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Manager desk: conviction-ranked funding with cash residual, watch tier, min-size exits, tax-lot plan, watchlist with entry conditions, catalysts, post-trade risk, 12m scenarios, rule-of-40 valuation for loss-makers, specific tripwires
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Resolver hardening: data-source failures are retryable (LookupUnavailable), per-row endpoint never 500s, client retries once then click-to-retry
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Six-pillar health score with visible breakdown; prospects pillar; profile-weighted drawdown efficiency
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US practitioner layer: forensic scores, owner economics, valuation history, ownership, asymmetry hurdle, memos, harvesting
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construction layer (risk decomposition, joint selection, constrained scenarios, post-trade proof, instruments, guards, exclusions) + Alpha Vantage premium as primary data source + policy backtest
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candidate guards (peak-cycle, extended, informed money leaving) + analyst committee screen on prospective additions; switches/target need a clean committee verdict
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portfolio-aware recommendation engine: diagnosed needs, marginal-fit scoring (correlation/effective-N/beta/stress/yield/DCF), fit-eligible candidates only, overweight-aware switches
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institutional layer: Sharadar-primary data + sanity gates, valuation ranges/reverse DCF/sector models, risk analytics (stress, VaR, look-through, tilts, liquidity), domicile benchmark, lens sampling + audit trail, tax/cost-aware plan, suitability, regression suite
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feature: entry anomaly validation — split detection, wrong-listing LLM check, one-click corrections
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quality round 2: fund-aware concentration, candidate DCF signals, D/E normalization, cross-market disclosure, anchored health in plan
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