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LambdaJedi/README.md

Njabulo Ncube

Java backend developer in Johannesburg. Building AI-assisted systems where the model proposes and deterministic code verifies.

CompileLoop — asks an LLM to propose patches for broken Maven builds, validates them against a strict policy, verifies in a disposable Docker workspace. 277 tests, benchmark of 20 fixtures. The user's tree is never touched.

bb-scan — Semgrep triage pipeline with an LLM verification layer that rejects any claim it cannot quote from source.

Also: Backend-LMS — Spring Boot

  • Firebase + AWS backend delivered to a real client.

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  1. bb-scan bb-scan Public

    pipeline that clones a repository, runs multiple Semgrep rulesets, classifies findings by file path and attacker model, and produces a ranked triage report

    PowerShell

  2. compileloop compileloop Public

    A self-testing, AI-assisted code repair engine for Maven projects, built as a free, open-source CLI.

    Java

  3. Backend-LMS Backend-LMS Public

    This is the backend system I built for a mobile application, designed with security, scalability, and clean architecture in mind. It uses Spring Boot, Firebase Authentication, and is hosted on AWS,…

    Java

  4. Automated-Incident-Detection-Response-System-AIDRS- Automated-Incident-Detection-Response-System-AIDRS- Public

    1

  5. Online-Store-Backend Online-Store-Backend Public

    Java

  6. c2c-tech-marketplace c2c-tech-marketplace Public

    SwapSA — A C2C electronics marketplace built with PHP, MySQL and PayFast. Features listings, trade offers, PayFast payments and an admin dashboard. ITECA3-34 university project 2025.

    PHP