Relora iOS / AI 
Accelerate with AI,
Turn it into value with judgment,
and grow it through operations.
I build both the product and the way I work around AI from the start. Agents handle generation and execution. I set the spec, verify the result, and decide what to publish. I measure the impact with data and keep improving in production.
9
Projects
8
Live
19+
yrs of development
Product work across
diverse industries
diverse industries
Working AI-Native
AI-native means building the structure of the work around AI, rather than adding it on top. Here is how that works on the product side and on the development side.
PRODUCTS BUILT ON AI
Remove the AI and the product stops
Products where inference sits at the centre of the experience.
- On-device inference generates subtitles and explanations (Veloquo)
- Models are routed by role, with Guardrails keeping the output within bounds (Relora)
- A deterministic gate runs first; the LLM only classifies the input and writes the prose (MiraProof)
DEVELOPMENT RUN BY AGENTS
AI generates, people verify
I write the spec, let agents generate, verify the result, and feed what I learn back into the spec.
- Ingest, translate, classify, and review articles automatically every day
- Two models review each entry, and it publishes automatically only when they agree
- A person reviews deviations and exceptions rather than every single change
The lifecycle of
AI products
I grow products by running this cycle, again and again.
01
Discover & Strategy
Frame user problems and business goals, then decide up front what AI does and does not touch.
02
Design & Data
Shape the experience, pick models, and build a reliable data foundation.
03
Build & Integrate
Integrate LLM/ML into the product and use guardrails to keep its output within bounds.
04
Evaluate
Keep quality stable with evaluation sets and regression tests, then verify value with data.
05
Operate & Improve
Decide what can ship automatically and what needs a human to stop it, with a takedown procedure ready before launch.
Featured Projects
See all →iOS / Web
SmileProgress
An iOS app that aligns and anonymises orthodontic photos on-device for personal logging. Optional anonymous Before / After sharing, browsable on a web gallery.
SwiftUICoreMLAVFoundationStoreKit 2AWS LambdaNext.js 16
Read about SmileProgress → Web / Tools
SiteKensa
Enter a domain name and get its email authentication (SPF / DKIM / DMARC), DNS, SSL, and search-engine visibility diagnosed — with fix steps matched to the services in use and record values you can paste as they are.
Next.js 16TypeScriptAWS Lambda
Read about SiteKensa → iOS / iPadOS
Veloquo
Turn English videos on iPhone or iPad into a dual-subtitle learning experience. Subtitle generation, translation, and explanations all run on-device.
SwiftUISpeechTranslation
Read about Veloquo → Latest Articles
Read all →| Source | Title | Lang | Published | Link |
|---|---|---|---|---|
| Blog | Is SPF Alone Enough? Three Cases Where DKIM Is Required — and Your Options When You Can't Add It | JP | Aug 6, 2026 | |
| Blog | DNS Cutover for Mail Server Migration — The Right Order to Change MX, SPF, and DKIM Records (and How to Roll Back) | JP | Aug 3, 2026 | |
| Blog | Why PDF Tables Break When You Convert to Markdown (7 PDFs Tested) | JPEN | Aug 2, 2026 | |
| Blog | Setting Up DMARC Report Receiving — How to Write the rua Tag and When You Can Skip It | JP | Aug 2, 2026 | |
| Blog | DMARC Risks When You Skip It — A Starter Configuration to Begin With | JP | Jul 30, 2026 |
Watch
Short vertical videos showing each product in motion.
Relora iOS / AI Veloquo iOS / iPadOS