// INC4 · AI LAB

Building
Intelligence
That Works
in the Real World

// PRACTICE

We build custom LLM systems

01

True Finance
AI

AI-native financial platform for smarter investing

TRUE AI combines real-time market intelligence, autonomous trading execution, and institutional-grade research in one platform. It runs a fast agent for instant market answers, a deep orchestrator for complex multi-step research, a dedicated stock analyst subagent, and a dedicated crypto analyst subagent with full market data coverage.

  • Live pricing, whale tracking & AI price forecasting
  • Automated limit orders, cross-chain swaps & 24/7 trading signals
  • Multi-source research, on-chain intelligence & portfolio visibility

On-chain integration built end-to-end by our developers — from smart contract architecture to live deployment on decentralized networks.

Go to Blockchain Hub
02

Luvs AI

Custom AI personas for engaging and creator monetization

Luvs is a platform for users seeking emotional experiences with AI-generated personas. Subscribers engage in deep chat, voice, and media exchanges - while creators manage and monetize their own AI models.

  • Web app with gated access
  • KoboldAI / LLaMA2-13B-Tiefighter
  • Stable Diffusion & ElevenLabs
03

Brainer

AI-powered platform with custom LLM fine-tuning for founders building in public

Brainer helps startup founders stay visible, credible, and connected by turning social noise into strategic insights. From daily market reports to speaker suggestions, evolving raw content into influence.

  • Telegram-bot MVP
  • Custom fine-tuned agent
  • OpenAI LLMs
04

Computer
Vision

Automated image and video intelligence for real-world operations

Custom computer vision pipelines that detect, classify, and track objects in real time helping to automate high-volume visual tasks across industries. From industrial quality control to traffic monitoring and retail analytics, models deliver consistent, high-accuracy insights at scale.

  • YOLOv8, Faster R-CNN, EfficientDet
  • PyTorch, OpenCV, TensorRT
  • NVIDIA Jetson, Intel Movidius
Every project is handled by certified ML Engineers, MLOps Specialists, and Research Engineers who build AI that works in production
Active until 2028
AWS Certified Machine Learning Engineer – Associate
Amazon Web Services
Active until 2026
HashiCorp Certified: Vault Associate (002)
HashiCorp
Active until 2026
CKAD: Certified Kubernetes Application Developer
The Linux Foundation
Active until 2026
CKA: Certified Kubernetes Administrator
The Linux Foundation
// RESEARCH

We shape the industry

We bring innovation to the world not just with words — our engineers participate in scientific research and make real contributions to open-source.

"We propose Survivability-Aware Execution (SAE), an execution-layer survivability standard designed for OpenClaw-style systems and skill-enabled agents."

"We propose the interaction-native knowledge harness (InKH), an architecture for financial LLM agents that absorbs complexity into the system. InKH converts user, market, portfolio, and tool events into structured operational knowledge."

We actively contribute to improving the technologies we build on. By resolving deep technical issues in a tech giant's product, we strengthen the broader ecosystem.

inc4@engineering ~ terminal
// INFRASTRUCTURE

Power runs on our
Infrastructure

For AI to work well, you need a well-configured cloud infrastructure and physical servers. We have two dedicated hubs for exactly that:

→MLOps & DevOps Hub→Compute Infrastructure Hub
// FAQ

Questions about our AI development work

What AI services does INC4 offer?+

We build custom large language model systems end-to-end: AI agents, model fine-tuning, computer vision pipelines, and production deployment. Recent work spans an AI-native trading platform (True Finance AI), AI persona products (Luvs AI), founder-focused research automation (Brainer), and real-time computer vision for industrial and retail use cases.

Can INC4 fine-tune a model on our own data?+

Yes. Brainer runs on a custom fine-tuned agent trained on domain-specific content, and Luvs AI is built on KoboldAI / LLaMA2-13B-Tiefighter fine-tuned for persona consistency. We handle data preparation, fine-tuning, evaluation, and deployment.

Do you build AI agents that take real actions, not just chat?+

Yes. True Finance AI runs a fast agent for instant market answers alongside a deep orchestrator that executes multi-step research and trading actions, including automated limit orders and cross-chain swaps — the agents act on live data, not just answer questions about it.

Does INC4 do computer vision as well as language models?+

Yes. We build detection, classification, and tracking pipelines using YOLOv8, Faster R-CNN, and EfficientDet, deployed on PyTorch, OpenCV, and TensorRT, running on edge hardware like NVIDIA Jetson and Intel Movidius for industrial quality control, traffic monitoring, and retail analytics.

Who at INC4 works on AI projects?+

Every AI project is staffed by certified ML Engineers, MLOps Specialists, and Research Engineers, including our AWS Certified Machine Learning Engineer credential, so models we ship are built for production, not just a demo.

Does INC4 handle blockchain integration for AI products?+

Yes. When an AI product needs on-chain functionality — payments, tokenized access, or DeFi integration — our developers handle it end-to-end, from smart contract architecture to live deployment. See our Blockchain Hub for the full scope.

Ready to embed
AI
into your product?