War-Peace Code
War-peace cycle work and strategic foresight
Overview
War-Peace Code is the operational core of the framework's theory of historical conflict, what the Triptych calls Evolutionary Determinism (ED): the claim that societies pass through a sinusoidal cycle of war and peace, driven by an inherited evolutionary pattern that regulates population size and dominance dynamics. The premise of ED is that this cycle is not fate but code, something that can be recognised, updated, or deactivated, and that recognising it is the precondition for breaking it.
The implemented part of this work is a runnable pipeline. In the Triptych it is specified formally as the Cycle Prediction Sentinel (CPS); in shorter form it is presented as the War-Peace Validator. It combines three open data sources, the Correlates of War conflict series, a lexical polarity index drawn from Google Books n-grams (COLOR), and a diagnostic component from GDELT, to test whether a low-frequency rhythm of roughly 35 to 36 years is present in the conflict record, and to examine 2027 to 2030 as a hypothesised crest window. The pipeline is transparent, auditable, and reproducible from open data through spectral checks to the final figures.
The method is deliberately conservative. A power spectral density estimate locates a dominant low-frequency peak; a cautious ARIMA path is contrasted with a cyclical track that includes an explicit multi-decade component, so that the cycle is tested rather than assumed. CPS is presented as a prototype at version 0.1: parameters are fixed in advance, GDELT is diagnostic rather than predictive, and the validator still needs out-of-sample testing, sensitivity analysis, and independent replication. It is offered as a tool to stress-test, not a prophecy to trust. CPS yields a low-frequency, structural measure of the cycle's phase, complementary to high-frequency indicators of geopolitical risk.
War-Peace Code is the only validator in the Triptych currently implemented end to end. Other validator designs are specified and partially prototyped, and will follow in later releases. In this sense War-Peace is the operational proof-of-concept of the broader Evolutionary Determinism theory.
Alongside the main line, the framework carries two companion works. The first is a Methodological Note: Ancient War Speeches as Leading Signals of War (December 2025), which tests whether peaks of war-coded language in classical sources, from the Spartan debate of 432 BCE through Cato, Demosthenes, and Cicero, precede major shifts in conflict. It reads these speeches as terminal markers rather than first signals, so the observed lags are treated as lower-bound estimates of how early the underlying discursive build-up began, and it applies the Triptych's own metrics, the semantic threshold, the resonance threshold, and the Relational Consciousness Resonance Condition (RCRC), to the war-peace cycle. The second is Probability of Tactical Nuclear Weapon Use in a US-Israeli Coalition Conflict with Iran: Assessment as of March 18, 2026 (version 0.1.1, April 2026), a structured scenario exercise that uses a simplified Bayesian odds model with odds-ratio multipliers to assess tactical nuclear use probability in that specific conflict, presented explicitly as an exercise in identifying triggers and update indicators, not as a prediction.
Recent findings
The validator tracks H1 (a periodic rhythm in war counts) and H2 (the structure of participant engagement across epochs) as separate claims. In Test 4, the H2 contrast remains statistically significant after removing the five highest values in the detrended post-1914 series (M2 = 24.91, p = 0.0085), and after removing ten (M2 = 30.23, p = 0.002). Both tested winsorization thresholds also retain a significant contrast. The increase in the normalized statistic under removal does not mean that the underlying phase structure becomes stronger. Excluding all twelve world-war years leaves a positive contrast but does not meet the 0.05 significance threshold (M2 = 14.65, p = 0.096). The war-count series shows no corresponding significant contrast between epochs in the reported checks. These results concern the specified structure of participant engagement; they do not establish periodicity or identify a causal mechanism. The Journal entry presents the findings and the limits of the random-removal comparison alongside the interactive charts.
A separate line of testing looks at recurrence within a single pair of actors rather than aggregate war counts: whether the time since the last conflict between two given actors still predicts when the next one arrives. That result — a shift from clustering toward memorylessness over the twentieth century, with candidate measurement artefacts checked directly and found to work against the trend rather than for it — is written up, with its own two panels, in a second Journal entry. Its protocol was designed after an earlier exploratory look at the same data had already suggested the direction, so it carries candidate status rather than the status of a result predicted blind.