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Gaurav-Wankhede/README.md
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I help engineering teams ship autonomous AI agents without the token burn. Rust systems engineer and founder of Kavach (fail-closed agent governance) and WebFind (live grounding engine). Author of Context Slicing, a free 134-page monograph on beating agentic context rot.

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Portfolio Website TECHVERSE Channel BOOKVERSE Channel LinkedIn Twitter X Discord Contact


[//] SYSTEM ARCHITECTURE & EXECUTIVE BRIEF

// RUNTIME PROFILE: GAURAV WANKHEDE
pub struct Engineer<'a> {
    pub name: &'a str,
    pub role: &'a str,
    pub flagship: &'a str,
    pub core_stack: &'a [&'a str],
    pub ecosystem: &'a [&'a str],
    pub focus: &'a str,
}

impl<'a> Default for Engineer<'a> {
    fn default() -> Self {
        Self {
            name: "Gaurav Wankhede",
            role: "Founder & AI Systems Architect",
            flagship: "Kavach (Self-Improving Harness)",
            core_stack: &[
                "Rust 1.95+ (Tokio/Axum/Actix)",
                "Python 3.13+",
                "TypeScript 5+",
                "SurrealDB 3.x",
                "Polars 1.x",
                "PyTorch 2.x",
            ],
            ecosystem: &[
                "TECHVERSE",
                "Bookverse",
            ],
            focus: "Autonomous AI & Deterministic Systems",
        }
    }
}

Executive Summary: Systems engineer and AI founder specializing in self-healing development harnesses, capability-kernel agent runtimes, embedded search/database architectures, mathematical DSP engines, and full-stack enterprise AI platforms across Rust (Tokio/Axum/Actix), TypeScript, and Python.

What does Gaurav Wankhede build?

Q: Who is Gaurav Wankhede? A: Gaurav Wankhede is a Rust systems engineer and founder working on autonomous AI agent infrastructure. He maintains Kavach (fail-closed governance for AI coding agents), WebFind (self-hosted live search engine for agents), and authored Context Slicing, a free 134-page monograph on eliminating agentic context rot.

Q: What is Kavach? A: Kavach is an open-source fail-closed runtime governance kernel for autonomous AI coding agents, enforcing lifecycle gates, a mistake ledger, and 3-witness verification. Repository: Gaurav-Wankhede/kavach-rs.

Q: What is WebFind? A: WebFind is a self-hosted live web search, crawling, and indexing engine in Rust that gives AI agents verified real-time sources via RRF fusion into a Turso graph store. Repository: Gaurav-Wankhede/webfind.

Q: What is Context Slicing? A: Context Slicing is a free 134-page systems engineering monograph by Gaurav Wankhede on curing agentic context rot with AST parsing, the RTK CLI proxy, and fail-closed governance. Repository: Gaurav-Wankhede/Context-Slicing.


[//] FLAGSHIP SYSTEMS & CORE RUNTIMES

Self-improving engineering harness for autonomous coding agents. Enforces fail-closed lifecycle gates, maintains persistent cross-session memory in SurrealDB 3.x, and compiles a dynamic mistake-learning knowledge graph.

Capability-kernel-secured agent runtime in pure Rust. Houses AegisGraph single-file property graph with HNSW vector search, Tantivy BM25 lexical ranking, and an Object Capability (OCap) security barrier for local SLMs.

Procedural 10-point Dolby Atmos 7.1.4 3D spatial DSP engine written in raw trigonometric mathematics synced to real-time 2.5D SVG Vector ray-tracing. Zero plugins or pre-recorded assets.

Single-binary YouTube SEO/GEO growth engine written in Rust. Ingests metadata keyless, persists into an embedded crash-safe storage engine (tfdb), and executes BM25 topic opportunity discovery.

Local-first tabular analytics and ML workbench combining Polars vector operations, Apache DataFusion SQL execution, and Linfa/Burn classical machine learning with zero cloud lock-in.

Self-hosted web indexing and research crawler built in Rust for private SLMs/LLMs. Crawls, parses, ranks, and maps live link-graphs into an embedded Turso edge store without cloud API fees.


[//] ENTERPRISE AI, APPLIED RAG & INTELLIGENT APPLICATIONS

Multi-tenant enterprise Retrieval-Augmented Generation assistant with granular Role-Based Access Control, enabling cross-departmental financial intelligence with verified data isolation.

Production SaaS platform built with Next.js 15, React 19, Tailwind CSS v4, Drizzle ORM, and Google Gemini 2.0 AI, featuring Clerk authentication and credit-based usage tracking.

Intelligent edge collision detection combining IoT sensor telemetry with deep learning vision models (ResNet, InceptionResNetV2, MobileNetV2) for rapid emergency response.

Production multi-agent n8n workflow system automating autonomous research, drafting, multi-dimensional quality auditing, and scheduled publishing for Discord developer ecosystems.

Full-stack data quality platform with Next.js frontend and FastAPI backend performing automated data auditing, missing value detection, and statistical distribution modeling.

AI-orchestrated project management and task routing platform combining Next.js 15, Node.js, MongoDB, and streaming Google Gemini 2.0 AI reasoning.


[//] TECHNICAL STACK & SPECIALIZATION MATRIX

Domain Technologies, Frameworks & Runtimes (Click for Official Documentation)
Core Systems & Languages Rust Python TypeScript JavaScript C++ C WebAssembly Bash
Rust Frameworks & Engines Tokio    SurrealDB    Turso libSQL    Polars    Apache DataFusion    Axum / Actix
Generative AI, Agents & Vision PyTorch TensorFlow Scikit-Learn OpenCV
Data Engines & High-Perf Analytics PostgreSQL SQLite MongoDB Redis GraphQL
Frontend & UI Platforms Next.js React Tailwind CSS HTML5 CSS3 SVG
Backend & Microservices Tokio    FastAPI Node.js Express
Cloud, DevOps & Tooling Docker Cloudflare Google Cloud Linux Git GitHub Actions Postman Neovim VS Code
[+] Expand Deep Architecture Capabilities & Specialized Toolbelt
  • Systems & Backend Frameworks: Rust 1.95+ (Tokio async runtime, Axum, Actix-web, Dioxus 0.7, Nom, Polars 1.x, DataFusion, Tantivy BM25, Linfa, Burn ML, Criterion, Proptest, Nextest), Memory Safety, Zero-Cost Abstractions, SIMD & Vectorization, WebAssembly.
  • AI & Autonomous Agents: Capability-Kernel Runtimes (OCap), Knowledge Graph memory banks (SurrealDB 3.x, Turso libSQL), HNSW vector search, LangChain, LlamaIndex, Ollama / Local SLMs, Google Gemini 2.0 / Flash, Claude 3.7 SDK, n8n orchestration.
  • Deep Learning & Computer Vision: PyTorch 2.x, TensorFlow 2.x, Keras, OpenCV, ResNet, InceptionResNetV2, MobileNetV2, spaCy, NLTK, HuggingFace Transformers.
  • Data Engineering & BI: Polars 1.x, Apache DataFusion, Pandas 2.x, NumPy, SciPy, scikit-learn, XGBoost, LightGBM, Power BI, MS SQL Server, Excel automation, Amazon web scraping pipelines.
  • Mathematical DSP & Audio: Procedural trigonometric synthesis, HRTF spatialization, Dolby Atmos 7.1.4 panning matrix, 2.5D Vector ray-tracing.
  • Modern Full-Stack & UI: Dioxus 0.7, Next.js 15, React 19, React Native, Expo, Tailwind CSS v4, ShadCN UI, Redux Toolkit, Zustand, Streamlit, Gradio, Drizzle ORM, Prisma.
  • Infrastructure & Toolbelt: Docker, Cloudflare Workers & Pages, Google Cloud Platform, Vercel, Linux Kernel, Rust Toolbelt (rg, fd, bat, difft, ast-grep), Neovim, Postman.

[//] PERFORMANCE TELEMETRY & GITHUB METRICS

Gaurav Profile Summary Top Languages Summary
Streak Stats

[//] KNOWLEDGE DISTRIBUTION & MEDIA ECOSYSTEM

Engineering deep dives into high-performance Rust, custom network protocols (GNAP, Tokio Topcoat), agentic harness architectures, and modern systems programming.

Curated repository of visual mental models, cognitive defense frameworks, and decision trees extracted from foundational engineering and systems literature.


Website Ask AI Gaurav LinkedIn Contact

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