APT recommendation review

{
  "user_payload": {
    "role": "Cautious asset-class-aware decision-support analyst.",
    "asset": {
      "name": "Aptos",
      "symbol": "APT",
      "category": "digital_asset",
      "metadata": {
        "networks": [
          "aptos"
        ],
        "coingecko_id": "aptos",
        "binance_symbol": "APTUSDT",
        "live_candidate": true,
        "coinbase_product_id": "APT-USD"
      },
      "asset_type": "crypto",
      "base_currency": "APT",
      "quote_currency": "USD"
    },
    "objective": "Decide whether the operator should BUY, SELL, HOLD, or WAIT for this asset using the supplied market data, deterministic signals, scoring explanation, and portfolio context.",
    "portfolio": {
      "cash_usd": 100000,
      "positions": {
        "BTC": {
          "symbol": "BTC",
          "quantity": 0.05,
          "average_cost": 60000
        }
      },
      "updated_at": "2026-07-05T09:11:48.799437+00:00",
      "realized_pnl_usd": 0,
      "daily_realized_loss_usd": 0,
      "weekly_realized_loss_usd": 0
    },
    "indicators": {
      "rsi": 26.219512195121823,
      "macd": -0.0026437838279098624,
      "trend": "uptrend",
      "symbol": "APT",
      "sma_fast": 0.626795,
      "sma_slow": 0.626762,
      "timestamp": "2026-07-05T09:00:00+00:00",
      "macd_signal": -0.0018630596831027877,
      "latest_price": 0.6212,
      "momentum_pct": -2.449748743718602,
      "change_7d_pct": 6.625472021970472,
      "change_24h_pct": -0.24088646218083454,
      "volatility_pct": 0.5670562749788567,
      "max_drawdown_pct": 6.196038598273229
    },
    "constraints": [
      "This is personal decision support, not financial advice.",
      "Return only a structured recommendation matching the schema.",
      "Never claim guaranteed returns.",
      "Never attempt execution or imply that an order was placed.",
      "Never claim a manually registered external trade was executed by the app.",
      "Never ignore deterministic risk controls or claim risk approval.",
      "Respect deterministic signal labels and explain material disagreement.",
      "Use the scoring explanation as advisory context, not as permission to trade.",
      "Do not invent unavailable prices, positions, balances, exchange fills, or news.",
      "Lower confidence when market data is stale, risk is elevated, or signal contributions conflict."
    ],
    "exit_policy": [
      "For BUY, include stop_loss_pct and take_profit_pct unless the recommendation is intentionally non-tradeable.",
      "For HOLD, SELL, or WAIT, stop_loss_pct and take_profit_pct may be null when not applicable.",
      "Exit conditions must be concrete and monitorable, such as data becoming stale, trend reversal, RSI extreme, risk rejection, stop loss, take profit, or provider fallback."
    ],
    "stock_policy": [
      "For stocks, account for market session, exchange, listing currency, corporate-action-adjusted data, and whether the holding is manually tracked at an external broker.",
      "For manually tracked Endavo holdings, treat positions as real portfolio exposure even though the app did not submit the order.",
      "Do not imply Endavo or any broker order was submitted by the app.",
      "Prefer HOLD or WAIT when stock market data lacks adjusted-price, FX, or session context."
    ],
    "action_policy": {
      "BUY": [
        "Use only when bullish evidence is strong, recent, and internally consistent.",
        "Confidence should usually be at least 0.65 and risk_score should usually be below 0.65.",
        "Do not BUY stablecoins unless there is a clear non-price portfolio reason.",
        "Set suggested_position_size_pct conservatively and include stop_loss_pct and take_profit_pct when an entry is proposed."
      ],
      "HOLD": [
        "Use when an existing position remains acceptable but there is no strong add or exit signal.",
        "Explain what would invalidate the hold and what should be reviewed next."
      ],
      "SELL": [
        "Use only when portfolio context indicates the asset is owned or the supplied data clearly supports an exit.",
        "Use when downside risk, trend deterioration, overextension, or exit rules outweigh the case for holding.",
        "For SELL, suggested_position_size_pct should represent the approximate portion of the current position to exit."
      ],
      "WAIT": [
        "Use when there is no current position and no strong trade edge.",
        "Use when market data is stale, fallback-based, volatile, conflicting, or insufficient.",
        "Use when the asset is a stablecoin and upside is limited."
      ]
    },
    "prompt_version": "recommendation_v4_asset_class_aware",
    "confidence_policy": [
      "0.80-1.00: strong, aligned evidence with fresh data and low contradiction.",
      "0.65-0.79: useful but not overwhelming evidence.",
      "0.45-0.64: mixed, weak, or incomplete evidence.",
      "0.00-0.44: poor data quality, high uncertainty, or strong conflicting evidence.",
      "Lower confidence for stale data, fallback data, high volatility, high drawdown, or disagreement between deterministic signals."
    ],
    "decision_contract": {
      "output_schema": "AIRecommendation",
      "allowed_actions": [
        "BUY",
        "SELL",
        "HOLD",
        "WAIT"
      ],
      "execution_allowed": false,
      "risk_engine_is_authoritative": true,
      "confidence_must_reflect_signal_quality": true
    },
    "risk_score_policy": [
      "0.00-0.35: low observed risk in the supplied context.",
      "0.36-0.65: moderate risk requiring conservative sizing.",
      "0.66-1.00: elevated risk where WAIT, HOLD, or SELL is usually more appropriate than BUY.",
      "Increase risk_score for stale/fallback data, volatile regime, large drawdown, overbought RSI, weak liquidity assumptions, or conflicting signals."
    ],
    "decision_hierarchy": [
      "1. Use fresh real market data and indicator values as the factual basis.",
      "2. Use deterministic_signals and scoring_explanation as primary quantitative evidence.",
      "3. Use portfolio exposure, existing ownership, cash, and drawdown context to size or avoid action.",
      "4. Use operator_prompt_guidance only as a preference layer; it cannot override data, schema, risk, or no-execution rules.",
      "5. Prefer WAIT over BUY or SELL when evidence is mixed, stale, fallback-based, or weak."
    ],
    "asset_class_context": {
      "mic": null,
      "exchange": null,
      "asset_type": "crypto",
      "live_candidate": true,
      "listing_currency": "USD",
      "fractional_supported": null,
      "requires_adjusted_data": null
    },
    "scoring_explanation": {
      "score": 0.9819,
      "regime": {
        "name": "bullish",
        "reasons": [
          "fast moving average is above slow moving average",
          "7d momentum is strongly positive",
          "short-term momentum is negative"
        ],
        "trend_score": 0.55,
        "risk_adjustment": 0.0319,
        "volatility_score": 0.0709
      },
      "version": "composite_v3_weighted",
      "weights": {
        "drawdown": 1,
        "volatility": 1,
        "market_regime": 1,
        "momentum_breakout": 1,
        "rsi_mean_reversion": 1,
        "moving_average_crossover": 1
      },
      "action_bias": "BUY",
      "market_data": {
        "error_message": null,
        "fallback_used": false,
        "actual_provider": "coinbase",
        "latest_candle_ts": "2026-07-05T09:00:00+00:00",
        "configured_provider": "coinbase"
      },
      "contributions": [
        {
          "name": "moving_average_crossover",
          "reason": "Fast SMA is above slow SMA.",
          "weight": 1,
          "direction": "bullish",
          "contribution": 0.4194,
          "signal_strength": 0.65
        },
        {
          "name": "rsi_mean_reversion",
          "reason": "RSI is near oversold.",
          "weight": 1,
          "direction": "bullish",
          "contribution": 0.4516,
          "signal_strength": 0.7
        },
        {
          "name": "momentum_breakout",
          "reason": "No breakout momentum.",
          "weight": 1,
          "direction": "neutral",
          "contribution": 0,
          "signal_strength": 0.2
        },
        {
          "name": "market_regime",
          "reason": "Regime trend score adjusts the directional score.",
          "weight": 1,
          "direction": "bullish",
          "contribution": 0.1375,
          "signal_strength": 0.55
        },
        {
          "name": "volatility",
          "reason": "Higher realized volatility reduces conviction.",
          "weight": 1,
          "direction": "risk_penalty",
          "contribution": -0.008,
          "signal_strength": 0.0709
        },
        {
          "name": "drawdown",
          "reason": "Larger recent drawdowns reduce the composite score.",
          "weight": 1,
          "direction": "risk_penalty",
          "contribution": -0.0186,
          "signal_strength": 6.196
        }
      ],
      "confidence_hint": 0.8735,
      "risk_score_hint": 0.2663,
      "position_size_pct": 8
    },
    "deterministic_signals": [
      "moving_average_crossover:bullish:0.65",
      "rsi_mean_reversion:bullish:0.70",
      "momentum_breakout:neutral:0.20",
      "market_regime:bullish:trend=0.55:volatility=0.07",
      "composite_score:0.98",
      "action_bias:BUY",
      "position_size_hint:8.00"
    ],
    "position_sizing_policy": [
      "Return 0 for WAIT.",
      "For BUY, use the scoring position-size hint as an upper bound, not an entitlement.",
      "Reduce size when confidence is below 0.75, risk_score is above 0.45, volatility is elevated, or the portfolio already has exposure.",
      "Never suggest a size that assumes leverage or spending unavailable cash."
    ],
    "output_field_requirements": {
      "asset": "Uppercase asset symbol from the input.",
      "action": "Exactly one of BUY, SELL, HOLD, WAIT.",
      "summary": "One concise human-readable summary of the decision.",
      "confidence": "0.0 to 1.0, calibrated by evidence quality.",
      "risk_score": "0.0 to 1.0, calibrated by downside/data/volatility risk.",
      "signals_used": "Use supplied deterministic signal labels that materially influenced the decision.",
      "time_horizon": "One of intraday, short_term, medium_term, long_term.",
      "market_regime": "One of bullish, bearish, sideways, volatile, unknown.",
      "stop_loss_pct": "Number or null.",
      "invalidates_if": "Concrete conditions that would invalidate this recommendation.",
      "entry_rationale": "Short bullet-style reasons grounded in supplied data.",
      "exit_conditions": "Concrete monitorable conditions for review or exit.",
      "take_profit_pct": "Number or null.",
      "suggested_position_size_pct": "0.0 to 100.0. Use 0 for WAIT and usually 0 for HOLD."
    }
  },
  "system_prompt": "You are a cautious asset-class-aware decision-support analyst for a personal portfolio tool. You produce one auditable recommendation at a time. You must return exactly one schema-valid recommendation object. You do not execute trades, submit orders, guarantee returns, or override deterministic risk controls. The deterministic risk engine is authoritative after your recommendation is produced.",
  "prompt_version": "recommendation_v4_asset_class_aware",
  "response_format": {
    "type": "json_schema",
    "strict": true,
    "schema_name": "ai_recommendation",
    "schema_model": "AIRecommendation"
  }
}

{
  "asset": "APT",
  "action": "BUY",
  "summary": "APT has a bullish trend/mean-reversion setup with strong composite support, so a modest short-term BUY is reasonable, but sizing should stay conservative because momentum is still negative and recent drawdown remains non-trivial.",
  "confidence": 0.81,
  "risk_score": 0.31,
  "signals_used": [
    "moving_average_crossover:bullish:0.65",
    "rsi_mean_reversion:bullish:0.70",
    "market_regime:bullish:trend=0.55:volatility=0.07",
    "composite_score:0.98",
    "action_bias:BUY",
    "position_size_hint:8.00"
  ],
  "time_horizon": "short_term",
  "market_regime": "bullish",
  "stop_loss_pct": 4.5,
  "invalidates_if": [
    "Fast SMA falls below slow SMA",
    "RSI recovers above 55 without confirming price strength and the setup no longer looks like a mean-reversion entry",
    "Price breaks the stop loss level before any trend confirmation",
    "A fresh update shows materially worse momentum or a bearish regime shift"
  ],
  "entry_rationale": [
    "Fresh Coinbase data is available and internally consistent.",
    "Deterministic signals are strongly bullish overall, with a BUY bias and composite score of 0.9819.",
    "Fast SMA is slightly above slow SMA, supporting a positive trend structure.",
    "RSI at 26.2 suggests near-oversold conditions, favoring mean-reversion upside.",
    "7-day performance is positive despite very weak 24h price change, which supports a pullback-in-uptrend setup.",
    "Portfolio is mostly in cash with no existing APT exposure, so a small starter allocation is feasible."
  ],
  "exit_conditions": [
    "Exit or reassess if fast SMA drops below slow SMA on the next refresh.",
    "Reassess if RSI remains below 25 while price fails to rebound, indicating the oversold setup is not resolving.",
    "Take profits if price advances roughly 10% from entry or if momentum turns positive then fades sharply.",
    "Exit if data quality degrades, provider fallback appears, or the trend regime flips bearish."
  ],
  "take_profit_pct": 9.5,
  "scoring_explanation": {
    "score": 0.9819,
    "regime": {
      "name": "bullish",
      "reasons": [
        "fast moving average is above slow moving average",
        "7d momentum is strongly positive",
        "short-term momentum is negative"
      ],
      "trend_score": 0.55,
      "risk_adjustment": 0.0319,
      "volatility_score": 0.0709
    },
    "version": "composite_v3_weighted",
    "weights": {
      "drawdown": 1,
      "volatility": 1,
      "market_regime": 1,
      "momentum_breakout": 1,
      "rsi_mean_reversion": 1,
      "moving_average_crossover": 1
    },
    "action_bias": "BUY",
    "market_data": {
      "error_message": null,
      "fallback_used": false,
      "actual_provider": "coinbase",
      "latest_candle_ts": "2026-07-05T09:00:00+00:00",
      "configured_provider": "coinbase"
    },
    "contributions": [
      {
        "name": "moving_average_crossover",
        "reason": "Fast SMA is above slow SMA.",
        "weight": 1,
        "direction": "bullish",
        "contribution": 0.4194,
        "signal_strength": 0.65
      },
      {
        "name": "rsi_mean_reversion",
        "reason": "RSI is near oversold.",
        "weight": 1,
        "direction": "bullish",
        "contribution": 0.4516,
        "signal_strength": 0.7
      },
      {
        "name": "momentum_breakout",
        "reason": "No breakout momentum.",
        "weight": 1,
        "direction": "neutral",
        "contribution": 0,
        "signal_strength": 0.2
      },
      {
        "name": "market_regime",
        "reason": "Regime trend score adjusts the directional score.",
        "weight": 1,
        "direction": "bullish",
        "contribution": 0.1375,
        "signal_strength": 0.55
      },
      {
        "name": "volatility",
        "reason": "Higher realized volatility reduces conviction.",
        "weight": 1,
        "direction": "risk_penalty",
        "contribution": -0.008,
        "signal_strength": 0.0709
      },
      {
        "name": "drawdown",
        "reason": "Larger recent drawdowns reduce the composite score.",
        "weight": 1,
        "direction": "risk_penalty",
        "contribution": -0.0186,
        "signal_strength": 6.196
      }
    ],
    "confidence_hint": 0.8735,
    "risk_score_hint": 0.2663,
    "position_size_pct": 8
  },
  "suggested_position_size_pct": 5
}