Engineering real products with practical AI, modern web, & robust code.
From edge-optimized computer vision and offline-first local LLM desktop apps to high-velocity subscription web platforms — we research, build, and ship complete software.
Innovate with purpose.
Grow with velocity.
Evolve for the next decade.
At Avane Lab (Advanced Vision, Analytics & Novel Engineering), we believe technology should be exceptionally fast, transparently engineered, and deeply useful. We reject bloated software and empty hype — crafting lean intelligence and robust digital products built to last.
Innovate from First Principles
We question standard engineering assumptions to build smarter. Whether inventing lightweight computer vision architectures (YOLOv5 Nano-Lite at 21 FPS) or packaging local GGUF AI models into desktop software (BiponiX), we innovate where efficiency creates real competitive advantages.
Grow with Measured Impact
Great code is only proven when it delivers real-world value. From high-velocity meal subscription marketplaces (Ghoroa Bhoj) to mindful mental health companions (Zenvira), we design conversion-driven, intuitive platforms that empower users and scale sustainably.
Evolve into Living Systems
We architect software designed for longevity. Through modular Next.js frontends, deterministic database schemas, and self-improving AI workflows, we build resilient systems that adapt seamlessly as user demands and technologies evolve over time.
YOLOv5 Nano-Lite: High-Speed Human Activity Recognition.
In our research, we engineered a custom, lightweight YOLOv5 Nano-Lite architecture for Human Activity Recognition (HAR). By optimizing layer structures and parameter weights, our model achieves 21 FPS (+31% speedup) while making predictions virtually identical in confidence to the standard 16 FPS Nano parent model.
Streamlined neural graph pruned for real-time edge hardware. Delivers smooth 21 FPS video stream processing with bounding box stability and high temporal precision.
Unmodified baseline Nano model running the same Human Activity Recognition benchmark dataset, providing the accuracy target for our lightweight pruning.
What we have actually built & shipped.
Full-stack production applications engineered across web, mobile PWA, and desktop local AI systems.
Zenvira Wellness Companion
↗A private conversational mental wellness platform. Features daily 11-mood check-ins, synchronized breathing orb animations (Box & 4-7-8 Breathing), curated ambient audio meditation player, DeepSeek v4 Flash AI conversation, location-aware crisis safety helplines, and a full Markdown editorial blog.
The House Properties Ltd
↗A wellness-focused architectural real estate digital platform showcasing signature luxury developments across Dhaka (ATRIO, EDGE Ecstasy, Gala Jholshiri, Sky Courtyard, Urban Nest). Built with bespoke project showcases, interactive unit specifications, and verified buyer inquiry flows.
Ghoroa Bhoj Subscriptions
↗Mobile-first homemade meal subscription marketplace connecting local home cooks with buyers. Built with 3/7/15/30-day recurring plans, flexible "skip-a-day" schedules, kitchen cooking queue workflows, order tracking timelines, complaint resolution with photo evidence, and full offline-ready PWA support.
BiponiX — Local AI Commerce OS
↗A Windows-first, offline-first commerce operating system for Facebook/WhatsApp/Instagram social sellers. Runs local GGUF quantized models completely on CPU (8 GB RAM, no GPU required) using Tauri 2.x (Rust) + React/Vite + FastAPI Python sidecar. The local LLM handles conversational ordering while inventory and Ed25519 licensing remain deterministic in SQLite.
Strategy, research, & code —
disciplined execution.
Built for partners who demand precision.
“Avane Lab elevated our luxury real estate presence beyond our expectations. The architectural showcase is fluid, sophisticated, and conveys the exact sense of wellness-focused prestige our high-net-worth buyers look for. Project inquiry conversions increased noticeably right after launch.”
“Avane Lab translated our vision for an intimate, judgment-free mental wellness space into an exquisite reality. The synchronized breathing orb animations, meditation player, and DeepSeek AI integration are seamless and calming.”
“From custom 30-day recurring subscription logic to kitchen workflow dispatching, Avane Lab delivered an ultra-fast, robust platform that our home cooks and hungry buyers love using daily with zero downtime.”
Have an engineering or AI project?
Let's discuss requirements.
Whether you need a full web platform, an offline desktop system, or computer vision optimization, send us your requirements.