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AI-assisted product listings, stock updates, and buyer catalogs for small sellers.

Full-stack engineer · AI agents · IoT prototypes
Rails, Python, React, DevOps, AI agents, and ESP32 prototypes — shipped as usable products, not demos.
At BetaCraftopen to freelance24h replies
Agent reads context, takes action, reports back.
5 steps01Case in motion
After Google sign-in, some users bounce back to /login. No server errors.
Affected
~1 in 8
Browser
Safari
First seen
2d ago
Step 01 — The bug
1 in 8 Google sign-ins bounces back to /login. Intermittent. Silent.
Five steps from ticket to closed — driven by your scroll.
01 / 0502The stack
03Thesis
I connect product, AI, DevOps, and IoT into shipped systems.
04Capabilities
Pick the row that looks like your problem.
MVPs and multi-tenant platforms — shipped end-to-end.
Rails · Next.js · React · PostgreSQL
Agents that read tools and take real action.
Python · Claude · OpenAI · MCP
Containers, pipelines, environments. Deploys included.
AWS · Docker · CI/CD
ESP32 builds with a working demo at the end.
ESP32 · BLE · OLED · PlatformIO
Stripe billing, recurring flows, the third-party glue.
Stripe · Spree · Shippo
05The work
Scroll through the stack. Each card opens to a full case study with problem, architecture, and result.
AI-assisted product listings, stock updates, and buyer catalogs for small sellers.

Plan shoots, extract frames, and build the story from local video projects.

ESP32 remote that fires desktop shortcuts and routes onboard-mic audio over BLE.

An agent that reads project state from MCP, Jira, and GitHub — and writes the daily standup.

TaskBots and ChatBots across multiple LLM providers, with cost tracking and MFA.


06Meet me
Building
Multi-LLM Router · cost-aware fallback chain
Reading
Designing Data-Intensive Applications
Last shipped
FrameStory v0.4 — Android frame extraction
07Commerce
High-school storefront → 5K-user migration → Stripe flows.
See commerce work08Build with me
Pick the closest match. I’ll show you what I’ve already built that’s in the same shape.
Pick a need on the left.Pick a need above.
I’ll show you the closest project I’ve already shipped.
09The lab
ESP32, BLE, OLED. Working devices, not slide decks.
Enter the lab
Remote BLE Audio Trigger
ESP32 remote that fires desktop shortcuts and routes onboard-mic audio over BLE.
Bot Robo
Spec-driven desktop companion with animated eyes and mood states.
MapMe (DEVSAN-NAV)
XIAO ESP32-C6 + OLED ambient display that mirrors phone navigation and notifications.
Obstacle-Avoiding Robot
College-era autonomous robot with ultrasonic sensors and servo motors.