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@AarambhDevHub

AarambhDevHub

AarambhDevHub – Building innovative solutions with Rust, Next.js, Blockchain, and WebSockets.
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Aarambh Dev Hub

Start Building. Keep Building.

High-performance frameworks, systems tools, Rust-native AI experiments, and developer education.


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About AarambhDevHub

AarambhDevHub is an open-source engineering lab focused on building real systems from first principles.

We build and teach:

  • high-performance Rust and Go web frameworks
  • local-first AI systems and LLM experiments
  • distributed systems, databases, proxies, queues, and container tools
  • developer tooling, proc macros, animation libraries, and code generators
  • practical engineering education through videos, books, and source code

The philosophy is simple: build the system, understand the internals, then teach the engineering.


Flagship Work

Ajaya — Rust Web Framework

The unconquerable Rust web framework.

Built on Tokio + Hyper 1.x, with a performance-focused architecture and a low-overhead request path.

wrk: 291,759 req/sec @ 363µs avg
ab:   27,834 req/sec @ 7ms max

Rudra — Go Web Framework

Fierce. Fast. Fearless.

Built on net/http with a custom radix-tree router and a clean framework API.

wrk static: 206,686 req/sec @ 688µs avg
wrk params: 189,005 req/sec @ 708µs avg

Rust-native LLM research project focused on building the stack from the ground up.

Includes

  • tokenizer and dataset pipeline
  • decoder-only transformer architecture
  • training and inference plan
  • quantization
  • LoRA / QLoRA / DoRA
  • GRPO-style alignment
  • self-learning roadmap

Local-first AI memory system in Rust.

Focus

  • neural memory
  • self-growing learning
  • persistent local knowledge
  • CPU-first experimentation
  • storing learned facts in model weights

Benchmark numbers are project-reported and should always be read with the documented hardware, workload, and test command for each repository.


Project Atlas

Frameworks and Platforms

Project Language Description
Ajaya Rust High-performance Rust web framework built on Tokio and Hyper
Rudra Go Fast Go web framework built on net/http and custom routing
Ignitia Rust Rust web framework with routing, middleware, and type-safe APIs
Blaze Go Go web framework with HTTP/2, WebSocket, caching, validation, and compression
Vega Rust Next.js-inspired Rust framework with compile-time file-based routing
Capsules Rust Backend for a digital time capsule platform

AI and Machine Learning

Project Description
Aarambh AI Rust-native LLM project with transformer, training, inference, alignment, and self-learning roadmap
Manas Local-first AI memory system focused on learning and recalling facts from weights
APEX-1 Educational LLM architecture project exploring MLA, MoE, and GRPO-style concepts
mini-tensorflow Educational deep learning framework with tensors, autograd, neural networks, and SIMD work
exam-cheating-detection AI proctoring and exam cheating detection system
multi-cam-face-tracker Multi-camera face tracking and alerting system

Developer Tools and Rust Libraries

Project Description
typebridge Generate TypeScript, Python, Go, Swift, Kotlin, Zod, GraphQL SDL, and JSON Schema from Rust types
Animato Renderer-agnostic Rust animation library
Spanda Rust animation system for WASM, TUI, Bevy, and native rendering
Scenix Rust-native 3D scene toolkit for native and WASM apps
dev-proxy HTTP recording, replay, mocking, and debugging proxy

Systems Built From Scratch

Project Description
mini-database Graph database with a SQL-like query interface
mini-kafka Distributed message queue
mini-redis In-memory key-value store
mini-docker-rust Container runtime using Linux namespaces and cgroups
mini-git Version control system from scratch
mini-p2p Peer-to-peer file sharing network
query-engine Distributed SQL query engine
WsForge WebSocket load testing tool

Security and Infrastructure

Project Description
pingora-waf Web application firewall inspired by Pingora-style proxy architecture
Gupti One-time encrypted secret sharing application
dev-proxy Local API mocking, replay, and traffic debugging

Engineering Principles

01. Build from first principles.
02. Ship source, not hype.
03. Benchmark before claiming performance.
04. Prefer clear architecture over hidden magic.
05. Make small working systems before large ones.
06. Keep learning loops measurable.
07. Teach internals, not only APIs.
08. Start building. Keep building.

Education

Book

Aarambh: Your First Real Project

A practical guide for students and developers who want to stop tutorial hell and start shipping real projects.

Get the book

YouTube

Aarambh Dev Hub

Deep technical builds covering Rust, Go, web frameworks, systems programming, proc macros, async runtimes, and architecture.

Subscribe on YouTube

Discord Study Group

Weekly community learning and project-building discussions.

Join Discord

Tech Stack

Area Tools
Languages Rust, Go, C++, C, Zig, TypeScript
Rust Backend Tokio, Hyper, Axum, Leptos, Candle
Go Backend net/http, custom routers, middleware, WebSocket systems
Systems Linux, Docker, networking, file systems, concurrency
AI Transformers, local memory, neural networks, inference, quantization
Tooling proc macros, build scripts, GitHub Actions, benchmarking

Support the Work

Everything here is open source. If it helped you learn or build faster, you can support the work.


Aarambh Dev Hub — Start Building. Keep Building.

Rust • Go • Systems • AI • Open Source

Pinned Loading

  1. arvik arvik Public

    Rust 2

  2. dev-proxy dev-proxy Public

    Development proxy built with Rust & Pingora for recording HTTP traffic, mocking API responses, and real-time analytics. Features include complete request/response recording, flexible mock rules wit…

    Svelte

  3. pingora-waf pingora-waf Public

    ⚡ High-performance Web Application Firewall built with Rust and Cloudflare's Pingora. Blocks SQL injection, XSS, and malicious traffic at 15K+ req/sec with <7ms latency. Production-ready with Prome…

    Rust 39 11

  4. query-engine query-engine Public

    A high-performance, distributed SQL query engine built in Rust. Powered by Apache Arrow for vectorized execution, it supports complex SQL (JOINs, CTEs, Window Functions), distributed processing, an…

    Rust 2

  5. animato animato Public

    Professional-grade, renderer-agnostic animation library for Rust. Tweens, springs, timelines, motion paths, GPU compute. no_std-ready. Works everywhere.

    Rust 26 1

  6. scenix scenix Public

    Modular Rust-native 3D scene toolkit for native and WASM apps, powered by wgpu and animated by Animato.

    Rust 2 1

Repositories

Showing 10 of 35 repositories

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