Software Architecture
Principles for systems that stay understandable under growth, operational pressure, and team change.
Read moreSoftware Architecture / AI Systems / Product Engineering
Prasad Vaidya
I help startups build products and write about software architecture, AI systems, product engineering, and the personal systems behind sustained technical craft. This is a working archive of notes, projects, experiments, and decision frameworks.
Currently Exploring
Systems across work, health, music, and entrepreneurship.
AI-native SaaS productsPersonal knowledge systemsLocal LLM workflowsSoftware architectureHealth transformationGuitar and music theoryEntrepreneurship
Technical Themes
Architecture, AI systems, and product engineering.
Writing Preview
Technical notes and decision frameworks.
Coming Soon
Selected Projects
Applied systems and experiments with practical architecture depth.
Agentic Email-to-Task Workflow with Reporting Dashboard
Live- Problem
- Important emails often contain tasks, commitments, and updates that never reach the project system cleanly.
- Why it matters
- A constrained workflow can reduce missed commitments while keeping humans in control of final task creation.
LLM classificationn8nNode.jsTypescriptReact
Local LLM / OpenClaw Experiments
Research and experimentation- Problem
- Local AI workflows are promising but constrained by model quality, hardware, tooling, and orchestration reliability.
- Why it matters
- Local models can enable private, low-cost, and offline workflows when the product design matches their constraints.
OpenClawLM StudioLocal GGUF modelsUbuntuTool calling
Music Learning Experiments
Concept- Problem
- Music practice can become unfocused when theory, technique, listening, and feedback are not connected.
- Why it matters
- Small learning tools can make deliberate practice more structured without removing the human feel of music.
LLMGPTAudio inputPitch detectionReact Native
Personal Knowledge Base
MVP- Problem
- Knowledge workers lose context across meetings, notes, screenshots, documents, and scattered task systems.
- Why it matters
- The product aims to reduce mental load by making past context searchable and useful at the moment of work.
LLM ClassificationOCRVoice Transcription
Life Systems
Personal work that supports professional depth.
Start Here
Read the architecture notes.
The writing archive is the center of this site: system design, AI workflows, product engineering, and practical technical judgment.