Financial data engineering lab
Turning financial chaos into actionable data architecture
Terabytes of financial data and still no answers? Blockchain transactions, acquiring, Stripe, Shopify, bank statements and service logs all add up to noise. This site is a working lab: browser tools that clean that data, and notes on the pipelines and AI/MCP wiring behind them.
Block 01
The Interactive Lab
Working tools in the browser. What is live, is live; what isn't, says so.
Audio & Video Transcription
Recordings and meetings into text with timestamps.
PDF Unlocker & Document Prep
Strip owner passwords off statements so parsers can read them.
Voice-to-Structured-Data
A spoken brain dump into JSON your ledger can ingest.
Financial Transaction Sanitizer
Paste a messy transaction log, get one normalised stream.
Block 02
R&D & Tech Essays
Long-form write-ups on the problems these tools came out of. In writing — nothing published yet.
Planned
MCP in finance without leaking keys
Giving an LLM access to a financial database without handing it private keys or personal data.
Planned
The golden record out of chaos
Assembling one transaction history when you have five gateways, three currencies and a pile of refunds.
Planned
AI agents for reconciliations
Hunting mismatches and lost marketplace fees with local models.
Block 04
This site is a personal research lab — tools built because the problem hurt enough. Behind it is one engineer.