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Roy Avrahami

Projects

Things I've built.

Real pain. Real solutions. Tools and methodologies I actually wished existed — built in production environments and shared as open source where possible.

Live product · AI co-pilot

Backstage Copilot

A real-time meeting co-pilot for live video calls. A transparent overlay listens to the conversation, detects questions aimed at you, and retrieves grounded answers from your personal knowledge base — notes, CV, product specs — in ~320ms. On-device transcription, fully local: nothing leaves the machine. Built for sales demos, interviews, and customer escalations where the right answer a second too late is the wrong answer. Works across Zoom, Meet, and Teams; access is invite-based during early rollout.

  • On-device AI
  • Real-time
  • Privacy-first
  • LLM

Live product · AI job-discovery engine

Trevo.work

An AI-powered job-discovery engine for the Israeli tech market. Scans 500+ companies daily across LinkedIn, Comeet, and Workday tenants, deduplicates across sources, and ranks roles by personal fit using CV analysis and saved searches. Production system with daily collection, Telegram alerts, BYOK support (AES-256-GCM encrypted), and a Hebrew/English RTL dashboard. Privacy-first by design: CVs are never sold or used for commercial purposes, and every new user is manually approved.

  • AI Matching
  • Next.js
  • Claude Sonnet
  • SaaS

Production tool

Kubernetes RCA Agent

After a 2-hour production incident that could have been solved in minutes: an AI agent that connects to Kubernetes clusters, pulls relevant logs, analyzes tracebacks and events, and returns an automated root-cause hypothesis. Cut MTTR by ~80%.

  • Python
  • AI Agents
  • Kubernetes
  • MCP
Internal tooling

Open source · v1.0.1

WebSight Analyzer AI

Professional-grade AI-powered web analysis and test generation. Extracts elements, generates Playwright page objects, captures API traffic, runs accessibility analysis, and produces BDD step definitions. End-to-end QA acceleration.

  • Python
  • Playwright
  • AI/ML
  • MCP

Open source · agent

Quality Manager Intelligence Agent

Monitors 30+ curated sources — Anthropic, OpenAI, Hugging Face, Arxiv, GitHub Trending, Ministry of Testing — every six hours. Uses GPT to extract QA-relevant insights, detect trends, and deliver structured reports via email or Slack.

  • Python
  • OpenAI
  • Docker
  • SQLAlchemy

Open source · agent

PM Intelligence Agent

Autonomous agent scanning 30+ PM-relevant sources every six hours. Summarizes articles, groups content by theme, calculates trend momentum scores, discovers new sources, and alerts on high-impact trends. Signal over noise for PMs and tech leads.

  • Python
  • OpenAI
  • APScheduler
  • Docker

Methodology · AI governance

Living Rules File

AI governance methodology for engineering teams using Cursor, Copilot, Claude Code, or similar assistants. Solves the "new session, same mistakes" problem by converting recurring AI failures into version-controlled rules with CI enforcement.

  • AI Governance
  • CI/CD
  • pytest

IoT · 5G/LTE

RF Sensor Network Testing

Validation and data-integrity strategy for RF telemetry across 100+ distributed sensors on a 5G/LTE observability platform. Regression cycle restructured from four days to six hours via automation and CI pipeline redesign.

  • Python
  • IoT/RF
  • Network Testing

Collaborate

Want to use one of these?

Most of these are open source. If something here looks useful, fork it, file an issue, or get in touch — I'm happy to talk through how it fits your stack.