These offline-friendly hands-on examples exercise four framework axes: execution realism, quant baselines, representation diagnostics, and modular extensibility.
Same agent under ideal fills, realistic fills, high spread, low liquidity, and high latency.
Passive, signal-weighted, and rolling Markowitz/MVO strategies under the same simulator.
Hash, LSA, dense-embedding, and lexical-control diagnostics from tracked tables.
Drop in a local analyst class while reusing the existing strategy, risk, execution, memory, and evaluator stack.