Map fragmented opportunity signals
Monitor companies, product launches, founder activity, financing events, and market data across otherwise disconnected sources.
03 · AI SYSTEMS & PROJECTS
Build the leverage.
Keep the judgment.
Hands-on agentic systems that monitor fragmented signals, structure evidence, and accelerate investment work—while preserving human review where it matters.
90%manual sourcing effort reduced
INVESTMENT OPERATING SYSTEM
Signal to decision.
A repeatable, source-aware workflow designed for investor speed without sacrificing analytical discipline.
Turn unstructured material into usable data
Extract business model, team, traction, market, technical differentiation, and risk evidence into a consistent company schema.
Score what deserves human attention
Apply thesis-fit, quality, momentum, and risk signals so investor time moves toward the most decision-relevant opportunities.
Compress evidence into conviction
Generate a sourced first-pass memo, comparable-company view, open questions, and next diligence actions for investor review.
TOOLS & DATABASES
A modern investor's systems layer.
Professional research platforms, modelling tools, and code-native systems combined into one decision workflow.
AI.01
AI & agent systems
Hands-on tools and patterns I use to turn open-ended research into repeatable workflows.
- OpenAI Codex
- Cursor
- LLM agent workflows
- Vibe coding
- Automated deal sourcing
- Investment memo synthesis
DATA.02
Research & databases
Professional platforms and structured information systems for company, market, and financing intelligence.
- Bloomberg
- S&P Capital IQ
- PitchBook
- Startup database design
- Public filings
- Financing intelligence
MODEL.03
Investment toolkit
The modelling and communication layer that converts evidence into an investable recommendation.
- Microsoft Excel
- Microsoft PowerPoint
- DCF & LBO models
- Comparable companies
- Scenario analysis
- ProjectLibre
BUILD.04
Portfolio build stack
Technologies used to create this living profile and its interactive investment storytelling system.
- React & TypeScript
- Three.js
- GSAP
- Remotion
- Cloudflare Workers
- Git & GitHub
LIVE BUILD
Rethink VC platform
A venture website, startup database, and AI-enabled research workflow created to make sourcing and screening more systematic.
Open platform