Editing Alpha Research5 (section)

=== Layer 4: Signal Generation & Trade Management ===

'''Purpose:''' Generate precise entry/exit signals with risk parameters

'''File:''' <code>src/components/signal_generation_trade_management.py</code>

'''Signal Generation Flow:'''
<pre>
                    +------------------+
                    | Setup Quality    |
                    | Grade >= B       |
                    +--------+---------+
                             |
                             v
                    +------------------+
                    | Direction Check  |
                    | MTF Aligned?     |
                    +--------+---------+
                             |
              +--------------+--------------+
              |                             |
              v                             v
     +--------+--------+           +--------+--------+
     | FILTERS         |           | GENERATE        |
     | Hour filter     |           | Entry price     |
     | Prob zone       |           | Stop loss       |
     | MA direction    |           | Take profit     |
     +--------+--------+           | Position size   |
              |                    +-----------------+
              v
     +------------------+
     | BLOCKED or       |
     | PASSED           |
     +------------------+
</pre>

'''Entry Techniques (17 Types):'''
<pre>
1. near_ma          - Entry near 21 MA
2. ma_bounce        - Bounce off 21 MA
3. break_of_structure (BOS) - Breakout entry
4. pullback_entry   - Trend pullback
5. key_level_entry  - At support/resistance
... (12 more specialized techniques)
</pre>

'''Stop Loss Calculation:'''
<pre>
LONG Stop = Entry Price - MAX(recent_low - buffer, min_stop_distance)
SHORT Stop = Entry Price + MAX(recent_high + buffer, min_stop_distance)

Where:
- min_stop_distance = 40 points (prevents too-tight stops)
- buffer = 5 points for BOS entries
- recent lookback = 5-10 bars depending on technique
</pre>

'''Take Profit Methods:'''
<pre>
1. Fixed R:R    - TP = Entry + (Stop_Distance * Risk_Reward_Ratio)
2. Fixed Points - TP = Entry +/- default_profit_points
3. ATR Multiple - TP = Entry +/- (ATR * atr_multiple)
</pre>

'''Active Filters:'''
{| class="wikitable"
|-
! Filter !! Purpose !! Impact
|-
| Hour Filter || Block toxic hours (9, 22, 23) || Saves Rs 357k+
|-
| MA Direction || Trade only with MA21 slope || Improves trend alignment
|-
| Probability Zone || Block counter-trend in extremes || Reduces false signals
|}

'''Output:''' <code>Signal</code>
* <code>signal_id</code>: Unique identifier
* <code>direction</code>: LONG / SHORT
* <code>entry_price</code>: Precise entry level
* <code>stop_loss_price</code>: Risk cutoff
* <code>take_profit_price</code>: Target level
* <code>position_size</code>: Lots to trade
* <code>setup_quality</code>: Grade
* <code>estimated_costs</code>: Brokerage + taxes

----