Choosing a quant trading framework is not a feature comparison between NautilusTrader, backtrader and a DIY loop. It comes down to one property, and a rubric you can apply to any engine: does your backtest run the same code as live?
A beautiful equity curve is the default outcome of a backtest, not an achievement. Here is why every retail quant failure mode is biased toward optimism, and the one habit that survives contact with a live market: suspicion over celebration.
An analysis of the new ScenarioMIP design for CMIP7 (Van Vuuren et al., 2026), and what it means for science, disclosure standards, banks, lenders and real estate..
A series mining the PhD thesis on London and UK office buildings (Azhari, 2025). Key takeaway. In a multi-let office the organisation that pays for the boiler is rarely the one that benefits from replacing it, so the split incentive shapes energy outcomes more than any building characteristic.
An introduction to my book, "Building a Production Quant Trading System", a practitioner's guide to the unglamorous 90% of systematic trading: why I wrote it, what to expect, and what not to expect.
A series mining the PhD thesis on London and UK office buildings (Azhari, 2025). Key takeaway. Height above six storeys, post-1980 construction and electrified heating leave the clearest energy signature, but each shifts median EUI by no more than a fifth on its own.
A series mining the PhD thesis on London and UK office buildings (Azhari, 2025). Key takeaway. Before you can measure energy across thousands of offices you must decide what counts as an office. The 3DStock model joins seven public datasets into one geospatial picture.