Notes from real builds, deep technical tutorials, and announcements from the INTELLERCE team.
The era of specialized visual intelligence using fine-tuned and aligned foundation models has begun. AptAI-VL is a production-grade fine-tuning platform built to close the gap between general VLMs and what domain experts actually need to see.
Remember phone tree purgatory? AI phone agents have evolved from clunky robotic voices to sophisticated assistants that hold natural conversations and actually accomplish tasks.
Foundation models have transformed AI for images and text, but tabular data lives by different rules. Inductive bias matters — and custom models often win.
Upload → start → poll → download. Walk through the FastVSR API and turn low-resolution clips into 4K efficiently.
Why VSR is essential in modern AI video pipelines: cost/time efficiency, resolution enhancement, and restoration of historical footage.
Train T-Num on multivariate numerical time-series data through a simple API endpoint. Covers upload, preprocess, train, and inference.
Reinforcement-learning-based model search for anomaly detection and classification of numerical patterns. 92%+ on a Kaggle network-anomaly benchmark in ~2 hours on a single 3090.
After logging in to the AptAI platform you land on the Admin page. Walk through creating a project, starting a server, and accessing your private API endpoints.
Train SDXL LoRAs from a handful of images. Prompt-weighted txt2img with reproducible runs. Optional cloud upload to share LoRAs across private servers.
AptAI APIs provide endpoints that can replace OpenAI's ChatGPT endpoints. Migration is two lines: swap your Base URL and API Key. Fine-tune Mistral/Llama on your private server.
Open-source library combining AnimateDiff, Multi-ControlNet, and a few clever tricks (overlapping latents, etc.) to produce more consistent Vid2Vid output.
AptGPT-Lite is a small free web-app that augments OpenAI's GPT knowledge with information from your own documents. (Now part of AptAI Studio.)
AptAI is a Low-Code / No-Code Framework for Developing AI Solutions. Stay tuned for more information.
AptStream is a revolutionary AI-based video streaming platform that significantly reduces the cost of streaming VoD by minimizing data transmissions from data centers and CDNs.
INTELLERCE LLC has been awarded a National Science Foundation (NSF) Small Business Innovation Research grant for $256,000 to conduct R&D work on AptStream.
A primer on artificial neural networks, deep learning, and the recent revolutions in computer vision, generative models, decision making, NLP, and more.
