Schema & field limits
Validate required artifact structure, permitted values and field lengths before a dataset moves forward.
Razorglint Labs / Source-available software
Stop bad reasoning data before it enters your training pipeline.
ReasonForge validates structured reasoning artifacts, detects near-duplicates and leakage patterns, splits train/evaluation data and measures format and pass@1-style quality checks. Run the Python library and CLI on data you control.
Python 3.10+Local library & CLIOne-time source-use licensesPrivate full implementation after approved access
01 / The workflow
One data-quality path. Five repeatable checks.
Near-duplicate detection
Use SimHash-based comparisons to surface repeated or substantially similar records for review.
Leakage checks
Detect configured overlap, watermarks and prompt-echo patterns. Review flagged records instead of treating a heuristic as proof.
Train/eval splits
Use deterministic splitting and cross-split leakage checks for structured JSONL datasets.
Quality & regression
Produce baseline evaluation metrics and compare new runs against an agreed reference.
ReasonForge checks structured artifacts against explicit rules. It does not train models, generate reasoning records or automatically repair bad data. A flagged leak or duplicate is a review signal, not independent proof of wrongdoing.
02 / Source access
Choose the license that matches your work.
One-time prices in USD. Source use is subject to the published ReasonForge Source-Available License and Commercial License Addendum. Repository access is verified and arranged after accepted purchase terms.
Personal
$79 one time
Study and modify the complete licensed implementation for personal, non-commercial use. No employer or client work.
Request Personal license ↗Commercial
$249 one time
Use ReasonForge in commercial workflows, services and products under one legal entity. No resale of the source itself.
Request Commercial license ↗Organization
$599 one time
Unlimited developers and projects within one licensed organization. No license transfer or use by another entity.
Request Organization license ↗Included: private source access after approved onboarding and best-effort GitHub Issues support. No guaranteed response-time SLA. Read the source-licensing terms before purchase. Full license documents are supplied before payment. The public showroom exposes working schema examples; some advanced modules are stubs until licensed access.
03 / Engineering services
Want the pipeline configured, not just the source?
ReasonForge baseline & configuration
€3,750 fixed-scope proposal
Review an agreed reasoning dataset, configure validation/deduplication checks, run a baseline and deliver metrics, recommendations and evidence files.
Request sprint scope ↗ReasonForge CI quality gates
€7,500 fixed-scope proposal
Integrate agreed quality checks into an existing CI pipeline, document failure thresholds and hand over configuration, tests and a runbook.
Request pilot scope ↗Services require an agreed dataset format, access permissions, acceptance tests and delivery schedule. Model training, hosted inference, labeling and custom model development are outside these two packages.
Your data. Your pipeline. Inspectable checks.
Put a quality gate before expensive downstream work.
Tell us whether you want source access, a configured baseline or a CI integration.