Intelligence systems
Research infrastructure that connects collection, analysis and publication instead of treating them as separate tasks.
Author / Research & Systems
Building OSINT-driven research systems for market intelligence, automation and decision support across liquidity, market structure and infrastructure.

Working approach
I build systems that move from raw public data to decision-ready research.
My work combines OSINT collection, research automation and market-structure analysis. I focus on macro liquidity, crypto flows, energy transition and AI infrastructure—tracking how capital, narratives and physical constraints interact.
Operator capabilities
Research infrastructure that connects collection, analysis and publication instead of treating them as separate tasks.
Workflows for discovering, verifying and connecting public information across markets, policy and physical infrastructure.
Repeatable pipelines that normalize fragmented inputs and make recurring monitoring more consistent and traceable.
Analysis of liquidity, capital flows, narratives and regime shifts across crypto, energy, macro and AI infrastructure.
Authored intelligence
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Doberman VC — Research Note Topic: Comparative Analysis — OpenAI GPT-5 vs Anthropic Claude 4.5 Date: October 3, 2025 Executive Summary Claude 4.5 dominates coding benchmarks (82.1% SWE-bench vs 74.9% GPT-5), establishing itself as the premier model for software engineering tasks, autonomous…
Doberman VC — Research Note Topic: Federal Reserve Rate Decisions — Trading Signals & Cross-Asset Positioning Around FOMC Meetings Date: October 2, 2025 Executive Summary Market consensus for the October 28–29 FOMC is a –25bps cut, with OIS/fed funds futures showing >90%…
Doberman VC — Research Note Topic: Spot Bitcoin ETF Flows as Trading Signals & Capital Rotation Triggers Date: September 30, 2025 Executive Summary ETF flows drive price discovery: Daily Bitcoin ETF flows show strong 48-72h correlation with BTC price action (R² ≈…
Doberman VC — Research Note Topic: Stablecoin Flows — Q3 2025 (Jul 1–Sep 30, 2025) Date: September 27, 2025 Executive Summary Stablecoin supply surged to new all-time highs, led by USDT and USDC, while DEX competition shifted liquidity share from Uniswap/Curve to…
[ETH] What happened: Highest outflows from spot ETH ETFs in June, with $11.3 million net outflows recorded on Friday. Why it matters: Hold your ETH position in the short term to monitor the impact of institutional outflows and technical price levels. 🎯…
[Bitcoin] What happened: Bitcoin and Ether are struggling with the options expiry imminent. $17 billion worth of bitcoin options expire tomorrow, putting short-term pressure on the price. Why it matters: Watch the market closely due to the potential short-term price impact of…