Architectural breakdowns, AI agent systems, Model Context Protocol (MCP) servers, web engineering, and authentic founder notes published from Junagadh, Gujarat, India.
Journal & Field Notes
RAG GraphRAG India 2026: What Actually Works
RAG GraphRAG India 2026: vector+graph hybrid beats naive RAG. Junagadh TigerGraph + pgvector single-DB, $7.8K saved at 100K queries/mo. Includes measured
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 →Website Cost India 2026: Gujarat Honest Breakdown
Website cost India Gujarat 2026 honest: basic ₹12K-25K, business ₹25K-70K, ecom ₹45K-1.5L. Junagadh 4-tier table vs Ahmedabad metro markup. Includes measured
Read the story →Autonomous QA Swarms: Cut Bugs 87% CI/CD 2026
Autonomous QA swarms cut bugs 87% via multi-agent CI/CD — evaluator-optimizer + ledger. Junagadh case study. Plus troubleshooting log and timeline.
Read the story →awesome-claude-skills 73K + SkillKit 46 Agents 2026
awesome-claude-skills 73K + SkillKit 46 agents — write once ship everywhere. Junagadh skill ops inside. Plus troubleshooting log and timeline.
Read the story →BharatGen 17B & Sarvam 105B: Sovereign AI India
BharatGen 17B & Sarvam 105B bring 22-language sovereign AI at ₹65/hr in 2026 — Junagadh VPC stack runs Hindi/Gujarati RAG without egress for DPDP.
Read the story →Browser-Use + Agent-Reach: Cross-Platform 2026
Browser-use + Agent-Reach cross-platform research — GitHub/Reddit/YouTube/Twitter one CLI. Junagadh harness. Plus troubleshooting log and timeline.
Read the story →Claude Opus 5 at Half Price: Fable 5 Quality 2026
Claude Opus 5 ships Jul 24 2026 at $5/$25 — half price of Fable 5 with near-frontier reasoning. Junagadh cost-per-citation playbook inside. Includes measured
Read the story →Claude Sonnet 5 $2: Most Agentic Sonnet Yet 2026
Claude Sonnet 5 at $2/$10 is the most agentic Sonnet yet Jun 30 2026 — narrows gap to Opus 4.8, permanent pricing, best for agents on budget.
Read the story →Content Repurposing: 1 Idea to 20 Assets 2026
Content repurposing hub 1 idea → 20 assets — X+LinkedIn+video+newsletter stack. Junagadh pipeline & metrics. Plus troubleshooting log and timeline.
Read the story →Firecrawl 170K Stars: One API Replaces 4 Tools 2026
Firecrawl 170K stars collapses search+scrape+crawl+parse into one API — Junagadh trend-research stack inside. Plus troubleshooting log and timeline.
Read the story →Gemini 3.1 vs Claude vs GPT: Benchmarks 2026
Gemini 3.1 Pro vs Claude Opus 4.7 vs GPT-5.5 benchmarks Aug 2026 reveal no winner — Junagadh routing guide picks per workload not hype. Includes measured
Read the story →Gemini 3 Powers 48% of Google Searches in 2026
Gemini 3 powers 48% of Google searches with 2B users in 2026 — Junagadh playbook turns query fan-out & topical authority into citations, not rankings.
Read the story →GPT-5.6 Sol Terra Luna: Enterprise Pick 2026
GPT-5.6 Sol Terra Luna ships Aug 2026 from $1/$6 to $5/$30 with ultra mode — Junagadh guide picks Sol for reasoning, Terra for daily, Luna for scale.
Read the story →GPT-5 vs Sonnet 4.5: Pricing & Context 2026
GPT-5 at $1.25/$10 with 400K vs Sonnet 4.5 at $3/$15 with 200K — Aug 2026 pricing rewrites routing. Junagadh benchmark inside. Includes measured results, cost
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