production Evals, Retries & Telemetry]]></title>
      <link>https://sidhya.studio/posts/multi-agent-framework-part-5-resilience-evals</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/multi-agent-framework-part-5-resilience-evals</guid>
      <pubDate>Tue, 14 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Final step in our 5-part masterclass: Implementing exponential backoff retries, LLM-as-a-Judge evals, rate limiting, and OpenTelemetry.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[AI]]></category>
    </item>
    <item>
      <title><![CDATA[Building a Multi-Agent AI Framework (Part 4/5): Model Context Protocol (MCP) Integration]]></title>
      <link>https://sidhya.studio/posts/multi-agent-framework-part-4-mcp-protocol</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/multi-agent-framework-part-4-mcp-protocol</guid>
      <pubDate>Tue, 07 Apr 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step 4 in our 5-part masterclass: Integrating Anthropic's Model Context Protocol (MCP) for secure tool discovery and resource streaming.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[AI]]></category>
    </item>
    <item>
      <title><![CDATA[Building a Multi-Agent AI Framework (Part 3/5): Multi-Agent Teams & Orchestration]]></title>
      <link>https://sidhya.studio/posts/multi-agent-framework-part-3-orchestration</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/multi-agent-framework-part-3-orchestration</guid>
      <pubDate>Tue, 31 Mar 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step 3 in our 5-part masterclass: Building Planner-Worker, Supervisor, and Handoff patterns for collaborative multi-agent swarms.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[AI]]></category>
    </item>
    <item>
      <title><![CDATA[Building a Multi-Agent AI Framework (Part 2/5): Hybrid Memory & Context Pruning]]></title>
      <link>https://sidhya.studio/posts/multi-agent-framework-part-2-memory-systems</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/multi-agent-framework-part-2-memory-systems</guid>
      <pubDate>Tue, 24 Mar 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step 2 in our 5-part masterclass: Implementing short-term token-sliding windows, vector memory indexing, and dynamic context pruning.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[AI]]></category>
    </item>
    <item>
      <title><![CDATA[Building a Multi-Agent AI Framework (Part 1/5): Core Event Loop & State Machine]]></title>
      <link>https://sidhya.studio/posts/multi-agent-framework-part-1-architecture</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/multi-agent-framework-part-1-architecture</guid>
      <pubDate>Wed, 18 Mar 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Step 1 in our 5-part masterclass: Designing a deterministic state machine, agent runtime loop, and typed tool contracts in TypeScript.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[AI]]></category>
    </item>
    <item>
      <title><![CDATA[Building Autonomous Production Agents with LangGraph and Anthropic MCP]]></title>
      <link>https://sidhya.studio/posts/langgraph-mcp-agents</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/langgraph-mcp-agents</guid>
      <pubDate>Thu, 12 Mar 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A comprehensive guide covering stateful cyclical agent graphs, Anthropic Model Context Protocol (MCP) integrations, human-in-the-loop checkpointing, and production tool schemas.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[AI]]></category>
    </item>
    <item>
      <title><![CDATA[How I Built an Autonomous AI Agent with Next.js 16]]></title>
      <link>https://sidhya.studio/posts/how-i-built-an-ai-agent</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/how-i-built-an-ai-agent</guid>
      <pubDate>Wed, 04 Mar 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A deep, production-grade guide to building autonomous goal-driven AI agents — covering tool calling, persistent memory, execution loops, and failure recovery — using TypeScript and Next.js 16 App Router.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[AI]]></category>
    </item>
    <item>
      <title><![CDATA[Next-Gen Agentic RAG: Hybrid Search, GraphRAG, and Self-Correction]]></title>
      <link>https://sidhya.studio/posts/agentic-rag-lancedb</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/agentic-rag-lancedb</guid>
      <pubDate>Wed, 25 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[Architecting enterprise retrieval systems using LanceDB, hybrid dense-sparse vector indexing, GraphRAG knowledge graphs, and dynamic re-ranking loops.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[AI]]></category>
    </item>
    <item>
      <title><![CDATA[High-Performance Vector Databases: Pinecone vs Qdrant vs Pgvector]]></title>
      <link>https://sidhya.studio/posts/vector-databases</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/vector-databases</guid>
      <pubDate>Wed, 18 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A rigorous benchmark comparison of HNSW vs IVFFlat indexing across Pinecone, Qdrant, and Pgvector — covering query latency at scale, memory overhead, metadata filtering performance, and an honest architectural recommendation for each use case.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[AI]]></category>
    </item>
    <item>
      <title><![CDATA[Understanding Retrieval-Augmented Generation (RAG)]]></title>
      <link>https://sidhya.studio/posts/what-is-rag</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/what-is-rag</guid>
      <pubDate>Wed, 11 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A practical deep dive into building production-grade RAG pipelines — covering document chunking strategies, embedding models, hybrid BM25 + dense retrieval, context window management, and the evaluation metrics that actually matter.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[AI]]></category>
    </item>
    <item>
      <title><![CDATA[Advanced Prompt Engineering: Chain-of-Thought, ReAct, and Structured Output]]></title>
      <link>https://sidhya.studio/posts/prompt-engineering</link>
      <guid isPermaLink="true">https://sidhya.studio/posts/prompt-engineering</guid>
      <pubDate>Wed, 04 Feb 2026 00:00:00 GMT</pubDate>
      <description><![CDATA[A practitioner's guide to prompt design patterns that actually work in production — covering chain-of-thought decomposition, the ReAct pattern, few-shot formatting, and techniques for enforcing strict JSON schema adherence from any LLM.]]></description>
      <author><![CDATA[Asutosh Sidhya]]></author>
      <category><![CDATA[AI]]></category>
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</rss>