Architectural breakdowns, AI agent systems, Model Context Protocol (MCP) servers, web engineering, and authentic founder notes published from Junagadh, Gujarat, India.
Journal & Field Notes
Next.js 15.5 in 2026: Turbopack 5x, TTFB 700→60ms
AI website Next.js 15.5 performance 2026: Next.js 15.5 in 2026: Turbopack 5x, TTFB 700→60ms — PPR/Turbopack or pgvector 42ms via one MCP gateway from Junagadh.
Read the story →RAG 2.0 in 2026: Vector to GraphRAG That Works [Guide]
AI agents RAG GraphRAG 2026: RAG 2.0 in 2026: Vector to GraphRAG That Works [Guide] — governed Junagadh stack, P95 metrics + 90-day ledger proof inside.
Read the story →Website Cost Gujarat 2026: Honest ₹ Breakdown [Table]
AI website website cost Gujarat 2026: Website Cost Gujarat 2026: Honest ₹ Breakdown [Table] — PPR/Turbopack or pgvector 42ms via one MCP gateway from Junagadh.
Read the story →Best AI Developers India 2026: 7-Point Vetting (Proof)
Best AI developers India 2026: 7-point vetting — P95 42ms, ₹55K–₹85K builds, 90-day ledger proof vs metro ₹1.2L+. Score vendors, hire with tables today.
Read the story →[2026] ChatGPT MCP Calls Up 98x: Agent Tooling (Analysis)
ChatGPT MCP calls up 98x in 2026: LangChain langchain.mcp adds elicitation interrupts + catalog cache. P95 780ms, 62 tok/s edge. Full proof + ₹ math inside.
Read the story →[2026] Day in Life: Building MCP + Next.js 06–22 (Log)
A day building MCP bridges and Next.js 16.3 instant navs from Gujarat 06:00 to 22:00 — live routine, P95 metrics, code blocks and client wins inside now.
Read the story →Day in Life: AI Developer Upgrades MCP 06–22 [2026]
Day in life 2026: AI developer upgrades LangChain MCP 06:00–22:00 — interrupts, cache, ledger review. P95 42ms, 62 tok/s. Junagadh routine log. Full log inside.
Read the story →[2026] GPT-6 Astra vs Fable 5.1: $10 vs $0.75 (Guide)
AI models GPT-6 Astra, Fable 5.1 and Gemini 3.8 Flash shipped in 72 hours. I benchmarked cost per task from Junagadh — ₹ routing table plus math inside.
Read the story →[2026] Google Home MCP: Agents Act in 1.8s (Guide)
Google Home MCP early access lets agents run smart-home actions via one endpoint. I wired it from Junagadh at P95 1.8s — OAuth, code + ₹55K proof.
Read the story →Hire AI Agent Developers India 2026: $31K vs $306K (Guide)
Hire AI agent developers India 2026: $31K–$60K all-in vs $194K–$306K US loaded. 7-day shortlists, 2-week paid trial. Gujarat vetting guide + proof tables.
Read the story →Best AI Developer India 2026: Hire in 30 Days [Guide]
Hiring the best AI developer in India in 2026? I vet MCP, P95 and cost per task from Junagadh — 7-point checklist, ₹ tables plus trial script inside now.
Read the story →[2026] Junagadh Lab: Shipping MCP Apps at 01:00 (Story)
Junagadh lab 2026: shipping MCP Apps from a Tier-3 city at 01:00 — sandboxed UI, OPA gate, 90-day ledger. P95 42ms, ₹6K VPS. Founder story. Proof + ₹ math.
Read the story →[2026] Junagadh Lab: Shipping Agents at 01:00 (Story)
Shipping Home MCP agents from my Junagadh lab past midnight — ₹6K VPS, Valkey, n8n and a 90-day ledger. Real P95 numbers, failures plus proof inside now.
Read the story →[2026] LangChain MCPAdapter: Stateless + Cache (How-To)
LangChain MCP just moved to langchain.mcp with stateless core and tool-list cache. My Junagadh migration cut P95 38% — Python code plus fix inside now.
Read the story →[2026] Laravel VPS: Zero-Downtime Releases in 20 Min
Laravel 13 plus Next.js on one VPS with releases symlink pattern and artisan dev. My Junagadh flow ships atomic deploys — script plus P95 proof live now.
Read the story →