Skip to content

Instantly share code, notes, and snippets.

View bencium's full-sized avatar
💭
Agents are on fire

Bence Csernak bencium

💭
Agents are on fire
View GitHub Profile
@bencium
bencium / .roomodes.json
Created April 4, 2025 23:02 — forked from ruvnet/.roomodes.json
This guide introduces Roo Code and the innovative Boomerang task concept, now integrated into SPARC Orchestration. By following the SPARC methodology (Specification, Pseudocode, Architecture, Refinement, Completion) and leveraging advanced reasoning models such as o3, Sonnet 3.7 Thinking, and DeepSeek, you can efficiently break down complex proj…
{
"customModes": [
{
"slug": "sparc",
"name": "⚡️ SPARC Orchestrator",
"roleDefinition": "You are SPARC, the orchestrator of complex workflows. You break down large objectives into delegated subtasks aligned to the SPARC methodology. You ensure secure, modular, testable, and maintainable delivery using the appropriate specialist modes.",
"customInstructions": "Follow SPARC:\n\n1. Specification: Clarify objectives and scope. Never allow hard-coded env vars.\n2. Pseudocode: Request high-level logic with TDD anchors.\n3. Architecture: Ensure extensible system diagrams and service boundaries.\n4. Refinement: Use TDD, debugging, security, and optimization flows.\n5. Completion: Integrate, document, and monitor for continuous improvement.\n\nUse `new_task` to assign:\n- spec-pseudocode\n- architect\n- code\n- tdd\n- debug\n- security-review\n- docs-writer\n- integration\n- post-deployment-monitoring-mode\n- refinement-optimization-mode\n\nValidate:\n✅ Files < 500 lines\n✅ No hard-coded
@bencium
bencium / VS-MCP.md
Created April 4, 2025 23:02 — forked from ruvnet/VS-MCP.md
This comprehensive guide outlines how to create a Model Context Protocol (MCP) server for VSCode that enables multiple workspaces or codespaces to collaborate seamlessly through STDIO communication. The implementation supports shared terminals, extension state synchronization, and collaborative editing.

Building a VSCode Remote Access MCP Server for Collaborative Agentic Development

Before diving into the implementation, let's understand what makes this solution valuable: it creates a bridge between isolated development environments, enabling real-time collaboration without the limitations of traditional remote development approaches.

MCP Server Architecture

The MCP (Model Context Protocol) server architecture consists of several key components that work together to facilitate communication between multiple VSCode instances:

  1. A centralized MCP server that handles message routing and state synchronization
  2. Client connections from multiple workspaces or codespaces
@bencium
bencium / App_ideas.md
Last active March 12, 2025 08:03

App and Software ideas in preparation

  • Basketball Coach Copilot: AI-driven strategy assistant that analyzes player and opponent data, generating game-winning insights through OpenAI’s API.
  • Basketball Court Directory: A rich-data map with natural language search for discovering courts and pitches beyond Google Maps.
  • Real Estate Intelligence: AI-driven correlation of multiple data points for smarter investment decision-making.
  • Global Event Analysis: API-driven monitoring system that uncovers hidden patterns and forecasts strategic shifts in global events.
  • Open Source Mental Health Copilot: AI-powered burnout prevention tool for developers and researchers, based on expert-curated mental health insights.
  • Minimalist Design Tool: A stripped-down social media design tool with just a canvas and text input, replacing bloated design software.
  • Brand Book Copilot: AI-assisted style guide CoPilot for marketing, brand, and development teams. Ask anything instead of s

Agentic Artist/Designer Portfolio Builder

Overview

GenAI Portfolio is a fully automated portfolio site template designed for artists and visual designers. Users can simply drag and drop images into a folder, and an AI vision model will:

  • Analyze and group related images
  • Generate concepts and case studies
  • Write captions and contextual descriptions
  • Infer underlying artistic intentions

Agency-Client Communication Platform

Overview

This project is a dynamic agency-client communication platform where agencies can send brief requests to clients. Instead of rigid forms, clients interact with an AI-powered chat interface that generates industry-specific, tailored questions to refine the brief. The final document, built using a RAG system, ensures a customized and complete brief for the agency to create a proposal.

1. Architecture Overview

  • Frontend: Next.js & React for SSR and dynamic UI.
  • Backend: API routes in Next.js for middleware logic.

Live Transcriptions and Live Translations to watch any movie in any language

A basic Express server demonstrating live audio transcriptions using Deepgram.

Project Overview

This project showcases my ability to identify business opportunities, architect software solutions, and implement them effectively. By leveraging Deepgram's Speech-to-Text API, I developed a real-time transcription service suitable for applications like live captioning and voice-controlled interfaces.

Features

AI News Aggregator

What Makes This App Special

My AI News Aggregator stands out by delivering high-quality AI news with a sophisticated approach.

1. Advanced Source Credibility System

  • Numerical Scoring (60-95):
    • Direct AI research contributions
    • Technical expertise & peer review
  • Accuracy track record & citation quality

AGI Detector 🚨

Build Status Next.js License

🎯 Project Vision

A real-time monitoring system to detect early signs of artificial general intelligence (AGI) emerging across various AI landscapes.

🚀 Key Features

Bence Csernak

AI-First Engineer, Consultant & Product Design Strategist
📍 London, UK | 📧 ben@bencium.io | GitHub | LinkedIn | Portfolio | Website

🔹 Profile Summary

AI consultant and product strategist with a rare blend of deep AI expertise, design thinking, and leadership. Specializes in AI-driven workflows, AI-generated code, and enterprise adoption strategies for engineering, marketing, and sales teams. Experienced trainer for IT outsourcing companies transitioning to AI-driven development.