The Vision

Making Specialized
AI Accessible

Fine-tuned models deliver better results for specialized work - they're faster, cheaper, and easier to train than general-purpose AI. On MLStack, engineers can share these fine-tuned models, so you can find one for your use case and get started in minutes instead of weeks.

FINE-TUNING

LoRA Adapters

Lightweight fine-tuned models for specialized tasks

What they are

Skill modules that plug into a compatible LLM, adding specialized capabilities without retraining the entire model.

Why use them

1000× smaller than full models (10-100MB), train in minutes or hours instead of days, and can be instantly swapped for different abilities.

Popular uses

Domain writing styles, technical docs, customer support, data extraction, and task-specific instruction following.

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STRUCTURED OUTPUTS

Output Schemas

Define structured JSON outputs for LLMs

What they are

JSON Schema definitions that force LLMs to return data in the format you specify. No more unpredictable outputs.

Why use them

Eliminate unreliable output formats and parsing errors. Get validated, type-safe data every single time.

Popular uses

Document extraction (invoices, resumes), API responses, database records, and multi-step AI workflows.

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AGENTS & TOOLS

Beyond Fine-Tuning

Specialized models powering agents that connect to your external services and APIs

AI Agents

Build agents that can use tools and execute multi-step workflows. Perfect for customer support, data analysis, and automation.

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API Tools

Connect your agents to external APIs - from CRMs and payment processors to databases and custom endpoints. Give your LLMs real-world superpowers.

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