Kushagra Golash howdoiusekeyboard

Kushagra Golash

_{↳ howdoiusekeyboard · the operative who can't find the any key}

▶ CURRENT OPERATION

Shipping cross-platform haptics for the mobile web · researching graph traversal for academic citation networks · maintaining MCP servers that enforce writing quality.

Want to know what I'm shipping next?

Ducati → WebRTC realtime audio pipeline (hands-free voice-advisor mode)

graphlit-expansion → real-time inference layer + GraphQL endpoint

TrueVoice-MCP v2 → expanded slop taxonomy + tone fingerprinting

indian-address-parser → Hindi-only fine-tune + Devanagari edge cases

@haptics/core v2 → Web Audio API fallback for older iOS

PROJECTS

· AI / MCP

MCP server that detects AI slop and enforces human-style writing rules.

Dual transport (stdio + HTTP), one-click install across Claude Desktop, Cursor, VS Code, Claude Code. Scoring across utility, style, and structure dimensions.

TypeScript · MCP SDK · Zod · Vercel

AI purchase advisor grounded in your real financial profile.

Gemini Flash Lite vision scoring on Next.js 16 with Firebase 12 persistence. Hands-free voice-advisor mode in flight — WebRTC pipeline for real-time audio with OpenAI Realtime currently being wired.

Next.js 16 · Gemini Flash Lite · Firebase 12 · OpenAI Realtime · WebRTC · TypeScript

· Graph / Backend

Academic citation graph expansion + hybrid recommender over OpenAlex and Neo4j.

Idempotent BFS through 1,000-paper expansions in 20-40 min · Louvain communities + PageRank + 4-component hybrid recommender (citation overlap × topic affinity × author collaboration × velocity, 30/25/25/20 weighted) · 50 parallel fetches, 80 req/s · 895 papers indexed across 8 communities · time-decayed personalised feeds with cold-start fallback.

Python 3.14 · Neo4j 6.1 · FastAPI · Pydantic · Louvain · PageRank

↗ Live Demo

· Hardware / Web

Cross-platform haptic feedback library that finally makes iOS Safari vibrate.

Unifies mobile-web vibration across iOS (the checkbox-switch workaround for Safari 17.4+) and Android navigator.vibrate() · framework-agnostic core plus typed bindings for React, Vue 3, Svelte 5 · 7 built-in presets (selection, impact, success, warning, error) · respects prefers-reduced-motion · capture-phase listeners preserve native gestures · desktop silent no-op.

TypeScript · React · Vue 3 · Svelte 5 · iOS Safari 17.4+

npm: @haptics/core v1.0.0

· ML / NLP

Fine-tuned IndicBERTv2-SS + CRF that decomposes messy Indian addresses into 15 structured entities.

94.3% F1 on test set (most entities >95%) · ~25 ms avg inference, <30 ms p99 · Hindi (Devanagari) + English support · gazetteer-refined transliteration · packaged as a pip-installable library with FastAPI service and Gradio demo on Google Cloud Run.

PyTorch · IndicBERTv2-SS · CRF layer · FastAPI · Cloud Run

↗ Live Demo