Architectural breakdowns, AI agent systems, Model Context Protocol (MCP) servers, web engineering, and authentic founder notes published from Junagadh, Gujarat, India.
Journal & Field Notes
GitHub AI Crisis 2026: 9 Outages, 2.1B Minutes
GitHub AI Crisis 2026: 9 outages May, Actions 500M->2.1B/week, 17M PRs. I ship from Junagadh with concurrency + timeout + spending caps to survive.
Read the story →Laravel 13 Semantic Search: pgvector in 10 Mins
Laravel 13 semantic search ships native pgvector: whereVectorSimilarTo + toEmbeddings turn Postgres into a vector store in 10 mins — no Pinecone.
Read the story →Zero-Click 58.5%: Keep Clicks When AI Answers
Zero-click 58.5% of Google searches end without click Sep 2026 — 83% AI queries resolved on SERP. See how Deepak keeps 120% more clicks with cited AIO.
Read the story →Google AI Overviews India 2026: 55% Searches Now AI
Google AI Overviews trigger on 55% searches in India 2026 — 2B users, 47% informational trigger. This guide shows how Deepak ranks and gets cited.
Read the story →Hybrid Reasoning Models: Claude 3.7 & DeepSeek R1
Hybrid reasoning in India 2026: Claude 3.7 vs DeepSeek R1 routed via gateway — 58% cost save. See how Deepak ships from Junagadh with OTel ledger.
Read the story →Building from Junagadh: Tier-3 Playbook India
Building from Junagadh, Tier-3 India: my 4-tier playbook Junagadh→Gujarat→India→Global cuts cost 20-35% with offline Pi5 + 90-day ledger for trusted delivery.
Read the story →Firecrawl 165K + OpenAI Agents SDK 27K: Web Context
Firecrawl 165K (+4.3K/7d #4) + OpenAI Agents SDK 27K late-May power web context in 2026 — one Firecrawl call vs 4 tools from Junagadh. Includes measured
Read the story →Zero-Hallucination RAG: Pydantic + pgvector India
Zero-hallucination RAG in India 2026 — Pydantic guard + pgvector HNSW hybrid with HITL 90-day ledger cuts hallucinations to <0.3% for Gujarat SMEs.
Read the story →AI Overviews 96% Informational: Win Commercial Gap
AI Overviews 96% informational only 1.2% transactional Sep 2026 — down from 91.3% Jan. See commercial Offer schema + tables that win from Junagadh.
Read the story →n8n+MCP India 2026: 400 Integrations Workflow
n8n+MCP India 2026: 400 integrations workflow — WhatsApp→DB→UPI. Junagadh Cloud Run stateless, ₹27K/mo vs team, ledger. Plus troubleshooting log and timeline.
Read the story →UPI AutoPay India SaaS 2026: ₹15K Limit Guide
UPI AutoPay India SaaS 2026: ₹15K standard / ₹1L MF/insurance/credit 1+3 retries. Junagadh VARIABLE Intent vs Collect guide inside. Includes measured results,
Read the story →Local LLMs India Offline: 70B on Laptop 2026
Local LLMs India offline 2026: 70B on laptop inside VPC for DPDP. Junagadh Pi5 3B 62 tok/s + BharatGen 22-lang, no egress. Includes measured results, cost
Read the story →OpenKB India: Open LLM Knowledge Base 2026
OpenKB India 2026: open LLM knowledge base + RAG eval 4K stars trending #1. Junagadh pg-raggraph + OpenKB for BharatGen 22-lang. Includes measured results,
Read the story →Browser-Use India: Web AI Automation 2026
Browser-Use India automation 2026 — headless + MCP 91K stars, IFSC/Pincode scraping with TTL cache. Junagadh 24h local cache. Includes measured results, cost
Read the story →RAG Anything India: Local RAG No OpenAI 2026
RAG Anything India 2026: local RAG without OpenAI via pg-raggraph single SQL. Junagadh GraphRAG cut tokens 62% with 91% accuracy. Includes measured results,
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