Essay · AI Stack
Agents vs Skills vs MCP
A pragmatic framework for deciding how orchestration, knowledge, and integration layers work together in 2025, including real architecture diagrams and ready-to-use configurations.
Sowmya Raghunathan
Engineering & Architecture Leadership | AI Strategist | Author
I build large software systems and spend most days observing how technology, people, and incentives collide in the messy real world. I care about clarity, first principles, strong design patterns, and decisions that hold up under pressure. I'm drawn to the quiet work of understanding a problem fully, asking uncomfortable context questions, and staying with the complexity until the story makes sense.
Outside of work, I'm a mother, a lifelong learner, and a partner. I have a loving husband who inspires me and guides me, both in technology and in life. Together, we think deeply, challenge assumptions, and keep each other grounded while navigating ambition, responsibility, and care.
This website is where I write. Essays, notes, and working logs about systems, leadership, AI, modernization, execution, learning, and the human side of building things. The writing here is not marketing and not performance. It's thinking in public. Clear when possible. Honest when not.
This site also runs alongside the BVDLC book that Jarvis and I are finishing, so you'll find field notes, arguments, and lessons that later evolve into more formal work at bvdlc.ai.
Now Writing
A practical framework for AI-era software delivery. Six accountable phases, context-first architecture, and the discipline to ship things that matter. Co-authored with Jarvis.
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Essay · AI Stack
A pragmatic framework for deciding how orchestration, knowledge, and integration layers work together in 2025, including real architecture diagrams and ready-to-use configurations.
Framework · Leadership
How I run the first 72 hours of any modernization effort - problem definition, success metrics, ROI, and risk before a single line of code is written.
Essay · Context Systems
Why the best AI practitioners act like context architects - designing reusable instruction stacks instead of chasing clever prompts.
Guide · Claude Code
Step-by-step instructions for writing reusable SKILL.md files, optional folder structure, and the five skills worth building this week.
Book · Frameworks
Field notes from the book I am co-writing with Jarvis: why AI era delivery needs six accountable phases, how the context folder works, and where bvdlc.ai fits.
Long-form
Structured arguments, annotated diagrams, and decisions tested against messy constraints.
AI Stack
Field notes from building AI-assisted development workflows, with decision criteria, architecture layers, and templates ready for production systems.
Frameworks
A step-by-step playbook for defining business context, success metrics, investment theses, and risks before teams start shipping.
Context Systems
The mindset shift from clever prompts to reusable context stacks that make AI work trustworthy and compounding.
A no-nonsense walkthrough for capturing your preferences in SKILL.md files so Claude stays consistent.
Short notes
Building a scorecard for architectural cleanups so leadership sees compounding value instead of invisible toil.
Teams want to skip the context work, so we run short daily standups during Phase 0: alignment, metrics, blockers, sign-off. Keeps the urgency without losing rigor.
Replaced “prompt reviews” with “context reviews.” Once a month we prune anchors, templates, and examples - treating them like code.
Part III pilot kit plus the context folder template now live on bvdlc.ai/resources. The new landing page here points to the same source, so docs only move in one place.
Themes
Design patterns, integration scars, modernization playbooks.
Trust, incentives, meetings that matter, unglamorous execution.
Pairing with copilots, evaluation criteria, production guardrails.
Small bets, reflection prompts, routines that survive real life.
Balancing care work with leadership without pretending it’s easy.
Slow progress logs, what I’m reading, how I reset.
Archive