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Documentation Index

Fetch the complete documentation index at: https://docs.veri.studio/llms.txt

Use this file to discover all available pages before exploring further.

Latest

Production API hardening

  • ECS Fargate deployment behind HTTPS ALB replaces EC2/Docker Compose
  • Production config validation enforces strong keys, Postgres, encryption
  • CORS allowlist via configurable origins
  • Webhook signature enforcement in production
  • CI/CD pipeline with tests, coverage, and security scanning

Multi-method training

  • Training method dispatch: grpo and sft_video_gen
  • Video generation SFT via diffusers LoRA training scripts
  • Supported video gen models: CogVideoX, Wan2.1, LTX Video, Mochi
  • Method-specific hyperparameter schemas (GRPO vs SFT Video Gen)
  • Reward function is required for GRPO and forbidden for SFT methods
  • Frontend method column, filter, and detail view
  • API method filter on the training jobs list endpoint

Multi-provider compute

  • Lambda Cloud, RunPod, and adapters alongside Modal
  • Worker agent for VM-based providers with S3 status protocol
  • SSH key management (encrypted at rest)
  • Provider auto-selection picks the cheapest available for the requested GPU
  • Provider field on training job creation (prime_intellect, lambda, runpod, sfcompute, or auto)

Auth migration

  • Migrated authentication from WorkOS to Clerk
  • Billing identity aligned with Clerk user metadata

Model catalog

  • 95 curated models: 86 LLMs for GRPO, 9 video gen models for LoRA SFT
  • Model library UI with Video Gen filter tab and LoRA pills

Dashboard and settings

  • Admin console removed and consolidated into settings
  • Settings pages wired to real API data (API keys, errors, overview, training history)
  • TanStack Query client cache for dashboard polling
  • Datasets and evaluations frontend pages with create flows

Current Focus Areas

  • End-to-end training smoke test on production Fargate deployment
  • Stripe webhook flow end-to-end verification
  • Credential rotation (PlanetScale, Stripe, AWS)
  • Testing Lambda/RunPod adapters with real provider API keys