Ilvers
Sermols
aka fairyfloss
Vibing at 124bpm
Selected Work
27+ shipped products across AI, fintech, Web3, and SaaS
DueDiligence
AI-powered procurement intelligence platform with NFT-backed report verification for government compliance
Ambr
Agreement layer for AI agents — Ricardian contracts, wallet-as-identity, and contract NFTs on Base L2
CaribSend
Fintech remittance platform for the Caribbean — 156 tests, production-grade payment flows
Discovery Engine
NDAB2B SaaS with AI-powered lead discovery, fusion RAG search, and multi-tenant execution pipelines
klink.eco
CRM integration dashboard with real-time analytics and automated workflow management
Kynesys
Corporate website with modern design language and smooth interaction patterns
Demos.sh
Creative showcase platform with rich animations and interactive presentation layer

SecretTrees
Eco-tourism platform for Latvia — reforestation initiatives and sustainable travel experiences

PayZero
Zero-fee payment infrastructure concept with modern fintech UX patterns

27+ projects on diverse platforms
Under the Hood
Real code from production systems
async def discover(query: str, context: SearchContext) -> list[Result]:
"""Fusion RAG — merge vector store with live web search."""
embeddings = await embed_query(query)
# Parallel retrieval from both sources
local_results, web_results = await asyncio.gather(
vector_store.similarity_search(embeddings, k=10),
brave_search.query(query, count=5)
)
# Score and merge with context-aware ranking
fused = fuse_results(
local=local_results,
web=web_results,
About Me
First Bitcoin on Bitstamp, 2012. Got scammed by Hashra miners and a few other bad actors along the way. Kept going — the tech was always more interesting than the people trying to ruin it.
Fifteen years of e-commerce, UX, and shipping things for real people. 15+ websites and sales funnels internationally. Warehouse logistics for 500+ SKUs. Worked on Kynesys, several NFT community projects, and one of 100 members of the CryptoDevs Discord. Four languages — Latvian, English, German, Russian.
2017 — became a parent, moved to Broceni in western Latvia. Family heritage land is where SecretTrees started — CO2 hemp property development, reforestation, eco-tourism. Along my personal projects I also work for other projects. Still going.
Three years ago AI tooling changed everything. Started building my own products — learned by shipping, not studying. 27+ shipped across AI, fintech, Web3, and SaaS. No CS degree.
