ACAcademic Cosmos

Programming & Code Review

Programming and code review for university projects — Python, Java, C/C++, JavaScript, SQL, PHP, React/Node, ML stacks, DSA explanation, and Git help. Focus: understanding, debugging, and documentation — not silent code dumps.

Computer Science · Software Engineering

Who this mission is for

  • CS and software engineering students blocked on bugs
  • Dissertation builders with brittle analysis scripts
  • Teams needing walkthroughs before demos/vivas
  • Students who must explain algorithms in their own words

Outcomes you can expect

  • Bugs isolated and explained
  • Cleaner, readable code structure
  • Stronger documentation and README quality
  • Ability to defend design choices orally

How the mission runs

  1. Step 1

    Share repo + error

    GitHub link or zip, failing test/output, assignment brief, and what you already tried.

  2. Step 2

    Review & reproduce

    We locate root causes and prepare a teaching-oriented explanation.

  3. Step 3

    Walkthrough

    You leave understanding the fix path — critical for academic integrity and marking.

What we do

  • Debugging and code review
  • ML code walkthroughs (Python/TensorFlow/PyTorch)
  • SQL optimisation coaching
  • DSA and documentation review

What we don't do

  • Submit assignments under your name
  • Provide undetectable ghost solutions
  • Bypass plagiarism/collusion rules

Global angles

United Kingdom

UK CS assessments often include viva-style demos. We prioritise explanation quality so you can talk through control flow, complexity, and trade-offs.

Coverage across the globe →

Australia

Australian uni projects frequently grade code quality, Git hygiene, and reports together. We help you debug and document without outsourcing authorship.

Coverage across the globe →

Subcategory coverage

  • Python Code Review & Debugging
  • Java Debugging Help
  • C / C++ Code Review
  • JavaScript & Frontend Code Review
  • CSS & Web Styling Debugging
  • HTML/CSS Layout Fixes
  • SQL Query Optimization
  • PHP & Backend Code Review
  • React/Node.js Project Walkthrough
  • Machine Learning Code Review (Python/TensorFlow/PyTorch)
  • Data Structures & Algorithms Explanation
  • Git/GitHub Version Control Help
  • Software Engineering Project Documentation Review

Frequently asked

Will you just send fixed code?

We emphasise teaching fixes. You should be able to re-implement and explain changes.

Do you review machine learning notebooks?

Yes — training loops, data leakage risks, metrics, and reproducibility notes.

Can you help with Git disasters?

Yes — merge conflicts, commit hygiene, and recovery strategies for coursework repos.

Student reviews

7 approved reviews · 4.9 / 5 average

Verified

DSA explanation coaching before my algorithms assessment was excellent. Walked through complexity on my own solutions until it clicked.

Noah Ellis

Undergraduate · RMIT University

Australia · Mar 2026

Verified

SQL query optimization help for my data-heavy dissertation appendix — runtime dropped massively.

Anika G.

MSc Data Science · University of Warwick

United Kingdom · Feb 2026

Verified

Machine learning notebook review focused on data leakage and evaluation metrics. I understood my pipeline well enough to answer every marker question.

Yuki Tanaka

ML coursework student · University of Cambridge

United Kingdom · Jan 2026

Verified

Python debugging help on my ML coursework was a lifesaver. They explained the logic, not just the fix.

Daniel K.

BSc Software Engineering · University of Sydney

Australia · Dec 2025

Verified

Java and Git hygiene review before submission improved structure and commit history. They made me rewrite comments so I could defend the design.

Liam Foster

Software engineering student · UNSW Sydney

Australia · Dec 2025

Verified

Python project review caught edge cases and helped me explain complexity trade-offs in the viva-style demo. Debugging session was collaborative.

Anya Petrova

CS Masters · University of Oxford

United Kingdom · Oct 2025

Verified

React/Node project code review highlighted accessibility and API error handling. Concrete PRs of feedback, not opaque rewrite dumps.

Grace Okafor

Web development student · University of Manchester

United Kingdom · Sept 2025

Ready to elevate your research?

Send your draft for a free 15-minute review — honest feedback before you pay.