AI Engines for Fine-Tuning

    LLM Engines for Fine-Tuning

    Purpose-built LLM engines for every critical workflow — using LoRA, QLoRA, SFT datasets, and advanced preference tuning. Pick an engine, connect your data, and let us handle the rest.

    Available
    Cody AI Engine

    Cody

    Agent: Cody

    Fine-tunes your GitHub repo using QLoRA (4-bit quantized LoRA) to produce a fast, lightweight model optimized for code autocomplete and inline suggestions. Uses the Axolotl framework with QLoRA to efficiently fine-tune on your repository's code patterns, naming conventions, and project structure.

    AutocompleteInline SuggestionsCode GenTab CompleteCode StylePattern Matching
    Available
    SIERA AI Engine

    SIERA

    Agent: SIERA

    Synthetic Intelligent Error Resolution Agent — fine-tunes a repository-specialized coding agent using AllenAI's Open Coding Agents (SERA) approach. Generates synthetic bug–fix trajectories from your codebase and trains the model to perform code edits, debugging, and maintenance tasks aligned with your repository's patterns, APIs, and conventions. Optimized for Python in the current reference pipeline.

    Bug FixesError ResolutionDebug AssistancePatch GenerationRoot Cause Analysis
    Coming soon
    Flux AI Engine

    Extractor

    Agent: Flux

    Turn Messy Inputs Into Clean, Validated JSON. Fine-tune for strict schemas, validation-friendly outputs, and high-recall extraction.

    Entity ExtractionSchema FillClassificationValidationDocument Parsing
    Coming soon
    Aegis AI Engine

    Guard

    Agent: Aegis

    Ship Faster Changes Without Shipping Risk. Fine-tune reviewers that catch risky patterns, propose safer fixes, and follow your org's standards.

    Secure ReviewPolicy ChecksPR FeedbackRisk FlagsFix Suggestions
    Coming soon
    Atlas AI Engine

    OpsPilot

    Agent: Atlas

    Turn Runbooks Into Reliable Incident Response. Fine-tune on your runbooks, on-call notes, and postmortems to guide recovery steps.

    Incident TriageRunbook StepsDebug PlaybooksEscalationsPostmortems