Harsha Parisha
Founder & Lead Architect of Meter AI
Updated June 2026
Biography & AI Engineering Background
Harsha Parisha is a software engineer, technical architect, and developer tool builder. Specializing in browser extension security protocols, local-first data sandboxing, and Large Language Model utility layers, Harsha is the lead creator of Meter AI. Prior to building Meter AI, he designed local analytics dashboards and high-performance Web API connectors.
Areas of Expertise
Browser Extensions
Chrome MV3
AI Tooling
Prompt Engineering
AI Product Development
Local-first Architecture
Privacy Engineering
Web Performance
AI Search Optimization
LLM UX
Professional Focus & Open-Source Work
- Manifest V3 Security Protocols: Designing local-first browser extension environments that comply with safety criteria, restricting external script injections and outbound telemetries.
- Heuristic-Based Token Analysis: Formulating real-time local text estimators using lightweight token-to-character metrics to estimate context sequence windows without compute overhead.
- Local Data Sandboxing: Developing sync algorithms over browser memory loops (`chrome.storage.local`) that ensure data integrity and prevent network data transmission leakage.
Research Publications & Projects
Harsha actively conducts empirical studies and projects on developer interactions with AI systems, evaluating limit parameters and token behavior:
- Claude Session Limits & Usage Patterns: An Empirical Study — Explores dynamic rate limits and reset countdown timers.
- Context Window Decay & Prompt Size Latency Benchmarks — Investigates prompt token build-ups, API response latencies, and developer focus loss boundaries.
- AI Transparency Center — Detailed architectural disclosure and permission justification records.
Connect & Speaking
Follow Harsha's open-source projects, developer insights, and research presentations: