Companies
Long-term ambitions, with room to grow into something real.
The long viewSoftware × AI × Products
I’m Prathmesh Adsod, a software engineer and product builder. I work across AI, software, and creative technology to make useful ideas work better.
Long-term ambitions, with room to grow into something real.
The long viewIdeas in exploration. Useful things earn their public release.
What comes nextOriginal projects and experiments. The code tells the story.
Explore GitHubA home for the decisions, questions, and lessons along the way.
Notes & newsletterIn progress
I’m exploring where AI capability meets real engineering constraints—and where a thoughtful product can make the difference.
Memory, tools, evaluation, and clear boundaries. What helps an AI system do useful work you can actually inspect?
From an answer on a screen to a workflow that handles data, permissions, failures, and the next step.
Useful interfaces, honest states, and fewer unnecessary decisions. Complexity belongs in the engineering.
Selected public work
Projects exploring memory, evidence, and the space between a promising idea and a useful system.
All public repositoriesExecution memory for Agent Skills: scoped recall, run evidence, recovery paths, and invalidation for a query-regression workflow.
A dataset release-review workflow combining source context, measured checks, human approval, and hash-verifiable release evidence.
Off-grid solar design that normalizes web component inventory and checks panel, inverter, and battery combinations against electrical constraints.
How I contribute
LLM applications, retrieval, tool use, and memory—with explicit boundaries around what a model may decide.
APIs, structured data, durable workflows, and the architecture that turns an experiment into a dependable system.
The full path from a useful problem to a clear interface, with attention to usability, failure states, and evidence.
Exploring models and data through notebooks, evaluation, and small projects that make assumptions testable.
A principle I build by
“The same script can become a good film or a masterclass. The difference is execution. I build for the masterclass.”
The idea is a starting point. Architecture, judgment, simplicity, and thousands of small decisions determine what it becomes.
More about my approachThinking in public
Trade-offs, experiments, and the questions that change a project’s direction. A place to share them, when they’re worth sharing.
Writing & newsletterA little about me
I enjoy taking an ambiguous problem, finding what’s useful, and following it through to a working system. My interests span AI, backend engineering, applied machine learning, and thoughtful product design.
The longer introductionLet’s connect