Zen

three-layer system: Memory > Signals > Defense. Layer 1 Session Memory (the prior)... before ANY signals fire, the system already has an opinion. It scans the last 30+ completed sessions and asks: 'when past sessions LOOKED like this one, which side won?" It computes a YES win rate from historical data. This becomes a directional "prior"... a starting bias before the current session even begins. If history says YES wins 65% of the time, the system enters the session already leaning YES. Layer 2: Real-time Signal Voting Every second, 8-12 signal rules evaluate current market conditions. Each rule independently votes YES or NO with a confidence score (0-100%). Example: "Chainlink oracle is $150 above the ptb -> YES, 70% confidence" "Binance 60s momentum is strongly negative -> NO, 55% confidence" '5m CVD shows heavy buying pressure -> YES, 80% conf" These votes get aggregated: winning direction is determined by majority vote weighted by confidence. The final confidence score is the weighted average so if 8 rules say YES at 60-80% and 2 say NO at 40%, you get ~65% YES confidence. Layer 3: defense dampening/sentinel A 65% confidence signal DOESN'T mean a 65%-sized trade. The Sentinel risk system asks five questions: Does Binance flow (CVD) agree with this trade? If not -> dampen hard How far is the oracle from the ptb, price to beat? Tiny spread -> dampen How much time is left? Early session = safer; late session with thin margin = risky How choppy is this session? 5+ reversals = chaos -> dampen aggressively What's the profit margin at this entry price? 0.95 entry = only 0.05 margin -> need near-perfect WR These five factors produce a composite risk score (0.0 = safe, 1.0 = maximum risk) which gets converted into a dampener (1.0 = full size, 0.0 = skip entirely). so... a trade that starts as "65% confident, $5 position" might get dampened to $1.50 because CVD disagrees and the session is choppy. Or it might get boosted to $7 because all 5 risk factors are green and it's a clean trending session. The sIGNAL picks direction. The SENTINEL picks size. Defense generates the alpha, not offense.