Kernel Envelope.
A non-parametric smoothed baseline with adaptive volatility bands. Buy when price drops to the lower band, trim when it crosses the upper.Price has stretched above the kernel-smoothed fair value plus its adaptive σ band. Historically a mean-reversion zone — take-profit territory for long-only strategies.
Price has fallen below the kernel-smoothed fair value minus its adaptive σ band — the accumulation zone. Statistical extremes tend to mean-revert.
The signal series is band position: 0% means price is sitting on the lower band, 100% means it's touching the upper band, and values outside [0, 100] mean price has broken out of the envelope. The accumulation zone is anything ≤ 0% (price stretched below fair value); the distribution zone is anything ≥ 100%.
Because the baseline is kernel-smoothed (Nadaraya–Watson), it adapts to local price structure rather than chasing a fixed window. Combined with adaptive volatility bands, this produces tighter accumulation calls during low-volatility regimes and more permissive ones when volatility expands — closer to how a discretionary trader would actually read the chart.