← Catalog
Canadian Research Institutions · IT & Compute

Research Software Engineering Guild

Moderate academiasoftwarereproducibilitycode-qualityfractional-talent

Modern science is overwhelmingly computational, but most biologists, physicists, and chemists are completely self-taught, untrained programmers. This leads to the 'replication crisis': highly impactful scientific papers rely on spaghetti code that crashes on other machines or contains hidden statistical logic errors. PIs cannot afford a full-time senior software engineer on an NSERC grant, but desperately need expert code review.

  • Major journals and federal grants increasingly mandate public, reproducible code repositories.
  • A massive gap between academic domain expertise and commercial software engineering best practices.
  • Academic career incentives completely ignore code quality.

CoSolvent aggregates small, bursty code-refactoring jobs from hundreds of PIs and matches them with a distributed guild of fractional Research Software Engineers (RSEs). ClientSynth profiles the technical stack (e.g., Python vs. Fortran vs. R) to optimize the match.

Saves thousands of hours of wasted peer-review time and prevents high-profile retractions. Platform revenue model acts as a highly specialized technical talent agency.

The Spaghetti Simulation

Characters: Dr. Lavoie - Climate Modeler, University of Victoria, Sam - Senior Backend Engineer & Fractional RSE

✎ This story is in draft.

Act A - The Market Structure

Academic science generates some of the most complex algorithms on the planet, written by absolute amateurs in software engineering. The traditional model forces a PhD student to spend six months figuring out Docker and writing poorly verified unit tests instead of doing actual science. The market failure is the lack of a fractional mechanism to inject temporary, highly professional engineering rigor into academic environments.


Act B - The Story

Dr. Lavoie has a breakthrough ice-shelf simulation model, but the reviewer at a major journal refuses to accept the paper until the code is proven to compile seamlessly on a standard Ubuntu build. Lavoie’s code currently only runs on his specific, heavily modified lab laptop.

Sam is a senior backend engineer in Vancouver who previously did a master's in computational physics. He enjoys science but works in fintech. He wants to pick up 10 hours of side work a week that actually matters.

Dr. Lavoie posts his codebase on the academic platform. The matching engine aligns his Fortran/Python stack and climate domain with Sam’s profile. They are matched under a standard non-disclosure scope of work. Over two weekends, Sam refactors the codebase, writes comprehensive unit tests, drops it into a clean Docker container, and writes the README. The paper is accepted.


Act C - Why This Market Stays Broken Without Infrastructure

Without an intermediary, Dr. Lavoie has no mechanism to find someone like Sam, and no administrative way to pay a fractional freelancer using highly restricted university grant funds. DeeperPoint provides the technical vetting and financial clearinghouse required to inject professional engineering standards into academic science.

Characters are fictional. The reproducibility crisis is real. DeeperPoint is building the infrastructure this story describes.

Managed Service
Fractional RSE Brokerage

PIs pay from their grant funding to hire an RSE for a 40-hour sprint to clean, containerize, and document their dataset and scripts just prior to submission.

💵 15% margin on hourly code-review rates
Saas
Reproducibility Certification

Journals pay the platform to run an automated and human-in-the-loop verification that submitted code actually executes and replicates figures before sending to peer review.

💵 Per-manuscript fee charged to publishers/journals
Commerce Extension
Technical Training Exchange

Instead of fixing the code post-facto, the RSEs offer hyper-specialized, discipline-specific micro-credentials (e.g., 'Git for Genomicists') to graduate students.

💵 Subscription for institutional access