A startup inside Midcore
From a question to a submittable manuscript.
Pick a domain. Answer seven questions. Run Monte Carlo. Compose to your venue. Pass the legitimacy gate. Export the codebase. Every step is real software, not a chat trick.
The seven stages
A wizard built like a course at MIT, not a SaaS funnel.
Every stage accepts free text. Every stage remembers what you typed at every other stage. You can leave and come back. The wizard never throws away your thinking.
Domain
Pick from 21 top-level domains or type your own. The whole rest of the wizard re-styles around what you chose — Finance never asks you about antenna gain.
Subdomain
600+ curated subdomains with methodology chips — multi-objective, multi-fidelity, surrogate, sensitivity. Type a custom one if yours is not there.
Brief
Research question, hypotheses, scope, narrative. Drag and drop reference documents. Paste DOIs and URLs directly into the brief.
References
PDF, BibTeX, RIS, CSV, Excel, DOI, PMID — and free-text context for the references you cannot find a file for.
Parameters
Parameter templates with units, ranges, distributions. Pre-loaded per domain so you start from a real baseline, not a blank form.
Scenarios
Sobol Monte Carlo is the default. Switch to LHS, grid, or random sweep when you need to. Configure workers and batch size.
Run
A real KPI dashboard with real numbers. Reopen any session, fork it, export the codebase, or hand it to the manuscript studio.
Six domain studios
Closed-form simulation surfaces — shippable today.
When closed-form models exist for your domain, the wizard hands you a real studio with the math baked in. When they do not, the wizard hands you a clean Monte Carlo runner.
Telecom MIMO
3GPP TR 38.901 aligned channel modelling, URA antenna array configuration, 3D radiation pattern visualisation. Closed-form path loss, capacity, HPBW.
Medicine & Pharma
PK/PD compartmental modelling, trial power calculator, dose-response curves — and full pharmacovigilance integration when you need WHO-UMC, Naranjo, RUCAM.
Physics & Engineering
Laplace heat diffusion, pipe-flow KPIs, the abstractions your TA used at MSc and the ones your reviewer will check for at PhD.
Genetics
Manhattan plot GWAS, association power, scRNA-seq heatmaps. Reporting that respects TRIPOD and STROBE without you having to think about them.
Finance
Black-Scholes pricing, GBM path ensembles, VaR and ES confidence bands. The maths your risk committee already trusts, rendered live.
Climate
Gaussian plume dispersion, atmospheric deposition, sea-level rise scenarios. Source-receptor analysis at a defensible standard.
Evidence and timeline
Every session keeps its receipts.
KnowledgeLandscape canvas, InnovationRadar, HypothesisCards, PostulationWorkbench, CaseSeriesViewer, SignalAssessment, ConclusionsEngine, ResultsViewer, SessionTimeline. The audit panel links every claim in your write-up to the reference, the KPI, and the run that produced it.
Codebase export
Take it home.
One click and the session becomes a per-domain Python project — README, config, run.py, plots.py, requirements.txt. Vibe-Code my project spawns your configured editor with the environment already wired.