LIVE · CURRENTLY ORCHESTRATING
MyBlue.ai
Mar 2025 — Present
Building a video data lake with full agentic capabilities (multimodal RAG, LLM tools, graph-native retrieval).
AKASHJAMES.
8+
YEARS IN AI
Vision, NLP, agentic systems
50+
SHIPPED MODELS
Prod-grade, not demos
∞
COFFEE UNITS
Required fuel
3
PLATFORMS BUILT
IRIS · VAIA · myBLUE
1
ACQUISITION
Exit achieved
CHAPTERS · 2016 → NOW
ARSENAL · 002
The stack, spoken aloud.
The tool is a detail. The outcome isn't. I architect the fastest path from concept to production AI — quantised vision models on Jetson edge hardware, agentic orchestration that closes loops without a human in the chain, hybrid RAG pipelines that retrieve at scale. Eight years on GPUs. Three platforms built from scratch. One acquisition. Now Founding Director at BLUE, operating at altitude. The bar hasn't moved: it ships, it scales, it earns.
GRP · 01
Vision & Edge
- DeepStream
- TensorRT
- OpenCV
- ONNX
- CUDA
- Jetson
GRP · 02
Agents & LLMs
- CrewAI
- LangGraph
- LoRA
- RAG
- OpenRouter
- Tool Use
GRP · 03
Modeling
- PyTorch
- TensorFlow
- Transformers
- Diffusion
- JAX
- RL
GRP · 04
Infra
- FastAPI
- Docker
- Qdrant
- Redis
- AWS
- Kubernetes
MISSION FILES · 003
Selected works.
01LIVEVeronicaA British-inflected, slightly menacing cognitive agent that represents me on the web. Agentic tool loop over a custom portfolio API; streams thinking, tools, and structured blocks. Lives on Vercel + OpenRouter.02Hermes — Wildfire Detection (DeepStream)Drone-assisted wildfire detection on Jetson Xavier NX using DeepStream + YOLO; RTSP bridge for Tello.03Activity Recognition — TensorRT3D-ResNet video classification optimized with TensorRT for real-time action recognition.04YOLOv4 — OpenCV CUDA DNNRun YOLOv4 directly in OpenCV’s CUDA DNN for fast CV inference.05CenterFace — DeepStreamCenterFace (ONNX) accelerated on DeepStream 5.1 with custom parsers.06Vector + Advanced AIHacking Anki Vector with advanced AI capabilities. Because why not.
SIGNALS · 004
Live from the workshop.
REC · CH 01
Noir now has advanced GenAI vision! 👀 #genai #agenticai #robot #insta360 #raybanmeta
FIELD NOTES · 005
Writing.
#001Blaze through your setup with Z by HP Data Science Stack ManagerBLOG #002What it takes to be an Artificial Intelligence ArchitectBLOG #003What it takes to be a Deep Learning EngineerBLOG #004Train models like a pro with NVIDIA TLT 3.0BLOG #005YOLOv4 with CUDA-powered OpenCV DNNBLOG #006How an AI organisation can make a difference during the pandemicBLOG #007Computer Vision: A Step Closer to SkynetBLOG
HONOURS · 006
Notable.
PATENTPatent: Face Image Matching based on Feature ComparisonAMBASSADORAmbassador of the Month — Z by HP
NVIDIAJetson AI Ambassador · Deep Learning Institute instructor
SPEAKINGGTC · NeurIPS meetups · AI Engineer Summit · 20+ conferences
CREATORYouTube channel on applied AI