Architectural breakdowns, AI agent systems, Model Context Protocol (MCP) servers, web engineering, and authentic founder notes published from Junagadh, Gujarat, India.
Journal & Field Notes
Gujarat SME Automation: WhatsApp + UPI + n8n in 30 Days
Gujarat SME automation with WhatsApp Business, UPI and n8n pays in 30 days — from Junagadh, the stack that cuts COD and recovers COD at scale.
Read the story →Sovereign AI in India: Offline 70B + MCP + DPDP 2026
Sovereign AI in India 2026 runs 70B offline + MCP gateway + DPDP audit ledger — from Junagadh, the VPC stack that keeps data inside Gujarat.
Read the story →Microsoft Agent Framework 1.0: Harness Goes GA
Microsoft Agent Framework 1.0 went GA April 2026 — harness, hosted agents and 40-step brake. From Junagadh, what to migrate and what to lab.
Read the story →Sunday Setup: 5 ADK Agents That Make Monday Easy
5 ADK agents I run every Sunday at 7pm from Junagadh — inbox triager, social queue, outreach, publisher, briefer — wired Parallel+Sequential with approval.
Read the story →Vibe Coding 2.0: Cursor vs Claude vs Codex in Prod
Vibe coding 2.0 with Cursor, Claude Code and Codex CLI — from Junagadh, 98.4% harness vs 1.6% decision logic and brake that saves prod. The ledger that trave...
Read the story →Frontier Model Routing 2026: Mistral vs Gemini vs Claude
Routing Mistral vs Gemini vs Claude in 2026 with thinking budgets 0–64K — from Junagadh, the SLM router that cut a legal-tech bill 85% without loss.
Read the story →LlamaIndex Workflows 1.0: Event-Driven Engine Left RAG
LlamaIndex Workflows 1.0 is the standalone event-driven engine — @step, typed events, no RAG dep — from Junagadh the smallest orchestrator that scales.
Read the story →DeepSeek Harness: 95K Stars in 48h — Everything Is a Plugin
DeepSeek Harness hit 95K stars in 48h with everything-is-a-plugin runtime. From Junagadh I tested its hot-swap, audit log and plugin gaps before you ship.
Read the story →Mastra 300K Weekly: TypeScript Agent Framework Scales
Mastra hits 300K weekly npm as TypeScript-first agent framework — from Junagadh, when TS beats Python and the Studio that ships it. The ledger that travels f...
Read the story →Autonomous Code Review & QA Swarms: How Multi-Agent AI Pipelines Eliminate Bugs Before Production
How to build an automated multi-agent CI/CD pipeline: orchestrating AST linters, security auditors, test generators, and auto-patching agents to protect...
Read the story →RAG 2.0 to GraphRAG: What Actually Works in Production
RAG 2.0 vs GraphRAG in 2026: vector, graph, and hybrid retrieval patterns we use to hit <0.1% hallucination for client knowledge bases in production.
Read the story →Local LLMs Offline in India: 70B Models on Your Laptop
Run 70B reasoning models offline in India: quantization, GGUF/EXL2, edge SLMs, and the sovereign AI stack we deploy for regulated clients in 2026.
Read the story →AI Swarms for Indian SMEs: 30-Day ROI Architecture
AI swarms for Indian SMEs that pay for themselves in 30 days: architecture, metering, and Gujarat factory patterns with WhatsApp and GST ROI.
Read the story →A Day in My Life: AI Developer Routine Gujarat 2026
A day in my life as an AI developer in Junagadh, Gujarat 2026: deep work, MCP shipping, factory sprints, and the routine that ships swarms daily.
Read the story →MCP Servers in Production: Enterprise Architecture Guide
Production MCP server architecture in 2026: gateway, RBAC, lifecycle, observability, and the enterprise patterns we use in Junagadh for sovereign AI.
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