Real-time & low-latency systems
Kernel-bypass networking, FPGA data paths, and lock-free cores that hold sub-50µs latency under real load — not just on a benchmark.
C++20RustDPDKRDMALinux RT
Edge AI Engineer · Computer Vision · Fullstack
Santanu K.
SKEdgeloop — I build edge AI that sees in real-time.
YOLO detection, people counting, and ONVIF camera systems on Jetson, Raspberry Pi, Rockchip & Qualcomm — real-time at 30fps, edge-only.
2+
Years hands-on with edge AI
24+
Projects & prototypes shipped
6+
Edge SBC / SoC platforms
30fps
Real-time detection, edge hardware
Performance figures are measured under standard laboratory conditions without external loads — actual results depend on hardware, model complexity and deployment requirements.
01 — Capabilities
/ systems
Deep systems work, delivered
Three areas where I go deep. Each engagement includes architecture review, implementation, and knowledge transfer so your team owns it after I leave.
Edge AI & computer vision
Model optimization and deployment on constrained hardware — Jetson, Coral, custom ARM64 — running real-time inference at the edge, offline-safe.
TensorRTONNXYOLOJetsonByteTrack
Distributed data platforms
Streaming pipelines and stateful services engineered for exactly-once semantics, geo-replication, and automatic failover at scale.
KafkaFlinkRaftClickHousegRPC
02 — Selected work
/ work
Systems in production
A few of the systems I've designed and shipped. Each one is a real deployment with measured results — click any card for the full case study.
W/01Edge AI
CAMYOLOv8ByteTrackWS → Dash
Edge People Counting
Per-store people counting on Jetson Orin with live updates and no cloud dependency.
99.2%accuracy
30fps4K inference
12sites live
W/02Systems
FEEDDPDKENGINEFPGA
Ultra-Low Latency Trading Core
Market-data handler rewritten for deterministic sub-50µs p99 under peak load.
500Kmsg / sec
42µsp99 latency
0crashes · 6mo
W/03Systems
ORDERRaftCRDTMATCH
Distributed Order Matching Engine
Geo-replicated matching engine with sub-5s failover across three regions.
100Korders / sec
3regions
<5sfailover
W/04Systems
KafkaFlinkClickHouseDASH
Realtime Analytics Pipeline
10M events/sec ingestion with exactly-once semantics, end to end.
10Mevents / sec
exactonce delivery
<100msquery
W/05Web
SENSORSWSCANVASUI
Edge Vision Fleet Dashboard
Realtime fleet status and stream previews that work on phones in the field.
5×faster alerts
phonefirst build
200+cameras
W/06Edge AI
LANONVIFREST / WSPTZ
ONVIF Camera Autodiscovery
Zero-touch discovery and control across 200+ camera models.
200+camera models
0manual config
1click onboard
03 — Stack
/ stack
Built for the edge
From Raspberry Pi and single-board computers to Qualcomm NPUs and TPUs — the silicon and software stack I ship systems to.
Raspberry Pi
Jetson
SBC
SoC
Rockchip
Allwinner
Qualcomm
Edge AI Chips
NPU
TPU
React
Node.js
Python
TensorRT
YOLOv8
WebRTC
WebSocket
RTSP
ONVIF
Linux
Bash
04 — Process
/ process
How a project runs
A tight four-step pipeline. You know exactly what you're paying for, what you'll see at each gate, and when.
01Day 0
Engage
A 30-minute call. Scope, feasibility, and a rough estimate. No obligation, no slideware.
- Scope call
- Feasibility check
- Rough estimate
02Week 1
Architect
System design, stack selection, and a build plan you can hold me to. Everything justified in writing.
- Design doc
- Stack selection
- Build plan
03Weeks 2–4
Build
Weekly demos, CI from day one, and performance budgets enforced as hard requirements.
- Weekly demos
- CI from day one
- Perf budget
04Ongoing
Scale
Deployment, runbooks, and a support window so the system stays healthy after handoff.
- Deployment
- Runbooks
- Support window
05 — Cost
/ rates
Clear rates, no surprises
Fixed price, fixed timeline. You'll know the number before we start — and it doesn't move once it's agreed. Ownership terms are stated per tier below.
Super Lite
$199one-time
The basic starting page
A simple, clean one-page site to get you online cheap — no forms, no data handling, low-liability.
- Single basic page — home + contact
- Free managed hosting included
- No custom domain needed
- No contact form — a simple email link, no visitor data collected or stored
- Email needed only for the hosting account — your choice or mine
- Newsletter (optional) can run on your own email
- 1 round of revisions
- Site stays hosted by me — project files not handed over
Launch
$699one-time
Polished one-page site
A premium one-pager to get you online fast — designed to convert, not just look good.
- Single-page design, 3–5 sections
- Mobile-first responsive build
- Contact form + WhatsApp / booking link
- On-page SEO & fast-loading setup
- Deployed & ready in ~5 days
- 2 rounds of revisions
Redesign
$1,499one-time
Make an old site modern
Take an existing slow or dated site and make it fast, clear and modern.
- Performance pass & Core Web Vitals
- Visual refresh & modernisation
- Mobile & accessibility fixes
- SEO cleanup & metadata
- Contact form with spam protection
- 2 rounds of revisions included
MVP Build
$2,999one-time
Validate with real users
A working web app / dashboard MVP to validate your idea with real users.
- 1–3 core features, fully working
- React + Node fullstack build
- Authentication & data storage
- Responsive & mobile-first
- Deployed with analytics
- 3 rounds of revisions
Business Website Most popular
$3,999one-time
Complete multi-page site
A complete multi-page site with a design system, CMS-ready content and SEO.
- 4–6 pages with design system
- CMS-ready content structure
- Advanced SEO + Schema.org markup
- Contact form with spam protection
- Analytics & conversion tracking
- 2 rounds of revisions included
- Performance & accessibility audit
- 30-day post-launch support
- You own everything — code, IP, domains & accounts fully handed over on launch. No lock-in.
- On-time guarantee — missed deadline = final milestone free.
Fixed price
The number we agree is the number you pay. No hourly billing, no surprise invoices — on every tier.
Built to launch
Every site is deployed and live before you pay the final balance. Hosting ready, no surprises at handover.
Support after launch
Questions and small fixes are covered for 7 days on every tier — see the Business Website plan for the extended 30-day window.
AI / Edge & Computer Vision
Start a conversation →
From $2,500 — scoped per task · most engagements $2.5k–$25k
Edge AI, computer vision and systems work is priced by scope: hardware, camera count and accuracy targets change everything. Tell me your setup and I'll send a written plan within 48 hours — the first scoping call is free.
* Every project is scoped individually, so details — pricing, timeline, revisions, hosting and handover terms — are confirmed in writing before we begin. Nothing on this page is a guarantee; final terms are always agreed together and set out in the proposal.
06 — Clients
/ clients
What teams say
Feedback from teams I've worked with across the US, UK, and EU — names anonymised, systems real.
Santanu cut our matching latency 60% and shipped on schedule with zero downtime during migration. The documentation is the best I've seen from a contractor in fifteen years.
We needed 4K people counting on hardware we were told couldn't handle it. He optimized the whole pipeline end-to-end and accuracy went up 3%.
We brought him in to review our streaming stack before a big launch. He found issues we'd been chasing for a year, and the system has been rock solid since.
He rebuilt our vision pipeline for a 200-camera rollout in three weeks. We went from prototype to production with zero rewrites and half the hardware budget.
07 — Contact
Let's talk about your system
Send the problem. I'll reply within 48 hours with a straight answer on feasibility, timeline, and budget — whether that's a landing page, a vision pipeline, or a distributed systems overhaul.
skedgeloop@outlook.com →Not a project — want to chat, suggest something, or just say hi? use this address for anything else →