We ran a full walk-forward backtest using the AlgoZilla Omniscius v6.2 Pythia model for LSK - Lisk. The results below cover the complete out-of-sample window from May 2020 → May 2026 across 2 walk-forward cycles (= train on the past, test exclusively on unseen future bars, then roll the window). The model executed 1,945 trades in total, compounding an initial $10,000 base to a final value of $334,615,297. All results are net of trading fees based on Bitvavo rates (0.15% entry + 0.25% exit). The model uses a 15‑minute delay on every signal to simulate live execution latency — the same decision logic runs in production.
Lisk (LSK) is one of the oldest blockchain platforms, originally launched in 2016 as a JavaScript-developer-focused chain and migrated to an Ethereum L2 architecture in 2024. Long-history asset with multi-cycle data including the 2017 and 2021 bull markets. Price action reflects developer-ecosystem narratives and the recent L2-migration catalyst.
Key risk-adjusted metrics from the walk-forward backtest. A Sharpe above 3.0 and a profit factor above 1.5 mean winners decisively outweigh losers — by design the model wins on size, not on frequency.
| Year | Jan | Feb | Mar | Apr | May | Jun | Jul | Aug | Sep | Oct | Nov | Dec | Year Σ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2020 |
—
|
—
|
—
|
—
|
+16.3%
8t
|
+22.8%
13t
|
+14.5%
11t
|
+22.1%
6t
|
+3.2%
21t
|
-1.1%
25t
|
+32.9%
23t
|
+40.8%
19t
|
+281.6% |
| 2021 |
+73.0%
29t
|
+164.8%
21t
|
+52.2%
12t
|
+135.8%
33t
|
+205.7%
41t
|
+147.3%
41t
|
+79.7%
30t
|
+35.6%
37t
|
+58.1%
44t
|
+37.5%
30t
|
+84.0%
39t
|
+19.3%
33t
|
+144,501.7% |
| 2022 |
+9.1%
22t
|
+35.9%
24t
|
+14.7%
15t
|
+29.4%
37t
|
+66.8%
32t
|
+29.6%
35t
|
+10.7%
24t
|
+10.7%
20t
|
+11.6%
23t
|
+0.8%
20t
|
+43.0%
24t
|
+7.0%
30t
|
+903.5% |
| 2023 |
+1.2%
7t
|
+9.2%
16t
|
-0.6%
16t
|
+10.4%
12t
|
-5.7%
19t
|
+15.9%
24t
|
+10.1%
16t
|
+1.9%
17t
|
+4.6%
15t
|
+11.9%
18t
|
+12.9%
9t
|
+3.5%
9t
|
+103.0% |
| 2024 |
+41.8%
34t
|
+11.0%
11t
|
+37.4%
15t
|
+58.1%
21t
|
+7.2%
28t
|
+19.8%
40t
|
+21.1%
37t
|
+12.8%
30t
|
+18.3%
33t
|
+3.4%
32t
|
+77.5%
25t
|
+35.8%
35t
|
+1,668.6% |
| 2025 |
+55.8%
42t
|
+23.7%
43t
|
+16.2%
34t
|
+30.1%
28t
|
-1.8%
38t
|
+14.4%
30t
|
+36.7%
37t
|
+7.1%
41t
|
-7.0%
26t
|
+12.5%
29t
|
+202.1%
54t
|
+38.5%
54t
|
+1,995.8% |
| 2026 |
+16.5%
28t
|
+27.4%
42t
|
-1.5%
34t
|
-2.5%
26t
|
+1.3%
18t
|
—
|
—
|
—
|
—
|
—
|
—
|
—
|
+44.5% |
Derived from the walk-forward trade log. Cells link to the matching paper-trade page when available. Color intensity = magnitude.
Cumulative portfolio growth on a logarithmic scale. Each cycle starts at 1x. A smooth, upward-sloping curve indicates consistent compounding with controlled drawdowns.
1H candles for LSK over the latest walk-forward cycle (2024-04-22 → 2026-05-20) with every entry (▲) and exit (▼ profitable, ▼ loss). Older cycles are summarized in the per-cycle table below.
Performance segmented by market condition. The model adapts entry thresholds, position sizing, and exit timing to each regime. Consistent profitability across all regimes demonstrates true robustness.
| Regime | Trades | Win Rate | Avg PnL | Profit Factor | Avg Bars |
|---|---|---|---|---|---|
| BUBBLE | 45 | 89.6% | +5.98% | 75.57 | 15.4 |
| BULL | 216 | 69.9% | +3.45% | 9.51 | 17.1 |
| BEAR | 738 | 45.7% | +0.88% | 2.25 | 17.4 |
Each cycle is an independent out-of-sample test period aligned with a Bitcoin halving cycle. The model is trained on earlier cycles and tested on the next — never seeing the test data during training.
| Cycle | Period | Sharpe | Return | MaxDD | Win Rate | Trades | B&H |
|---|---|---|---|---|---|---|---|
| 1 | May '20 – Apr '24 | 3.99 | 820.9x | -13.2% | 40.5% | 1075 | Yes |
| 2 | Apr '24 – May '26 | 3.28 | 39.7x | -14.2% | 43.6% | 870 | Yes |
Most recent 50 trades from the walk-forward backtest (Mar 2026 – May 2026).
| Entry | Exit | Entry Price | Exit Price | PnL | Regime | Bars | Exit Reason |
|---|---|---|---|---|---|---|---|
| 17 May 2026 16:00 | 18 May 2026 01:00 | $0.12100 | $0.11990 | -1.46% | CRASH | 10 | stop |
| 15 May 2026 14:00 | 17 May 2026 14:00 | $0.12200 | $0.12080 | -1.46% | BEAR | 49 | stop |
| 15 May 2026 06:00 | 15 May 2026 13:00 | $0.12700 | $0.12580 | -1.46% | CRASH | 8 | stop |
| 14 May 2026 16:00 | 15 May 2026 05:00 | $0.13200 | $0.13080 | -1.46% | CRASH | 14 | stop |
| 14 May 2026 09:00 | 14 May 2026 15:00 | $0.12700 | $0.13200 | +3.51% | BEAR | 7 | exit_fp |
| 13 May 2026 16:00 | 14 May 2026 08:00 | $0.12900 | $0.12780 | -1.46% | BEAR | 17 | stop |
| 13 May 2026 13:00 | 13 May 2026 15:00 | $0.13300 | $0.13170 | -1.46% | CRASH | 3 | stop |
| 12 May 2026 15:00 | 13 May 2026 12:00 | $0.13500 | $0.13370 | -1.46% | NEUTRAL | 22 | stop |
| 12 May 2026 11:00 | 12 May 2026 14:00 | $0.13600 | $0.13470 | -1.46% | CRASH | 4 | stop |
| 10 May 2026 12:00 | 12 May 2026 10:00 | $0.13900 | $0.13770 | -1.46% | BEAR | 47 | stop |
| 08 May 2026 15:00 | 10 May 2026 07:00 | $0.13400 | $0.14100 | +4.79% | BULL | 41 | short_signal |
| 07 May 2026 04:00 | 08 May 2026 14:00 | $0.13100 | $0.13310 | +1.04% | NEUTRAL | 35 | trail |
| 06 May 2026 14:00 | 07 May 2026 03:00 | $0.13300 | $0.13170 | -1.46% | BEAR | 14 | stop |
| 06 May 2026 11:00 | 06 May 2026 13:00 | $0.13700 | $0.13570 | -1.46% | NEUTRAL | 3 | stop |
| 06 May 2026 06:00 | 06 May 2026 09:00 | $0.13500 | $0.13600 | +0.33% | BEAR | 4 | signal |
| 05 May 2026 06:00 | 06 May 2026 03:00 | $0.13200 | $0.13600 | +2.61% | BEAR | 22 | signal |
| 02 May 2026 22:00 | 05 May 2026 05:00 | $0.12800 | $0.13200 | +2.70% | BEAR | 56 | exit_fp |
| 30 Apr 2026 09:00 | 02 May 2026 21:00 | $0.12400 | $0.12800 | +2.80% | BEAR | 61 | exit_fp |
| 29 Apr 2026 17:00 | 30 Apr 2026 08:00 | $0.12600 | $0.12480 | -1.46% | BEAR | 16 | stop |
| 29 Apr 2026 13:00 | 29 Apr 2026 16:00 | $0.12800 | $0.12680 | -1.46% | CRASH | 4 | stop |
| 27 Apr 2026 16:00 | 29 Apr 2026 12:00 | $0.12600 | $0.12910 | +1.97% | NEUTRAL | 45 | trail |
| 27 Apr 2026 09:00 | 27 Apr 2026 15:00 | $0.12800 | $0.12680 | -1.46% | CRASH | 7 | stop |
| 23 Apr 2026 09:00 | 27 Apr 2026 08:00 | $0.12800 | $0.12680 | -1.46% | BEAR | 96 | stop |
| 21 Apr 2026 16:00 | 23 Apr 2026 08:00 | $0.13000 | $0.12880 | -1.46% | CRASH | 41 | stop |
| 21 Apr 2026 06:00 | 21 Apr 2026 15:00 | $0.13200 | $0.13080 | -1.46% | BEAR | 10 | stop |
| 19 Apr 2026 18:00 | 21 Apr 2026 04:00 | $0.12700 | $0.13100 | +2.64% | NEUTRAL | 35 | trail |
| 19 Apr 2026 06:00 | 19 Apr 2026 17:00 | $0.12900 | $0.12780 | -1.46% | CRASH | 12 | stop |
| 18 Apr 2026 19:00 | 19 Apr 2026 05:00 | $0.13200 | $0.13080 | -1.46% | BEAR | 11 | stop |
| 18 Apr 2026 12:00 | 18 Apr 2026 18:00 | $0.13500 | $0.13370 | -1.46% | CRASH | 7 | stop |
| 18 Apr 2026 05:00 | 18 Apr 2026 11:00 | $0.13700 | $0.13570 | -1.46% | BEAR | 7 | stop |
| 17 Apr 2026 20:00 | 18 Apr 2026 04:00 | $0.13800 | $0.13670 | -1.46% | NEUTRAL | 9 | stop |
| 17 Apr 2026 04:00 | 17 Apr 2026 06:00 | $0.13200 | $0.13400 | +1.10% | BEAR | 3 | signal |
| 17 Apr 2026 00:00 | 17 Apr 2026 02:00 | $0.13400 | $0.13200 | -1.90% | BEAR | 3 | signal |
| 14 Apr 2026 20:00 | 16 Apr 2026 21:00 | $0.12500 | $0.13300 | +5.96% | CRASH | 50 | signal |
| 14 Apr 2026 18:00 | 14 Apr 2026 19:00 | $0.12700 | $0.12580 | -1.46% | CRASH | 2 | stop |
| 13 Apr 2026 09:00 | 14 Apr 2026 17:00 | $0.12200 | $0.12620 | +2.94% | BEAR | 33 | trail |
| 12 Apr 2026 04:00 | 13 Apr 2026 08:00 | $0.12400 | $0.12280 | -1.46% | BEAR | 29 | stop |
| 08 Apr 2026 15:00 | 12 Apr 2026 03:00 | $0.12800 | $0.12680 | -1.46% | CRASH | 85 | stop |
| 08 Apr 2026 04:00 | 08 Apr 2026 14:00 | $0.13000 | $0.12880 | -1.46% | BEAR | 11 | stop |
| 07 Apr 2026 23:00 | 08 Apr 2026 03:00 | $0.12800 | $0.13000 | +1.15% | BEAR | 5 | exit_fp |
| 05 Apr 2026 07:00 | 07 Apr 2026 22:00 | $0.12200 | $0.12800 | +4.49% | BEAR | 64 | exit_fp |
| 04 Apr 2026 03:00 | 05 Apr 2026 06:00 | $0.12400 | $0.12280 | -1.46% | CRASH | 28 | stop |
| 02 Apr 2026 04:00 | 04 Apr 2026 02:00 | $0.11800 | $0.12400 | +4.66% | BEAR | 47 | exit_fp |
| 30 Mar 2026 15:00 | 02 Apr 2026 03:00 | $0.12000 | $0.11890 | -1.46% | CRASH | 61 | stop |
| 27 Mar 2026 12:00 | 30 Mar 2026 14:00 | $0.12200 | $0.12080 | -1.46% | BEAR | 75 | stop |
| 27 Mar 2026 04:00 | 27 Mar 2026 11:00 | $0.12600 | $0.12480 | -1.46% | CRASH | 8 | stop |
| 26 Mar 2026 10:00 | 27 Mar 2026 03:00 | $0.12800 | $0.12680 | -1.46% | BEAR | 18 | stop |
| 25 Mar 2026 11:00 | 26 Mar 2026 09:00 | $0.13100 | $0.12980 | -1.46% | CRASH | 23 | stop |
| 23 Mar 2026 15:00 | 25 Mar 2026 09:00 | $0.12900 | $0.13100 | +1.14% | BEAR | 43 | signal |
| 22 Mar 2026 22:00 | 23 Mar 2026 14:00 | $0.12300 | $0.12900 | +4.45% | BEAR | 17 | exit_fp |
These backtest results demonstrate what our model can do. Get real-time LSK signals delivered to your Telegram with every entry, stop-loss, and take-profit.
Institutional-grade AI trading signals for crypto traders. Our ensemble models use strict walk-forward validation across multiple Bitcoin halving cycles. No curve-fitting, no hype — just data-driven signals delivered to your Telegram. Methodology and changelog are public on our About page.
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Hypothetical or simulated performance results have inherent limitations. Unlike an actual performance record, simulated results do not represent actual trading. Since the trades have not been executed, the results may have under- or over-compensated for the impact of certain market factors, including lack of liquidity. No representation is being made that any account will or is likely to achieve profit or losses similar to those shown.
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