drt-self-improving-agent

Self-improving DRT/ICT trading agent — journals every trade (setup type, bias, R:R, outcome), analyzes its own win/loss patterns, and builds a personal trading memory that makes the agent smarter over time. 100% lokal — ingen netværkskald.

DRT Self-Improving Trading Agent 🤖📈

A trading agent that learns from its own trades. Every trade is journaled → analyzed → patterns are discovered → the agent adjusts its own rules. The more trades, the sharper it gets.

What the skill does

1. Journals every trade (DRT type, bias, entry/SL/TP, R:R, outcome, killzone)
2. Analyzes patterns — which setups win, which lose, what time of day
3. Builds memory — trades.json grows with every trade
4. Learns and adjusts — prints changed rules based on data (not gut feeling)
5. Proactive — reminds about killzones and A+ setups

Files

text

drt-self-improving-agent/
├── SKILL.md
├── scripts/
│   ├── journal.py      # Add trade to trades.json (CLI)
│   ├── analyze.py      # Analyze patterns + print learnings
└── data/
    └── trades.json     # Trade memory (auto-created)

Quick start

bash

# Journal a trade (after every trade!)
python3 scripts/journal.py --symbol SP500 --bias LONG --type 2 \
  --entry 7741 --sl 7681 --tp 7802 --rr 2.5 --result win --killzone NY

# See what the agent has learned
python3 scripts/analyze.py

Journal fields

Field	Value	Description
symbol	SP500, BTCUSD…	Instrument
bias	LONG / SHORT	Direction
type	1, 2, 3	DRT type (continuation/reversal/consolidation)
entry / sl / tp	price	Trade levels
rr	1.5, 2.0, 3.0	R:R at entry
result	win / loss / be	Outcome
killzone	London, NY, SB-AM, SB-PM	Where the trade was taken
notes	text	Free note (e.g. "sweep 12 bars old")

Learning logic (analyze.py)

The agent prints concrete learnings, e.g.:

• "Type 2 LONG wins 92% — keep taking them"
• "Trades in SB-PM lose 60% — avoid or tighten the filter"
• "R:R < 1.5 gives 40% WR — skip, wait for 2R+"
• "When the sweep is older than 12 bars: 0 winners — set an age gate"

Killzone reminder (proactive)

Use the agent to remind about trading windows (CET/Danish time):

• London 09:00-11:00 · NY 14:30-17:00 · SB AM 09:00-10:00 · SB PM 19:30-21:30
• ⛔ Never NY open 15:30-16:00 · max 3 trades/day · SL ALWAYS

Rules that never change (even if the data says otherwise)

• Stop loss ALWAYS · Max 3 trades/day · Never revenge trade
• Only A+ setups — a high win rate requires saying no to 80% of setups

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