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weight","outcome":"held","direction":"held","status":"held","path":["fund manager","AI Portfolio Rebalancing"],"nodes":["instr:ai-portfolio-rebalancing","instr:fund-of-funds","instr:global-macro","instr:hedge-fund","instr:index-fund","instr:long-short-equity","instr:quant-systematic","master:ai-portfolio-rebalancing","master:fund-of-funds","master:global-macro","master:hedge-fund","master:index-fund","master:long-short-equity","master:quant-systematic"],"evidence":{"days":28,"excluded":true,"daily_volatility":0.0004},"summary":"Ontology-guided optimization: fund manager → AI Portfolio Rebalancing reached the capital weight of algorithm family AF-1088; risk parity across the three funds rule: held — the measured evidence does not justify a change."},{"id":"OPT-D849F82A2C","datestamp":"2026-10-24T12:00:00Z","family_id":"AF-1B63","objective_label":"Risk-adjusted return","rule":"Risk parity across the three funds","lever":"capital weight","outcome":"held","direction":"held","status":"held","path":["fund manager","AI Portfolio Rebalancing"],"nodes":["instr:ai-portfolio-rebalancing","instr:fund-of-funds","instr:global-macro","instr:hedge-fund","instr:index-fund","instr:long-short-equity","instr:quant-systematic","master:ai-portfolio-rebalancing","master:fund-of-funds","master:global-macro","master:hedge-fund","master:index-fund","master:long-short-equity","master:quant-systematic"],"evidence":{"days":28,"weight":0.404,"current_share":0.47,"funds_weighted":2,"daily_volatility":0.0127},"summary":"Ontology-guided optimization: fund manager → AI Portfolio Rebalancing reached the capital weight of algorithm family AF-1B63; risk parity across the three funds rule: held — the measured evidence does not justify a change."},{"id":"OPT-B57120B4F5","datestamp":"2026-10-24T12:00:00Z","family_id":"AF-BDFF","objective_label":"Risk-adjusted return","rule":"Risk parity across the three funds","lever":"capital weight","outcome":"held","direction":"held","status":"held","path":["fund manager","AI Portfolio Rebalancing"],"nodes":["instr:ai-portfolio-rebalancing","instr:fund-of-funds","instr:global-macro","instr:hedge-fund","instr:index-fund","instr:long-short-equity","instr:quant-systematic","master:ai-portfolio-rebalancing","master:fund-of-funds","master:global-macro","master:hedge-fund","master:index-fund","master:long-short-equity","master:quant-systematic"],"evidence":{"days":28,"weight":0.596,"current_share":0.53,"funds_weighted":2,"daily_volatility":0.0086},"summary":"Ontology-guided optimization: fund manager → AI Portfolio Rebalancing reached the capital weight of algorithm family AF-BDFF; risk parity across the three funds rule: held — the measured evidence does not justify a change."},{"id":"OPT-C4E58F404D","datestamp":"2026-10-24T12:00:00Z","family_id":"AF-BDFF","objective_label":"Risk-adjusted return","rule":"Out-of-sample gate","lever":"volatility band","outcome":"held","direction":"held","status":"held","path":["quantitative financial analyst","Sharpe Ratio"],"nodes":["instr:quant-systematic","instr:sharpe-ratio","instr:sortino-ratio","master:metric-sharpe","master:metric-sortino","master:quant-systematic","master:sharpe-ratio","master:sortino-ratio"],"evidence":{"band_in_use":0.35,"candidate_band":0.622,"held_out_deals":14,"held_out_lift_pp":-0.382,"overfitting_probability":0.6},"summary":"Ontology-guided optimization: quantitative financial analyst → Sharpe Ratio reached the volatility band of algorithm family AF-BDFF; out-of-sample gate rule: held — the measured evidence does not justify a change."},{"id":"OPT-FF9059A700","datestamp":"2026-10-24T12:00:00Z","family_id":"AF-BDFF","objective_label":"Fill quality","rule":"Implementation shortfall","lever":"position size","outcome":"held","direction":"held","status":"held","path":["High Frequency Trading algorithm","Best Execution"],"nodes":["clob:best-execution","clob:latency-routing","clob:multi-venue-execution","clob:slippage","clob:tick-to-trade-latency","master:clob:best-execution","master:clob:latency-routing","master:clob:multi-venue-execution","master:clob:slippage","master:clob:tick-to-trade-latency","master:exec-best-execution"],"evidence":{"fills":30,"buy_adverse_bps":-21.0,"mean_adverse_bps":-11.0,"sell_adverse_bps":2.2},"summary":"Ontology-guided optimization: High Frequency Trading algorithm → Best Execution reached the position size of algorithm family AF-BDFF; implementation shortfall rule: held — the measured evidence does not justify a change."},{"id":"OPT-15A2DC9B49","datestamp":"2026-10-24T12:00:00Z","family_id":"AF-1088","objective_label":"Drawdown","rule":"Drawdown limit","lever":"rebalance band","outcome":"held","direction":"held","status":"held","path":["quantitative financial analyst","Maximum Drawdown"],"nodes":["instr:max-drawdown","instr:sortino-ratio","master:max-drawdown","master:metric-max-drawdown","master:metric-sortino","master:sortino-ratio"],"evidence":{"days":28,"limit_share":0.05,"drawdown_share":0.002,"max_drawdown_share":0.002},"summary":"Ontology-guided optimization: quantitative financial analyst → Maximum Drawdown reached the rebalance band of algorithm family AF-1088; drawdown limit rule: held — the measured evidence does not justify a change."},{"id":"OPT-21E0074C52","datestamp":"2026-10-24T12:00:00Z","family_id":"AF-BDFF","objective_label":"Drawdown","rule":"Drawdown limit","lever":"position size","outcome":"held","direction":"held","status":"held","path":["quantitative financial analyst","Maximum Drawdown"],"nodes":["instr:max-drawdown","instr:sortino-ratio","master:max-drawdown","master:metric-max-drawdown","master:metric-sortino","master:sortino-ratio"],"evidence":{"days":28,"limit_share":0.05,"drawdown_share":0.004,"max_drawdown_share":0.032},"summary":"Ontology-guided optimization: quantitative financial analyst → Maximum Drawdown reached the position size of algorithm family AF-BDFF; drawdown limit rule: held — the measured evidence does not justify a change."},{"id":"OPT-375BEF26CA","datestamp":"2026-10-24T12:00:00Z","family_id":"AF-BDFF","objective_label":"Risk-adjusted return","rule":"Kelly-sized position","lever":"position size","outcome":"proposed","direction":"lowered","status":"proposed","path":["hedge fund manager","Hedge Fund"],"nodes":["instr:hedge-fund","instr:kelly-criterion","instr:quant-systematic","master:hedge-fund","master:kelly-criterion","master:quant-systematic"],"evidence":{"days":28,"wins":10,"fills":30,"losses":17,"win_share":0.37,"half_kelly":0.134,"payoff_ratio":6.179,"kelly_fraction":0.268,"current_leg_share":0.392},"summary":"Ontology-guided optimization: hedge fund manager → Hedge Fund reached the position size of algorithm family AF-BDFF; kelly-sized position rule: proposed under shadow mode (measured on the next day's real-money net): lowered (x0.34)."},{"id":"OPT-D5933FBF5D","datestamp":"2026-10-23T12:00:00Z","family_id":"AF-1088","objective_label":"Risk-adjusted return","rule":"Risk parity across the three funds","lever":"capital weight","outcome":"held","direction":"held","status":"held","path":["fund manager","AI Portfolio Rebalancing"],"nodes":["instr:ai-portfolio-rebalancing","instr:fund-of-funds","instr:global-macro","instr:hedge-fund","instr:index-fund","instr:long-short-equity","instr:quant-systematic","master:ai-portfolio-rebalancing","master:fund-of-funds","master:global-macro","master:hedge-fund","master:index-fund","master:long-short-equity","master:quant-systematic"],"evidence":{"days":29,"excluded":true,"daily_volatility":0.0004},"summary":"Ontology-guided optimization: fund manager → AI Portfolio Rebalancing reached the capital weight of algorithm family AF-1088; risk parity across the three funds rule: held — the measured evidence does not justify a change."},{"id":"OPT-04D7054093","datestamp":"2026-10-23T12:00:00Z","family_id":"AF-1B63","objective_label":"Risk-adjusted return","rule":"Risk parity across the three funds","lever":"capital weight","outcome":"held","direction":"held","status":"held","path":["fund manager","AI Portfolio Rebalancing"],"nodes":["instr:ai-portfolio-rebalancing","instr:fund-of-funds","instr:global-macro","instr:hedge-fund","instr:index-fund","instr:long-short-equity","instr:quant-systematic","master:ai-portfolio-rebalancing","master:fund-of-funds","master:global-macro","master:hedge-fund","master:index-fund","master:long-short-equity","master:quant-systematic"],"evidence":{"days":29,"weight":0.404,"current_share":0.47,"funds_weighted":2,"daily_volatility":0.0124},"summary":"Ontology-guided optimization: fund manager → AI Portfolio Rebalancing reached the capital weight of algorithm family AF-1B63; risk parity across the three funds rule: held — the measured evidence does not justify a change."},{"id":"OPT-12C1CFC8AC","datestamp":"2026-10-23T12:00:00Z","family_id":"AF-BDFF","objective_label":"Risk-adjusted return","rule":"Risk parity across the three funds","lever":"capital weight","outcome":"held","direction":"held","status":"held","path":["fund manager","AI Portfolio Rebalancing"],"nodes":["instr:ai-portfolio-rebalancing","instr:fund-of-funds","instr:global-macro","instr:hedge-fund","instr:index-fund","instr:long-short-equity","instr:quant-systematic","master:ai-portfolio-rebalancing","master:fund-of-funds","master:global-macro","master:hedge-fund","master:index-fund","master:long-short-equity","master:quant-systematic"],"evidence":{"days":29,"weight":0.596,"current_share":0.53,"funds_weighted":2,"daily_volatility":0.0084},"summary":"Ontology-guided optimization: fund manager → AI Portfolio Rebalancing reached the capital weight of algorithm family AF-BDFF; risk parity across the three funds rule: held — the measured evidence does not justify a change."},{"id":"OPT-E587665541","datestamp":"2026-10-23T12:00:00Z","family_id":"AF-BDFF","objective_label":"Risk-adjusted return","rule":"Out-of-sample gate","lever":"volatility band","outcome":"held","direction":"held","status":"held","path":["quantitative financial analyst","Sharpe Ratio"],"nodes":["instr:quant-systematic","instr:sharpe-ratio","instr:sortino-ratio","master:metric-sharpe","master:metric-sortino","master:quant-systematic","master:sharpe-ratio","master:sortino-ratio"],"evidence":{"band_in_use":0.35,"candidate_band":0.603,"held_out_deals":13,"held_out_lift_pp":-0.897,"overfitting_probability":0.843},"summary":"Ontology-guided optimization: quantitative financial analyst → Sharpe Ratio reached the volatility band of algorithm family AF-BDFF; out-of-sample gate rule: held — the measured evidence does not justify a change."},{"id":"OPT-5CD5BEC72E","datestamp":"2026-10-23T12:00:00Z","family_id":"AF-BDFF","objective_label":"Fill quality","rule":"Implementation shortfall","lever":"position size","outcome":"held","direction":"held","status":"held","path":["High Frequency Trading algorithm","Best Execution"],"nodes":["clob:best-execution","clob:latency-routing","clob:multi-venue-execution","clob:slippage","clob:tick-to-trade-latency","master:clob:best-execution","master:clob:latency-routing","master:clob:multi-venue-execution","master:clob:slippage","master:clob:tick-to-trade-latency","master:exec-best-execution"],"evidence":{"fills":30,"buy_adverse_bps":-21.0,"mean_adverse_bps":-11.0,"sell_adverse_bps":2.2},"summary":"Ontology-guided optimization: High Frequency Trading algorithm → Best Execution reached the position size of algorithm family AF-BDFF; implementation shortfall rule: held — the measured evidence does not justify a change."},{"id":"OPT-47803EF124","datestamp":"2026-10-23T12:00:00Z","family_id":"AF-1088","objective_label":"Drawdown","rule":"Drawdown limit","lever":"rebalance band","outcome":"held","direction":"held","status":"held","path":["quantitative financial analyst","Maximum Drawdown"],"nodes":["instr:max-drawdown","instr:sortino-ratio","master:max-drawdown","master:metric-max-drawdown","master:metric-sortino","master:sortino-ratio"],"evidence":{"days":29,"limit_share":0.05,"drawdown_share":0.002,"max_drawdown_share":0.002},"summary":"Ontology-guided optimization: quantitative financial analyst → Maximum Drawdown reached the rebalance band of algorithm family AF-1088; drawdown limit rule: held — the measured evidence does not justify a change."},{"id":"OPT-AD3CDD8327","datestamp":"2026-10-23T12:00:00Z","family_id":"AF-BDFF","objective_label":"Drawdown","rule":"Drawdown limit","lever":"position size","outcome":"held","direction":"held","status":"held","path":["quantitative financial analyst","Maximum Drawdown"],"nodes":["instr:max-drawdown","instr:sortino-ratio","master:max-drawdown","master:metric-max-drawdown","master:metric-sortino","master:sortino-ratio"],"evidence":{"days":29,"limit_share":0.05,"drawdown_share":0.004,"max_drawdown_share":0.032},"summary":"Ontology-guided optimization: quantitative financial analyst → Maximum Drawdown reached the position size of algorithm family AF-BDFF; drawdown limit rule: held — the measured evidence does not justify a change."},{"id":"OPT-B093759E5B","datestamp":"2026-10-23T12:00:00Z","family_id":"AF-BDFF","objective_label":"Risk-adjusted return","rule":"Kelly-sized position","lever":"position size","outcome":"proposed","direction":"lowered","status":"proposed","path":["hedge fund manager","Hedge Fund"],"nodes":["instr:hedge-fund","instr:kelly-criterion","instr:quant-systematic","master:hedge-fund","master:kelly-criterion","master:quant-systematic"],"evidence":{"days":29,"wins":11,"fills":30,"losses":17,"win_share":0.393,"half_kelly":0.143,"payoff_ratio":5.688,"kelly_fraction":0.286,"current_leg_share":0.392},"summary":"Ontology-guided optimization: hedge fund manager → Hedge Fund reached the position size of algorithm family AF-BDFF; kelly-sized position rule: proposed under shadow mode (measured on the next day's real-money net): lowered (x0.37)."}],"lit":40,"latest_datestamp":"2026-10-24T12:00:00Z","version":"16:20324:2:0:0:0","generated_at":"2026-10-24T03:52:08.470771Z"}