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ModernOps888/README.md

Hey, I'm ModernOps888 πŸ‘‹

AI Systems Architect Β· Language Designer Β· Open-Source Engineer

The Forge Vitalis MCPlex AgentLens Free Tools Consulting


🧬 What I Build (Open Source)

I design and build autonomous AI systems, developer tooling, compiler backends, and multi-agent platforms that push the boundaries of software engineering. High-performance production code across Rust, TypeScript, Python, and C++.

Project Category Stack Description
⚑ MCPlex Agent Infrastructure Rust Β· Tokio Β· Axum The MCP Smart Gateway β€” Semantic tool routing (70–90% token savings), RBAC guardrails, Prometheus metrics, and multi-model support
πŸ” AgentLens Observability TypeScript Β· React 19 Β· Next.js Chrome DevTools for AI Agents β€” Time-travel debugging, real-time per-model token & cost tracking, anomaly detection, MCP-native
πŸ”₯ The Forge Code Evolution Python Β· Vitalis JIT Β· Multi-LLM Multi-Agent Code Evolution β€” 4 LLMs compete head-to-head in an arena, judged by a JIT compiler and bred across generations
πŸ¦€ Vitalis Compilers & Languages Rust Β· Cranelift JIT + AOT Custom self-evolving compiled language β€” 345 modules, 6,742 tests, native x86-64, ARM64, and RISC-V execution
🧠 Gestalt Blueprint Cognitive Systems Python Β· FastAPI Β· Multi-GPU Cognitive Architecture & Blueprint Engine β€” Cross-platform multi-GPU hardware profiling, dynamic VRAM fit, local SLM
πŸ† Neuromantix ARC-AGI-3 Neuro-Symbolic AI Python Β· SMT Β· Z3 Β· AST 88.0% Verified Win Rate (22/25 Games Won) on ARC-AGI-3 with bit-exact deterministic replay
πŸ“Š Neuromantix LiveBench AI Benchmarking Python Β· Symbolic Engines Official LiveBench submission: 97.0% Reasoning, 100% Data Analysis, 81% Math
✨ Humaniser Privacy & NLP Vanilla JS · Web APIs Zero-dependency AI writing humaniser with multi-provider Deep Rewrite (OpenAI, Gemini, Claude, DeepSeek)
πŸ“ˆ Infinity Signal Quant Systems Next.js Β· TypeScript Professional-grade multi-indicator trading dashboard (15 indicators, 33 instruments, 4 timeframes)
πŸ›‘οΈ Infinity Security IAM & Zero-Trust Rust Β· Axum Β· OIDC Open-source, Rust-native replacements for SaaS β€” Infinity ID secure IAM (OIDC/OAuth2, MFA, RBAC) + edge gateway

πŸ— Flagship Open-Source Projects

⚑ MCPlex β€” The Model Context Protocol Smart Gateway

MCPlex Repo

A high-throughput, asynchronous gateway for the Model Context Protocol (MCP) written in Rust. MCPlex acts as an intelligent intermediary between autonomous AI agents and dozens of MCP tool servers.

🎯 Semantic Routing Dynamic vector-based tool selection saving 70–90% in prompt token overhead per agent turn

πŸ”’ RBAC Guardrails Fine-grained authorization, tool execution policies, and dangerous argument sanitization

πŸ“Š Observability Prometheus metrics, latency histograms, and structured JSON audit logs for enterprise runs

⚑ Rust-Native Speed Sub-millisecond routing overhead built on Tokio async runtime and Axum web framework

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚   AI Agent (Claude / GPT-4o / Gemini / Local SLM / Cursor)  β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                               β”‚ MCP Request (JSON-RPC)
                               β–Ό
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚                 ⚑ MCPlex Smart Gateway                     β”‚
β”‚  β€’ Token Optimizer  β€’ RBAC Guardrails  β€’ Prometheus Monitor β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
               β–Ό               β–Ό               β–Ό
      [ Local Filesystem ]  [ PostgreSQL ]  [ GitHub / Slack ]

πŸ” AgentLens β€” Chrome DevTools for AI Agents

AgentLens Repo

An interactive developer cockpit and observability suite designed specifically for agentic LLM architectures. Inspect multi-turn agent execution loops, track per-model token expenditure in real time, and debug tool-calling incidents.

Key Features

  • Time-Travel Debugging β€” Step backwards and forwards through multi-agent turns
  • Cost & Token Telemetry β€” Real-time tracking across 60+ frontier AI models
  • Tool-Call Inspection β€” Full argument validation, return payload diffs, and error detection
  • MCP-Native β€” Direct integration with Model Context Protocol servers and clients
  • Modern Stack β€” Next.js 15, React 19, Tailwind CSS, TypeScript

Observability Panels

  • πŸ•ΉοΈ Live Turn Ledger β€” Chronological feed of thoughts, tool calls, and results
  • πŸ’° FinOps Monitor β€” Input, cached input (90% discount), and output cost breakdown
  • 🚨 Incident Watch β€” Intercepted failures, infinite-loop detection, timeout alerts
  • πŸ“¦ Payload Exporter β€” Export sanitized session transcripts for automated test suites

πŸ”₯ The Forge β€” Multi-Agent Code Evolution Arena

The Forge Repo

An open-source multi-agent code evolution platform where 4 distinct LLMs compete in an arena to generate, optimize, and evolve algorithmic implementations. Solutions are judged by an automated JIT compiler test suite and bred across generations using genetic algorithms.

Evolutionary Workflow

  1. Arena Challenge β€” An optimization target is dispatched to competing LLMs
  2. JIT Execution Judge β€” Compiles and benches each candidate against strict test suites
  3. Fitness Scoring β€” Measures runtime latency, memory footprint, and code conciseness
  4. Genetic Breeding β€” High-fitness ASTs are recombined and mutated for the next generation
  5. Pareto Frontier β€” Surfaces optimal speed-memory-readability trade-offs

Engine Highlights

  • Multi-LLM Support β€” Anthropic Claude, OpenAI, Google Gemini, and local Ollama models
  • Strict Sandboxing β€” Capability-restricted execution jail preventing unsafe operations
  • Algorithmic Benchmarking β€” Sorting, string matching, graph traversal, and numerical solvers
  • Interactive Terminal UI β€” Live generational leaderboards and fitness curve visualizations

🧬 Vitalis β€” The Self-Evolving Programming Language

Vitalis Repo

A compiled programming language built from scratch in Rust that generates native machine code via Cranelift JIT and AOT. Features an integrated code evolution engine, static effect system, and lifetime analysis. Cross-compiles to x86-64, AArch64 (ARM64), and RISC-V 64.

Source (.sl) β†’ Lexer β†’ Parser β†’ AST β†’ Type Checker β†’ SSA IR β†’ Optimize β†’ Cranelift β†’ Native Binary
                                                                                     ↕
                                                                          C FFI & Python Bridge

Compiler Pipeline

  • Lexer β€” Logos-based zero-copy tokenizer, 127 token variants
  • Parser β€” Recursive-descent + Pratt, typed AST with 27 nodes
  • Type Checker β€” Two-pass with scope chains, lifetime analysis
  • IR β€” SSA-form with ~30 instruction variants
  • Optimizer β€” Constant folding, DCE, strength reduction, predictive JIT
  • Codegen β€” Cranelift JIT + AOT β†’ native x86-64, AArch64, RISC-V

Runtime Features

  • Evolution Engine β€” @evolvable functions, fitness tracking, auto-rollback
  • SIMD β€” AVX2 F64Γ—4 vectorization (15 ops, ~4Γ— throughput)
  • Effect System β€” Static capability types, algebraic effects
  • Lifetime Analysis β€” Region-based borrow scopes, outlives constraints
  • Hot Reload β€” File watching, incremental recompilation
  • Zero LLVM Dependency β€” Fast compilation and minimal footprint

🧠 Gestalt Blueprint β€” Cognitive Architecture Engine

Gestalt Blueprint Repo

Cross-platform multi-GPU hardware profiling, factual VRAM model fitting, and local small-language-model (SLM) synthesis. Dynamically allocates cognitive tasks across available compute tiers (discrete GPUs, Apple Silicon Unified Memory, and CPU fallbacks).


πŸ› οΈ Free Developer Tools & Ecosystem (infinitytechstack.uk)

A suite of 10+ production-grade developer tools, interactive academies, and platform extensions β€” completely free, no sign-up required.

Free Developer Tools

  • β¬’ Prompt Studio β€” 60-model prompt engineering sandbox, simulator & MCP builder
  • ⬑ Forge SEO β€” Meta tags & SERP snippet generator
  • β—ˆ ResumeForge β€” AI-powered developer resume builder with role tailoring
  • βŽ” SchemaForge β€” JSON-LD structured data generator
  • β–³ JSONForge β€” JSON formatter, validator, and diff tool
  • β—‡ ColorForge β€” UI color palette & contrast generator
  • β—ˆ ReadmeForge β€” GitHub README.md profile generator
  • β—‡ CostForge β€” LLM API cost comparison calculator
  • ⬑ PropValuer β€” Property valuation & rental yield calculation engine
  • ✨ Humaniser β€” Zero-dependency text humanisation tool

Interactive Academies & Resources

  • πŸŽ“ Claude Academy β€” Master Anthropic prompting, tool use & extended thinking
  • βš™οΈ MCP Academy β€” Master the Model Context Protocol architecture & servers
  • πŸ€– Agents Academy β€” Build autonomous multi-agent orchestration
  • ⚑ OpenAI Academy β€” Master OpenAI o3/o1 reasoning & function calling
  • πŸ’» Cursor Academy β€” Master Composer agent mode, rules & tab autocomplete
  • πŸ¦€ Rust Academy β€” Systems engineering, memory layout & async programming
  • πŸ›‘οΈ EU AI Act Hub β€” Regulatory compliance & scope checker
  • πŸ› οΈ Claude Toolkit β€” Copy-paste configs for IDEs

πŸ›  Tech Stack

Languages

AI & ML

Cloud & DevOps

Security

Admin

Rust Python TypeScript JavaScript C++ C# Go SQL Bash PowerShell

OpenAI Claude Gemini MCP Ollama HuggingFace LangChain FAISS PyTorch Cursor

Azure AWS Docker Kubernetes Vercel GitHub Actions Terraform Prometheus Grafana Nginx

CyberSec OWASP Sentinel Defender Intune Entra ID SIEM ZeroTrust

M365 Exchange SharePoint Teams Power Platform Active Directory Graph API


🎯 Current Focus

  • ⚑ Expanding MCPlex smart gateway with dynamic semantic routing and vector tool-indexing
  • πŸ” Advancing AgentLens for deep inspection and real-time cost tracking of autonomous multi-agent runtimes
  • 🧬 Vitalis compiler cross-compilation (x86_64, AArch64, RISC-V) and self-hosted bootstrap pipeline
  • πŸ€– Scaling multi-agent code evolution and Pareto consensus in The Forge
  • πŸ›‘οΈ Open-source zero-trust security architectures, IAM, and AI agent guardrails

⚑ Consulting & Services

πŸ”’ AI Security Audits Threat modelling, prompt injection defence, model supply-chain review

from Β£350

πŸ—οΈ Architecture Advisory System design for autonomous AI, multi-agent pipelines, Rust toolchains

Β£400 / hr

⚑ Custom Toolchain Builds Compilers, JIT engines, FFI bridges, SIMD-accelerated libraries

Scoped quote

πŸ›‘οΈ M365 & Zero Trust Entra ID, Intune, Defender, Purview, Sentinel β€” full stack hardening

Scoped quote

Book a Session


Tech Stack

Building systems that build themselves.

100% Open-Source Focus Β· Rust Β· Python Β· TypeScript Β· C++ Β· Model Context Protocol (MCP)

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