What we do
Web & Mobile
Web apps and native/hybrid mobile with strong UX.
Embedded & Firmware
MCU/RTOS, OTA updates, diagnostics, robust field ops.
Cloud & IoT
APIs, device telemetry, data pipelines, observability.
AI / LLM
On‑premise or cloud deployments, MLOps, evaluation, enablement.
Security Consulting
Threat modeling, hardening, secure SDLC, audits, penetration testing.
Training & Education
Team enablement, workshops, docs, handover.
Featured work
Consumer IoT — Air Purification
Mobile app, device firmware, and cloud backend for a connected purifier.
- BLE/Wi‑Fi provisioning and secure pairing
- OTA update pipeline with staged rollout
- Sensor calibration (PM2.5) and diagnostics
99.2%
OTA success
+18%
Battery life
−35%
Support tickets
Discovery
Build
Operate
Manual updates, limited telemetry.
Enterprise — Private LLM Adoption
On‑prem LLM deployment, MLOps, enablement, and training for internal teams.
- RAG over internal policy documents
- Role‑based access and audit logging
- Evaluation harness and red‑team prompts
850 ms
Latency p95
+22%
Groundedness
300+ users
Adoption
Discovery
Build
Enablement
Cloud PoC with vendor lock‑in.
Developer Education — Coding Workshops
Ongoing coding education program with project‑based workshops and mentorship.
- Curriculum design tailored to team goals
- Project‑based learning with code reviews
- Tracks for web, backend, and AI basics
50+
Participants
4.8/5
Satisfaction
92%
Completion
Assess
Train
Support
Ad‑hoc self‑study without measurable outcomes.