https://soumyaranjansahoo.in AI Agent Engineer & Founder of RITE Labs. Production multi-agent architectures, memory protocols, and full-stack software. en Wed, 21 Oct 2026 12:47:30 GMT https://soumyaranjansahoo.in/blog/clutter-sloth-local-first-downloads-sorter https://soumyaranjansahoo.in/blog/clutter-sloth-local-first-downloads-sorter Wed, 21 Oct 2026 00:00:00 GMT Clutter Sloth is a local-first Downloads sorter that waits for idle time, earns autonomy one category at a time, and makes every move reversible. Here is the design and what a week of real numbers does and does not prove. Agent Engineering https://soumyaranjansahoo.in/blog/building-resumeos-ai-native-job-application-os https://soumyaranjansahoo.in/blog/building-resumeos-ai-native-job-application-os Sun, 27 Sep 2026 00:00:00 GMT ResumeOS is an AI-native job application intelligence system that combines candidate memory, job intelligence, evidence matching, bounded AI agents, resume strategy, and an interactive editing workflow into one persistent system. Agentic Engineering https://soumyaranjansahoo.in/blog/the-shadow-organization-designing-an-ai-native-team-of-one-plus-four https://soumyaranjansahoo.in/blog/the-shadow-organization-designing-an-ai-native-team-of-one-plus-four Tue, 01 Sep 2026 00:00:00 GMT Why I stopped building a multi-tenant AI agent platform and started building a four-agent shadow organization for RiteLabs instead — the philosophy, the rejected designs, and the architecture that survived four rounds of review. The Agentic Engineer https://soumyaranjansahoo.in/blog/free-vm-private-security-layer-tailscale-adguard https://soumyaranjansahoo.in/blog/free-vm-private-security-layer-tailscale-adguard Sat, 29 Aug 2026 00:00:00 GMT I turned a free Oracle Cloud VM into a private DNS and VPN layer using Tailscale and AdGuard Home — and learned that the hardest part of security architecture is deciding what not to expose. Security https://soumyaranjansahoo.in/blog/agents-can-talk-but-cant-remember-each-other https://soumyaranjansahoo.in/blog/agents-can-talk-but-cant-remember-each-other Sun, 16 Aug 2026 00:00:00 GMT MCP solved agent-to-tool. A2A solved agent-to-agent. The layer nobody's built yet is memory-to-memory — and three separate research directions (Mesh Memory Protocol, multi-agent computer architecture, Portable Agent Memory) are converging on the same missing primitive: consistency, not retrieval. AI Infrastructure & Protocols https://soumyaranjansahoo.in/blog/a-habit-tracker-that-respects-you-introducing-rite https://soumyaranjansahoo.in/blog/a-habit-tracker-that-respects-you-introducing-rite Wed, 05 Aug 2026 00:00:00 GMT Most habit apps make you feel bad when you slip. Rite tracks your daily rituals, uncovers patterns you can’t see yourself, and explains them plainly—without judgment, guilt trips, or ads. Here is why we built Rite differently. Product Launch & Insights https://soumyaranjansahoo.in/blog/beyond-the-memory-loop-claude-md https://soumyaranjansahoo.in/blog/beyond-the-memory-loop-claude-md Sun, 12 Jul 2026 00:00:00 GMT Stop acting as a glorified onboarding manager for an amnesiac assistant. Here's how CLAUDE.md ends the re-explanation tax, what it actually costs to maintain, and the exact rule I use to keep mine lean. Agentic Engineering https://soumyaranjansahoo.in/blog/new-sdlc-plan-delegate-verify-ship https://soumyaranjansahoo.in/blog/new-sdlc-plan-delegate-verify-ship Sat, 04 Jul 2026 00:00:00 GMT I stopped forcing agentic work into sprint boards and standups. Here's the loop that quietly replaced them — and why "Verify" is now the load-bearing wall of my entire process, not a nice-to-have step. Agentic Engineering https://soumyaranjansahoo.in/blog/mission-controller-not-typer https://soumyaranjansahoo.in/blog/mission-controller-not-typer Wed, 01 Jul 2026 00:00:00 GMT I went four days without writing a function by hand — and it was some of the most technical work I'd done in months. Here's what actually fills my day now that "coding" doesn't mean typing anymore. Agentic Engineering https://soumyaranjansahoo.in/blog/vibe-coding-vs-agentic-engineering https://soumyaranjansahoo.in/blog/vibe-coding-vs-agentic-engineering Tue, 30 Jun 2026 00:00:00 GMT Everyone calls themselves an "agentic engineer" now. Most are still vibe coding with extra steps. Here's the actual line between the two — and why I had to learn it the hard way rebuilding SYSLAB twice. Agentic Engineering https://soumyaranjansahoo.in/blog/single-agent-vs-multi-agent-ai-systems-what-i-learned-building-both https://soumyaranjansahoo.in/blog/single-agent-vs-multi-agent-ai-systems-what-i-learned-building-both Mon, 22 Jun 2026 00:00:00 GMT I rebuilt a single overloaded AI agent into a swarm of specialists and watched it get more resilient — and smarter. Here's why I think decomposed, cooperating agents beat one model trying to hold an entire problem in its head, and where the orchestration pain is real. Opinion https://soumyaranjansahoo.in/blog/ai-image-model-showdown https://soumyaranjansahoo.in/blog/ai-image-model-showdown Fri, 19 Jun 2026 00:00:00 GMT I ran one deliberately overloaded prompt through 6 AI image outputs and judged them blind on prompt adherence, anatomy, lighting, and storytelling. The winner wasn't the prettiest — it was the most coherent. Here's what actually separated a 79 from a 96. Experiments https://soumyaranjansahoo.in/blog/vibe-coded-app-security-disaster-31-point-checklist https://soumyaranjansahoo.in/blog/vibe-coded-app-security-disaster-31-point-checklist Fri, 12 Jun 2026 00:00:00 GMT AI coding tools let you ship full-stack apps overnight — but speed kills security. From JWTs in localStorage to wildcard CORS and exposed databases, vibe-coded apps are riddled with exploits. Here's a 31-point security checklist to audit and harden everything before it costs you. Security https://soumyaranjansahoo.in/blog/why-system-design-should-be-learned-through-simulation-not-just-theory https://soumyaranjansahoo.in/blog/why-system-design-should-be-learned-through-simulation-not-just-theory Sun, 31 May 2026 00:00:00 GMT Traditional system design learning relies heavily on articles and videos. Discover how simulation-based learning helps engineers understand scalability, reliability, and architecture trade-offs through hands-on experience. System Design