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Autonomous AI Agent for Telemetry Root Cause Analysis (RCA): Designed and built an intelligent diagnostic agent using Python, FastAPI, and agentic workflows to autonomously analyze distributed system logs and telemetry data during service incidents. The system maps microservice dependencies to trace cascading failures, filters out alert noise, and isolates the true failure origin node in seconds. By translating raw telemetry and service graphs into concise, actionable post-mortem summaries, it significantly cuts Mean Time to Resolution (MTTR) and automates complex incident triage without requiring manual log sifting.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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the dotted agent map looks so good
Check This...
Another productive day — this time showcasing my Hand Gesture Mouse Control project. A Python-based computer vision project that lets you control your computer mouse using hand gestures in real time.
👆 Index finger → Move the cursor
👌 Pinch index + middle finger → Click
Built...
I just open-sourced my Contra MCP Starter Toolkit ⚡
Contra now has a native Model Context Protocol server, which means MCP-compatible AI agents can work directly with your Contra account — profile, services, portfolio, proposals, projects, invoices and more.
The problem: getting a coding agent properly connected still involves OAuth, PKCE, token refresh, MCP configuration and making sure the agent respects Contra’s prepare → confirm workflow.
So I packaged the setup I was using into an open-source starter kit:
What’s inside:
• One-command OAuth setup — run npm run auth, authorize Contra in the browser, and the local callback handles PKCE and token exchange.
• Zero dependencies — native Node.js 18+ only: fetch, crypto, http and fs.
• Automatic token refresh — the client catches expired sessions, refreshes the access token and retries the MCP request.
• Safe agent workflows — instructions for Cursor, Google Antigravity, Claude Code and Windsurf built around Contra’s native prepare → confirm protocol, including a full before/after review before any live mutation.
• Zero-code AI mode — copy-paste prompts for inspecting your Contra account, restructuring services, updating your profile and publishing portfolio case studies without writing JavaScript yourself.
• Content-as-Code templates — Markdown blueprints for profile positioning, flagship services, pricing, FAQs and structured case studies.
The interesting part for me isn’t just Contra.
It’s the workflow: your professional profile becomes something an AI coding agent can inspect, reason about and maintain through structured tools — while you keep final approval over every write.
If you use Contra + Cursor / Claude Code / Antigravity / Windsurf, try it and tell me what’s missing.
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