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Is Shipd.ai (Datacurve) Legit?

Shipd.ai, operated by Datacurve, runs a contributor platform where engineers from 40+ countries solve STEM problems — software engineering, machine learning, and data science — to produce training data for frontier LLMs. The platform organizes work into 'quests' such as Mars (software engineering), Eris (machine learning), and Monte (data science), and lists 6 available GitHub issues, 6 active challenges, and 6 open problems at the time of writing. Datacurve positions the work as an alternative to data annotation, inviting top open-source contributors and competitive programmers to earn bounties on tasks it says frontier models cannot solve.

read2 min views1 publishedSep 15, 2026

Compete on hard problems across STEM, earn bounties, and produce the data that drives LLMs forward.

min_samples_leaf=5 is too aggressive for this dataset size. Try 10–15 to avoid overfitting on the shallow splits.

Clean approach with early stopping. The predict helper is well-structured.

community

Where Kaggle grandmasters, OSS contributors, and tinkerers compete #

Top OSS contributors

From the world's most impactful open-source projects.

Top-ranked across platforms

Competitive programmers and ML engineers ranked among the best on every major platform.

A global community

Engineers from 40+ countries, architecting and solving the challenges that frontier models can't.

Our pool is deep. For each project, we invite top contributors to join — there's something for every skill level. Keep cooking and you'll unlock cooler and cooler projects.

quests

You’re not here to annotate data. #

Work on what excites you.

Each unique project on Shipd is called a ‘quest’, and focuses on a specific category in STEM, including SWE, ML, DS, and more. You pick what you want to work on.

Mars

Software Engineering

Tackle GitHub issues, build features, and fix bugs across the repos you care about.

Eris

Machine Learning

Build and solve ML competitions that stump agents and humans alike.

Monte

Data Science

Create and solve numerical computation problems that push AI reasoning to its limits.

Explore

All Disciplines

New quests launch every month across dozens of STEM categories. Create an account to get notified when projects match your skills.

Explore Issues

6 available Fix memory leak in WebSocket handler

acme/realtime-server

Add dark mode toggle to settings page

openui/components

Implement rate limiting middleware

fastapi/contrib

Optimize database query for user search

prisma/examples

Fix SSR hydration mismatch

remix-run/remix

Add TypeScript types for plugin API

vitejs/vite

Browse Challenges

6 active Code Generation Rubric

Code Quality

Math Reasoning Benchmark

Reasoning

Instruction Following Eval

Alignment

Multi-Turn Dialogue Scorer

Conversation

Vision-Language Grounding

Multimodal

Long-Context Retrieval Eval

Retrieval

Open Problems

6 available Eigenvalue Decomposition Edge Cases

Linear Algebra

Stochastic Gradient Descent Convergence

Optimization

Monte Carlo Integration Variance Reduction

Statistics

Sparse Matrix Factorization

Linear Algebra

Fourier Transform Numerical Stability

Signal Processing

Bayesian Posterior Sampling

Statistics

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