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Understanding is the work

Notes on architecture in the age of coding agents: how teams read what they have, decide what should change, and verify what actually shipped.

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architectural diagram fading into fog on one side, with clear, labeled system connections emerging from the other — representing the gap between seeing a system and understanding it
Saturday, February 14, 2026
AI coding agents are shipping code faster than architects can comprehend it. New services, shifted boundaries, dependencies nobody explicitly decided on — your codebase on Monday isn't your codebase on Friday. The documentation gap just became a chasm, and diagram tools built for a slower world can't bridge it. Architecture needs to move from "help me illustrate what I know" to "help me understand what I don't.
Murali Ganta
Founder
The Unknowable Future, The Knowable Shift: The Refactoring of the Century Awaits
Thursday, September 4, 2025
Sequoia Capital identifies a $10 trillion services automation opportunity, but calls this the "steam engine moment"—the foundational AI technology exists, but we're still decades from systematic deployment. Early agent-first implementations show 40-85% efficiency gains, yet success requires architectural expertise concentrated among technical specialists. The companies that democratize this knowledge—making agent system design as accessible as ChatGPT—will become the Westinghouse of the cognitive revolution.
Murali Ganta
Founder
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No image
May 12, 2026

The decisions survive in the code. The reasoning dies in Slack.

Code preserves what was built. It does not preserve why. AI coding agents make this gap worse, not better - they read the artifact and not the input. The fix is not better diagrams or longer system prompts. It is keeping the reasoning alive next to the code it explains.

Murali Ganta
Founder
Dec 31, 2025

The Monolith vs Microservices Debate: What the Data Actually Says

Martin Fowler analyzed microservices adoption patterns and found something stark: almost all successful microservice stories started with a monolith that got too big. Almost all systems built as microservices from scratch ended up in serious trouble. Not "some." Almost all.

Murali Ganta
Founder
Why AI Creates Entirely New Software Categories
Sep 17, 2025

Why AI Creates Entirely New Software Categories

AI doesn't just improve existing software— it creates entirely new categories of problems that can be solved for the first time. Traditional enterprise tools were built for specialists. AI agents enable solutions accessible to everyone who needs them. The opportunity isn't "CRM but with AI." It's identifying professional services with no incumbent technology solution.

Murali Ganta
Founder
Sep 1, 2025

The Architect's Quiet Evolution: From Gatekeeper to Ecosystem Enabler

The software architecture community is undergoing a quiet revolution. Industry leaders report a fundamental shift from traditional "ivory tower" architects who control decisions from above, toward collaborative enablers who empower teams through coaching and guidance. This evolution isn't diminishing the architect's role—it's expanding their impact.

Murali Ganta
Founder
A visual workflow graph composed of typed agent nodes
Aug 11, 2025

Why we cut our agent-workflow builder: understanding the system came first

An engineering retrospective from 2025. We prototyped a type-safe agent-workflow builder, then cut it — because the harder question turned out to be the simpler one: what is actually in my system, and what will this change break?

Madhuri
Frontend Developer
No image
Aug 11, 2025

Everyone Is Becoming an Architect

AI made implementation cheap, so the bottleneck moved. The hard part is now deciding what should be built, how it fits the system you already have, and whether the result matched the intent — architectural judgment, increasingly done by people whose job title isn't architect.

Murali Ganta
Founder
A type-safe agent workflow graph built on LangGraph
Aug 10, 2025

LangGraph + our abstraction: building ProvenMap's architectural intelligence agents

How we built type safety, human-AI collaboration, and visual workflow authoring by putting an explicit input/output resolution layer on top of LangGraph's state annotations — and the patterns that made composable, type-safe workflows possible.

Murali Ganta
Founder
Architecture made readable for every role on the team
Aug 5, 2025

Introducing ProvenMap — architecture for everyone

AI democratised building software. Now it's time to democratise understanding it — why architectural understanding should reach business analysts, product managers and developers, not just architects.

Madhuri
Frontend Developer
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