One Engineer • 360K Lines of Code

Elite AI Academies &
HARNESS Pure-Rust Engine.

Master AI development across 13 interactive academies. Explore HARNESS (frontier pure-Rust inference engine running 70B models on 8GB consumer VRAM) alongside 10+ free developer tools.

⬡Rust◈CUDA△TypeScript◇Next.js⎔WebGL
0Free Academies
0EU AI Act Hub
0+Lessons & Labs
0+Quizzes
0K+Lines of Code
RUSTCRANELIFTCUDAWEBGLSIMDWASMFASTAPINEXT.JSSERVICE OPSMCPSLORUNBOOKSCONSCIOUSNESSJITAOTNEUROMORPHICRUSTCRANELIFTCUDAWEBGLSIMDWASMFASTAPINEXT.JSSERVICE OPSMCPSLORUNBOOKSCONSCIOUSNESSJITAOTNEUROMORPHIC
01 · LEARN · BUILD · SHIP
// 13 FREE INTERACTIVE ACADEMIES

Master Gemini, OpenAI, Azure & Claude

Hands-on courses, labs, and quizzes built to match real search intent. Free with no sign-up, saved directly in your browser.

FREE

Zero to Hero Guide

Start Here

→

Absolute beginner? Learn to set up VS Code, Python, and local AI models. Guaranteed to write your first simple app right away.

Absolute BeginnerSetupPython
FREE

Vertex AI Academy

New

→

Free Google Cloud AI course covering Vertex AI, Gemini, context caching, grounding, and Agent Builder.

Vertex AIGeminiGoogle Cloud
FREE

OpenAI Academy

New

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Free interactive course to master ChatGPT, Custom GPTs, Responses API, Agents SDK, and reasoning models.

OpenAIChatGPTAPI
FREE

Azure Foundry Academy

New

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Free Microsoft AI Foundry course covering model catalog, AI agents, RAG, safety, and enterprise deployment.

Azure AIFoundryMicrosoft
FREE

AWS Bedrock Academy

New

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Free Amazon Bedrock course covering Runtime, Converse API, Guardrails, Knowledge Bases, Agents, and production AI operations.

AWSBedrockEnterprise AI
FREE

Cursor Academy

New

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Free Cursor AI course for Composer, Agent Mode, MCP, rules, and advanced AI coding workflows.

CursorComposerAgent Mode
FREE

Claude Academy

Most Popular

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Free Claude AI course with hands-on labs, prompt engineering, API, MCP, and 42 quizzes.

Claude AILearning GamePrompt Engineering
FREE

MCP Academy

2025 Standard

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Free Model Context Protocol course to build servers, clients, tools, and secure integrations.

MCPServersToolsIntegration
FREE

Agents Academy

Hot

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Free AI agents course for autonomous systems, multi-agent orchestration, tools, memory, and safety.

AI AgentsOrchestrationAutonomous
FREE

Open Source AI Academy

New

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Free open-source AI course covering llama.cpp, vLLM, Ollama, quantization, LoRA, and MLOps.

llama.cppvLLMOpen Source
FREE

Copilot Academy

Popular

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Master Microsoft Copilot Studio, Cowork, M365 Copilot, Purview AI Shield & Power Platform.

Copilot StudioM365 CopilotCoworkPower Platform
FREE

Inference & Harness Academy

New

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Free 18-module course covering custom Rust inference engines, GitHub Copilot runtime architecture, interference engineering, DeepSeek MLA & continuous batching.

InferenceRustCopilot Runtime
FREE

Rust Systems & AI Academy

New

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Free 20-module masterclass covering memory invariants, Cranelift JIT, bare-metal kernels, Void LLM & direct NVIDIA CUDA with cudarc.

RustCUDACompilersBare-Metal
02 · OPEN SOURCE ON GITHUB & SYSTEMS
// CLONE · RUN · BUILD ON · MIT & APACHE-2.0 · FROM-SCRATCH RUST

Open Source on GitHub & Systems

Public repositories and foundational systems built from scratch: pure-Rust inference engines, anti-sycophancy gateways, self-hosting compilers, CUDA LLM trainers, bare-metal OS kernels, and MCP tooling.

OPEN SOURCE · LIVE

Project SPINE

33-Vertebrae Anti-Sycophancy & Reality Gateway

→
33/33 Vertebrae<0.2 µs Lexical43/43 Rust Tests

Biological-cybernetic 33-vertebrae reality gateway in pure Rust. Eliminates LLM sycophancy, flattery traps, and unearned apologies (Thoracic Invariant T1) with <0.2 µs Aho-Corasick lexical scanning, two-phase streaming tail sanitization, and CoT ReasoningDemuxer.

RustAnti-SycophancyMCP NativeReact 19MIT
Launch Live Showcase →
OPEN SOURCE · LIVE

ChronoFact

Epistemic AI Backbone & Token Optimization Engine

→
>82% Token Slash<20 ms NLI0 Leak Tokens

Native Rust 4-pillar engine for autonomous agents. Prunes 81.8% to 90.9% of prompt tool schemas via unigram cosine similarity, intercepts weight freeze cutoff drift in <5ms, and gates semantic memory with a strict 0.72 threshold (0 leaked tokens). Native MCP server with live React 19 cockpit.

RustMCP NativeToken OptimizerReact 19MIT
Launch Live Showcase →
OPEN SOURCE · LIVE

PulseBridge

Universal Mobile AI IDE Companion & Telemetry Bridge

→
<15 ms Latency60 FPS GDI18 MB RAM

High-precision, low-latency mobile companion for Google Antigravity, Cursor AI, and VS Code. Real-time desktop streaming via Windows GDI, touch-drag mouse wheel scrolling, live multi-project folder inspection (depth-2 tree), 7–30d recency filtering, zero-trust token persistence, and bidirectional prompt injection over 4G & Wi-Fi.

RustAxum 0.7React 19Win32 GDIZero-TrustMIT
Launch Live Showcase →
OPEN SOURCE

HARNESS Engine

Pure-Rust LLM Inference & Bio-SNN Runtime

↗
11 Rust Crates178 tok/s74% Sparsity

Frontier LLM inference engine in pure Rust (11 crates). Runs 70B models on 8GB consumer VRAM via temporal ping-pong DMA layer streaming, 74% FLOP sparsity with LIF Spiking Attention, Apple Silicon UMA zero-copy, and DFA constrained decoding.

RustInference70B StreamBio-SNNMIT
View on GitHub →
OPEN SOURCE

Vitalis

AI-Native Self-Hosting Compiler

↗
345 Modules207K+ LOC1,723 Builtins

Compiled language built from scratch in Rust with Cranelift JIT + AOT, Hindley-Milner type inference, SIMD vectorisation, and self-hosting (compiles itself).

RustCraneliftCompilerSelf-Hosting
View on GitHub →
PAGE SHOWCASE

Void LLM

From-Scratch LLM Training & CUDA Engine

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303M Params41K+ LOC11 CUDA Kernels

Custom transformer training and inference engine built from scratch in Rust with 11 hand-written CUDA kernels, 5 model configurations (5M to 3B parameters), and a 12-mutation self-evolution engine.

RustCUDALLM Engine7,800+ tok/s
Page Showcase →
PAGE SHOWCASE

Freedom OS

Bare-Metal x86_64 OS Kernel from Scratch

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30 Modules8,777+ LOC0 Dependencies

Zero-dependency x86_64 bare-metal operating system kernel in Rust featuring a virtio-net driver, in-kernel TCP/IP stack, text-mode web browser, GUI window compositor, and NexusCode IDE.

Rustx86_64TCP/IPBare-Metal
Page Showcase →
OPEN SOURCE

The Forge

Multi-Agent Code Evolution Platform

↗
Multi-Model ArenaVitalis JIT JudgeFail-Closed

Claude, GPT, Gemini and local models compete to solve coding challenges; the Vitalis JIT compiler judges by compiling and benchmarking the results, and evolutionary selection breeds the winners. Hardened for local use: key auth, path jailing, budget gates and fail-closed self-improvement.

PythonRust JITMulti-AgentMIT
View on GitHub →
OPEN SOURCE

MCPlex Gateway

Security-First MCP Smart Gateway

↗
Rust v0.7.170–90% Token SaveRBAC & Audit

Open-source MCP smart gateway in Rust (v0.7.1) with security by design, constant-time auth, server-verified RBAC role binding, strict input validation, redacted audit logs, semantic tool routing (70–90% token savings) and an optionally-authenticated live security dashboard. Plugs into VS Code, Claude & Cursor.

RustMCP GatewaySecurityRBACMIT
View on GitHub →
OPEN SOURCE

AgentLens

Chrome DevTools for AI Agents

↗
Time-Travel DebugCost TelemetryMCP-Native

Time-travel debugging, cost tracking and anomaly detection for multi-agent LLM workflows. MCP-native, built in TypeScript.

TypeScriptMCP-nativeDevToolsMIT
View on GitHub →
OPEN SOURCE

Humaniser

Open-Source AI Text Humanizer

↗
Perplexity SmoothBurstiness EngineMIT License

Open-source AI text humanization & voice transformer engine. Perturbates mechanical n-gram clichés, injects sentence burstiness, and smooths perplexity distributions to bypass AI detectors.

PythonAI HumanizerDetector BypassMIT
View on GitHub →
OPEN SOURCE

Infinity Service Ops

Sovereign ServiceNow Alternative

↗
Rust ITSM + CMDB<1ms Edge APIApache-2.0

Security-first, Rust-native service operations platform covering ITSM, CMDB/service graph, ITOM ingestion, SecOps, a workflow engine, and auditable AI. Own your critical-systems data.

RustITSMCMDBSecOpsApache-2.0
View on GitHub →
03 · FLAGSHIP PLATFORMS & COMMERCIAL SAAS
// FLAGSHIP COMMERCIAL SAAS · SOVEREIGN INFRASTRUCTURE · RUST

Flagship Platforms & Commercial SaaS

Production commercial SaaS, EU AI Act regulatory intelligence, sovereign service operations, air-gapped enterprise appliances, and principal AI advisory.

COMMERCIAL SAAS · LIVE

PropValuer Pro

Surveyors & Estate Agents PropTech SaaS

→
<0ms Valuation
0%% HM Registry
0-ClickClick PDF
  • ▸Instant UK property valuation running in <1ms with Landlord Delusion Index
  • ▸Verified HM Land Registry comparable sales & EPC floor-area calibration
  • ▸White-label RICS-style client PDF valuation dossiers generated in one click
PropTechUK ValuationHM Land RegistryCommercial SaaS
COMPLIANCE INTELLIGENCE

EU AI Act Hub

UK & EU Regulatory Governance Platform

→
0Articles
0MM € Max Fine
0Risk Tiers
  • ▸Interactive UK-vs-EU extraterritorial scope & high-risk classification checker
  • ▸Article 113 enforcement timeline, GPAI systemic obligations & penalty calculator
  • ▸Annex IV technical documentation & enterprise conformity assessment matrices
EU AI ActUK GovernanceGPAICompliance
OPEN-SOURCE INFRA

Infinity Security Stack

Pure-Rust Enterprise Cloud Infrastructure

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0Rust Services
<0MB Footprint
0SaaS Lock-In
  • ▸Four Rust-native binaries replacing Auth0, Datadog, Pinecone, and Kafka
  • ▸Infinity ID (OIDC/MFA), Observe (logs/traces), Data (HNSW), and Stream (BM25)
  • ▸Auditable single-binary deployments with zero per-seat or per-GB SaaS tax
RustOIDCObservabilityVector DBApache-2.0
SOVEREIGN SERVICE OPS

Infinity Service Ops

Sovereign ServiceNow Alternative

→
<0ms Edge API
0Core Engines
0%% Auditable
  • ▸Security-first enterprise platform for ITSM, CMDB service graph & ITOM ingestion
  • ▸Automated SecOps incident response playbooks with auditable AI agent workflows
  • ▸Sub-millisecond Rust edge runtime with full on-premise data sovereignty
RustITSMCMDBSecOpsEnterprise
SOVEREIGN AI

Sovereign Agent

Air-Gapped Enterprise AI Appliance

→
0Cloud Egress
0%% Air-Gapped
0BB Local Model
  • ▸On-premise autonomous AI agent runtime with zero external data telemetry
  • ▸Hardware-enforced policy boundaries, RBAC tool sandboxing & cryptographic logs
  • ▸Powered by HARNESS pure-Rust inference running 70B models on local hardware
Air-GappedEnterprise AIZero EgressRust
ENTERPRISE ADVISORY

AI Audits & Advisory

Enterprise AI Governance & Systems Architecture

→
0K+K+ LOC Built
0AI Academies
0%% Principal
  • ▸Principal-level architecture reviews, LLM red-teaming & sycophancy audits
  • ▸EU AI Act high-risk readiness assessments & sovereign Rust migration roadmaps
  • ▸Direct engagement with Bart Chmiel — zero agency overhead or junior handoffs
AI AuditsArchitectureRed-TeamingAdvisory
04 · INFINITY SECURITY STACK
05 · FAQ
// FREQUENTLY ASKED QUESTIONS

Questions, Answered

What is Infinity Tech Stack?+

Infinity Tech Stack is an independent AI research and software portfolio by Bart Chmiel. It includes 13 free AI academies, 10+ free developer tools, and from-scratch systems research: Neuromantix AGI, the Vitalis compiler, the Void LLM engine, Freedom OS and the Infinity Security Stack.

Are the developer tools really free?+

Yes. All developer tools (including the SEO meta tag generator, JSON formatter, schema generator, resume builder, colour palette generator, prompt playground, README generator, API cost calculator, and OpsForge Service Blueprint) are 100% free with no sign-up required.

Is the code open source?+

Several projects are open source and published on GitHub, including Infinity Service Ops and the Infinity Security Stack (Apache-2.0), as well as The Forge, MCPlex Gateway, and AgentLens (MIT). Each project page links directly to its public repository.

What is the Infinity Security Stack?+

It is a suite of four open-source, self-hostable Rust services covering identity, observability, vector search, and real-time streaming, built as self-hosted alternatives to proprietary SaaS infrastructure. Infinity ID is stable; Infinity Observe, Data, and Stream are in active development.

Which technologies power the stack?+

The underlying engines are written in Rust, with CUDA for GPU acceleration and TypeScript with Next.js powering the web platform and interactive tools.

Are the interactive AI academies free?+

Yes. All 13 academies (covering Rust Systems & AI, Inference & Harness, Claude, OpenAI, Vertex AI, Azure AI Foundry, AWS Bedrock, Cursor, MCP, AI agents, open-source AI, Power Platform, and Zero-to-Hero) are free interactive courses with no sign-up required, and your progress is saved locally in your browser.

What are the best free AI courses available right now?+

Infinity Tech Stack offers 13 free AI academies in 2026: Rust Systems & AI, Inference & Harness, Claude, OpenAI, Vertex AI, Azure AI Foundry, AWS Bedrock, Cursor, MCP, AI Agents, Open Source AI, Power Platform, and Zero-to-Hero. Each course includes hands-on labs, quizzes, and XP progression with no paywall or certificate fees.

How do I start learning AI coding as a complete beginner?+

Start with the free Zero to Hero path at infinitytechstack.uk/zero-to-hero. It assumes zero prior knowledge, featuring an in-browser practice terminal, VS Code setup guides, line-by-line code walkthroughs, and a clear jargon decoder for technical terms.

Is there a free AWS Bedrock course?+

Yes. The AWS Bedrock Academy is a free 24-module course covering boto3, least-privilege IAM, AgentCore, RAG debugging, guardrails, cost engineering, multi-region failover, and AI incident response, featuring real code, CLI labs, and scenario quizzes.

What is MCPlex?+

MCPlex is an open-source MCP (Model Context Protocol) gateway published on GitHub under the MIT license. It routes and manages multiple MCP servers behind a single endpoint with semantic tool routing, RBAC and audit logging, and pairs with the free MCP Academy course for learning the protocol itself.

Are all courses and developer tools on Infinity Tech Stack completely free?+

Yes. Every single one of the 13 AI academies (Rust Systems & AI, Inference & Harness, Claude, OpenAI, Bedrock, Vertex AI, Azure AI Foundry, Cursor, MCP, Agents, Open Source, Power Platform, Zero-to-Hero) and all 10+ developer tools are 100% free with no sign-up, no subscriptions, and no paywalls.

What is Humaniser AI?+

Humaniser AI is an open-source text humanizer and voice engine at infinitytechstack.uk/humaniser. It calibrates perplexity, burstiness, and natural tone to convert robotic AI writing into engaging human prose while bypassing mechanical AI detector patterns.

What is Project SPINE and how does it eliminate AI sycophancy?+

Project SPINE (Structured Protocol for Invariant Neural Epistemics) is a pure-Rust biological-cybernetic 33-vertebrae reality gateway at infinitytechstack.uk/spine. It eliminates RLHF sycophancy, flattery traps, and unearned apologies (Thoracic Invariant T1) using sub-microsecond Aho-Corasick lexical scanning, a two-phase StreamTailSanitizer, and a CoT ReasoningDemuxer while preserving 100% of upstream KV prefix cache.

What is ChronoFact and how does it prevent agent epistemic drift and token waste?+

ChronoFact is an open-source, native Rust epistemic AI backbone and token optimizer for autonomous agent workflows. It sits between agents and LLMs via Model Context Protocol (MCP) or an HTTP proxy. ChronoFact slashes prompt tokens by 81.8% to 90.9% through TF-IDF unigram schema pruning, intercepts knowledge cutoff and weight freeze drift in under 5ms, gates semantic memory with a strict 0.72 threshold (0 leaked tokens on task switch), and catches factual contradictions in 20ms using Natural Language Inference.

What is PulseBridge and how does it monitor AI coding agents?+

PulseBridge is an open-source, ultra-low-latency remote companion and telemetry bridge for AI IDEs including Google Antigravity, Cursor AI, and VS Code. Built in native Rust (Axum 0.7) and React 19, it streams live desktop screens via Win32 GDI, provides touch-drag mouse wheel scrolling, live multi-project folder inspection (7–30 day recency filter), and bidirectional prompt injection over local Wi-Fi or secure Cloudflare tunnels directly from your phone.

Who is Bart Chmiel and what is Infinity AI?+

Bart Chmiel is an AI research engineer and software architect based in London, UK. Infinity AI / Infinity Tech Stack is his independent research portfolio featuring from-scratch AGI research (Neuromantix), native compilers (Vitalis), LLM training engines (Void), bare-metal systems (Freedom OS), and comprehensive free AI education.