Autoresearch for any measurable problem.
Thermite applies wherever code can judge the work: a number to improve, a list of goals to reach, or questions to answer from sources it checks. Explore use cases by field, by audience or by campaign mode.
Use cases by field
Performance optimization, codebase migrations and technology evaluation, each checked by code.
Inference speed, application quality, training, hardware fit and method research, on your own hardware.
Mathematical search, simulation, reproduction and research across the literature.
Genomics, imaging, clinical text, FHIR conformance and evidence research, with data that stays on your infrastructure.
Crop management, greenhouse control, yield forecasting and trial evidence, validated on held-out seasons.
Building control, simulation validation and grid interconnection research.
Scheduling, routing, rostering and supply chain research, on your own data.
Reward design and ROS 2 migration, checked in simulation.
Strategy research, faster pricing, model validation and research from public filings.
Use cases by campaign mode
Hill climb
Push one number as far as it goes, with everything else held to its starting values.
Goal
Reach a list of goals, each passed by the kit's own test or a review panel, and stop.
Research
Answer hard questions from hundreds of sources, each quote checked against its archived page.
Who Thermite is for
Local AI enthusiasts
Tune models and inference engines on your own GPUs, with agents on a local model at no cost per request.
Solo builders
Run research on a single computer, with a free or local model, and review measured results.
Startups
Run experiments on rented or owned GPUs within a set budget, with every result verified before it ships.
Enterprises
Run research on your own infrastructure, with an auditable record of every attempt and verdict.
Search all use cases
35 use cases
- Code performance optimizationSoftwarehill climbSolo builders · Startups · Enterprises
- Codebase migrationSoftwaregoalEnterprises · Startups
- Technology evaluationSoftwareresearchStartups · Enterprises
- LLM inference optimizationAI and MLhill climbLocal AI · Startups
- LLM application qualityAI and MLhill climbStartups · Enterprises · Local AI
- Model training efficiencyAI and MLhill climbLocal AI · Solo builders
- Model and method landscapeAI and MLresearchLocal AI · Startups · Enterprises
- Fitting a model to your hardwareAI and MLgoalLocal AI · Solo builders · Startups
- Mathematical discoverySciencehill climbLocal AI · Solo builders
- Simulation speed and accuracySciencehill climbSolo builders · Startups · Enterprises
- Literature reviewScienceresearchSolo builders · Enterprises
- Data from the literatureScienceresearchSolo builders · Startups · Enterprises
- Reproducing published resultsSciencegoalSolo builders · Enterprises
- Genomics pipeline accelerationHealthcarehill climbSolo builders · Enterprises
- Medical image segmentationHealthcarehill climbStartups · Enterprises
- Clinical note de-identificationHealthcarehill climbEnterprises
- Clinical evidence reviewHealthcareresearchEnterprises · Solo builders
- FHIR API conformanceHealthcaregoalStartups · Enterprises
- Irrigation and fertiliser planningAgriculturehill climbSolo builders · Enterprises
- Greenhouse climate controlAgriculturehill climbStartups · Enterprises
- Crop yield forecastingAgriculturehill climbEnterprises · Solo builders
- Agronomic trial evidenceAgricultureresearchEnterprises · Solo builders · Startups
- Building energy controlEnergyhill climbStartups · Enterprises
- Interconnection and market rulesEnergyresearchStartups · Enterprises
- Building simulation validationEnergygoalStartups · Enterprises · Solo builders
- Cluster and job schedulingOperationshill climbEnterprises · Startups
- Vehicle routingOperationshill climbSolo builders · Startups
- Supply chain mappingOperationsresearchEnterprises · Startups
- Staff rosteringOperationsgoalEnterprises · Startups
- Robot reward designRoboticshill climbLocal AI · Startups
- ROS 1 to ROS 2 migrationRoboticsgoalStartups · Enterprises
- Trading strategy researchFinancehill climbSolo builders · Startups
- Pricing and risk engine performanceFinancehill climbEnterprises
- Research from public filingsFinanceresearchSolo builders · Startups · Enterprises
- Pricing model validationFinancegoalEnterprises · Startups
No use cases match these filters.
Twenty minutes to a first verdict.
Install it on one computer, or ask your own AI agent to:
Set up Thermite on this computer for me: follow https://usethermite.com/llm-setup.txt