Six ways Lincoln can help
Organized by the problem, not by a list of software. Each section says who it's for, what Lincoln can do, and what you actually get out of it.
Local AI & LLM Systems
Configure local LLMs and inference environments β llama.cpp, LM Studio, Lemonade Server, and other backends β matched to your real hardware.
- Greater privacy β your data stays on your machine
- More control and no single cloud provider
- Use your own hardware
- Choose your own models
- Potentially lower ongoing API costs
- Performance tuning and troubleshooting
AI Agents & Automation
Set up agents using Hermes Agent and other agent harnesses, then wire them to your tools and data so they can actually do things.
- Automate multi-step tasks end to end
- Reduce repetitive, copy-paste work
- Internal assistants that perform processes
- Connect AI reasoning to real tools
- Faster research and content processing
- Custom automations built to your workflow
Fine-Tuning & Model Customization
Fine-tune AI systems and train LoRAs so a model learns your style, tone, or task β instead of settling for a generic one.
- More specialized, on-brand outputs
- Custom visual styles
- Better consistency run to run
- Adapt models to your data and tasks
- Capabilities off-the-shelf models don't have
- Dataset preparation and testing
AI Graphics & Creative Workflows
Build custom ComfyUI pipelines and AI image workflows β plus hands-on creative output like product imagery and promotional graphics.
- Repeatable content production
- Custom image generation
- Faster creation than manual design
- Better control than one-click generators
- Reusable production workflows
- Enhancement, background removal, mockups
Custom AI Development
Connect LLMs to software, games, websites, tools, and custom applications β including proof-of-concepts to test an idea before investing heavily.
- Add AI features to an existing product
- Create interactive experiences
- Generate dynamic content
- Build custom internal tools
- Prototype new ideas cheaply
- Integration with APIs and backends
AI Help & Problem Solving
Not sure where to start? Tell Lincoln what you're trying to accomplish and he can help decide whether AI can solve it β and what approach makes sense.
- Evaluate an idea realistically
- Recommend the right tools
- Compare local vs cloud AI
- Recommend models for your hardware
- Design a workflow
- Troubleshoot an existing setup
Not sure which one you need?
That's the most common place to start. Send the problem and Lincoln will point you the right direction β no technical menu required.
Tell Me What You Need β