@prefix fxpcn: <https://fx-pcn.local/ontology#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix skos: <http://www.w3.org/2004/02/skos/core#> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

<https://fx-pcn.local/kg/summary-run/2026-08-11/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-08-11"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/EURUSD>,
        <https://fx-pcn.local/kg/pair/USDCAD>,
        <https://fx-pcn.local/kg/pair/USDCHF> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Actively monitor the USD/CAD, USD/CHF, and EUR/USD linkages, as these pairs have driven the recent structural volatility, rapidly toggling between connected and disconnected states over the last two days.",
        "The complete absence of directed edges indicates a lack of predictive lead-lag relationships; risk models relying on lagged spillover effects may be currently ineffective, emphasizing the need to focus on contemporaneous risk exposures.",
        "The near-maximum network density (0.9524) combined with moderate correlation strength implies a highly coupled environment where traditional cross-pair diversification offers limited structural protection; hedging strategies should account for broad, simultaneous macro drivers rather than isolated pair dynamics.",
        "The structural read would be invalidated if density drops sharply back below the historical mean (0.786) or if significant directed edges emerge, which would indicate a return to lagged, currency-specific causal flows and a breakdown of the current synchronized macro environment.",
        "This read of a highly coupled, contemporaneously driven market would be confirmed if density remains above the 75th percentile (0.857) with continued zero directed edges over the coming days." .

<https://fx-pcn.local/kg/summary-run/2026-08-12/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-08-12"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/EURUSD>,
        <https://fx-pcn.local/kg/pair/GBPUSD>,
        <https://fx-pcn.local/kg/pair/USDCAD>,
        <https://fx-pcn.local/kg/pair/USDCHF>,
        <https://fx-pcn.local/kg/pair/USDJPY> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Actively monitor the highly transient relationships involving USD/CHF, USD/CAD, and GBP/USD, as their edges have toggled on and off over the last few days. This instability may signal shifting risk sentiment or localized fundamental drivers that are temporarily overriding broad market dynamics.",
        "Conversely, a continued drop in density below the historical mean of 0.786 would confirm a breakdown in broad systemic linkage and a return to more idiosyncratic pair dynamics, which would improve intra-basket diversification potential.",
        "The complete absence of directed edges means traditional lead-lag monitoring systems are currently uninformative. Risk models relying on lagged spillover effects should be treated with caution, as the current structure is entirely contemporaneous and driven by simultaneous reactions.",
        "The high network density (0.8571) combined with below-average correlation strength (0.1570) suggests a regime of broad, weak systemic linkage. Diversification across these seven majors is currently limited, meaning hedging strategies may require looking outside this basket or utilizing non-linear instruments to manage portfolio risk.",
        "This read of a synchronized, contemporaneous market would be invalidated if directed edges begin to reappear, particularly from major liquidity providers like EUR/USD or USD/JPY, which would signal a return of lagged information flow." .

<https://fx-pcn.local/kg/summary-run/2026-08-13/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-08-13"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/EURUSD>,
        <https://fx-pcn.local/kg/pair/GBPUSD>,
        <https://fx-pcn.local/kg/pair/NZDUSD>,
        <https://fx-pcn.local/kg/pair/USDCAD>,
        <https://fx-pcn.local/kg/pair/USDJPY> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "A sustained drop in density below the historical 25th percentile (0.714) would confirm a structural fragmentation, whereas persistence at or above the 75th percentile (0.857) confirms the continuation of the current tightly coupled regime.",
        "Actively monitor the newly formed undirected links between GBP/USD-USD/JPY and USD/JPY-USD/CAD, as the Yen is actively re-integrating structurally with the broader Dollar bloc after previous disconnections.",
        "The high network density (0.8571) combined with average correlation strength suggests limited diversification benefits across the seven majors right now; risk monitoring should account for broad, simultaneous systemic co-movements rather than isolated pair dynamics.",
        "This read of simultaneous, non-directional co-movement would be invalidated if directed edges begin to emerge in the coming days, which would suggest a return of clear lead-lag drivers and a breakdown of the current contemporaneous structure.",
        "Watch the dissolved links between EUR/USD-USD/CAD and GBP/USD-NZD/USD, as the decoupling of the Euro from the Loonie and the Pound from the Kiwi may signal emerging regional or idiosyncratic divergences worth tracking." .

<https://fx-pcn.local/kg/summary-run/2026-08-14/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-08-14"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/GBPUSD>,
        <https://fx-pcn.local/kg/pair/USDCAD>,
        <https://fx-pcn.local/kg/pair/USDCHF>,
        <https://fx-pcn.local/kg/pair/USDJPY> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Actively monitor the USD/CAD -> USD/CHF directed relationship, as well as the volatile USD/JPY and GBP/USD connections, as these are the primary sources of structural instability and emerging lead-lag dynamics in the current network.",
        "The combination of high density (0.9048) and below-average correlation strength (0.1618) suggests that broad diversification across these seven majors is currently limited by systemic interconnectedness, but the weak individual linkages mean hedges may not require extreme over-collateralization to offset specific bilateral risks.",
        "The read of a highly connected but weakly correlated market with emerging commodity-dollar leadership would be confirmed if the USD/CAD -> USD/CHF directionality persists and overall density remains above 0.85 in the coming days.",
        "This structural read would be invalidated if the network density reverts toward the 0.786 historical mean or if the USD/CAD -> USD/CHF edge reverts to undirected or disappears, which would signal a return to undifferentiated, broad-based risk flows." .

<https://fx-pcn.local/kg/summary-run/2026-08-17/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-08-17"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/AUDUSD>,
        <https://fx-pcn.local/kg/pair/EURUSD>,
        <https://fx-pcn.local/kg/pair/NZDUSD>,
        <https://fx-pcn.local/kg/pair/USDCAD>,
        <https://fx-pcn.local/kg/pair/USDCHF>,
        <https://fx-pcn.local/kg/pair/USDJPY> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Conversely, the read would be confirmed if USD/CHF continues shedding edges while USD/CAD's new EUR/JPY linkages persist or strengthen, reinforcing the divergence between a decoupling franc and a CAD pair increasingly tied to non-commodity crosses.",
        "The complete absence of directed edges means there is no statistically reliable lead-lag signal to exploit for early-warning or propagation monitoring at current parameters; risk monitoring should rely more on contemporaneous correlation structure than on causal flow.",
        "The high-density, low-partial-correlation regime implies broad but shallow co-movement; portfolio diversification across these seven majors may offer less protection than in sparser regimes, as most pairs remain conditionally linked even if individual edge strengths are modest.",
        "This read would be invalidated if density drops sharply in subsequent windows (falling toward or below the 25th percentile of 0.7143) or if directed edges re-emerge, particularly involving USD/CAD or USD/CHF, which would signal a return to more structured causal transmission.",
        "USD/CAD's rotating connectivity (gaining EUR/USD and USD/JPY, losing NZD/USD) suggests its driver mix may be shifting from commodity/Antipodean factors toward broader USD and European/yen dynamics; tracking whether these new edges strengthen or gain directionality would clarify the shift.",
        "USD/CHF's decoupling from three pairs (AUD/USD, NZD/USD, USD/CAD) is worth active monitoring — if this isolation persists, the franc may be reverting to a safe-haven role that is statistically distinct from the risk-sensitive bloc, which has implications for cross-asset hedging design." .

<https://fx-pcn.local/kg/summary-run/2026-08-18/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-08-18"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/AUDUSD>,
        <https://fx-pcn.local/kg/pair/EURUSD>,
        <https://fx-pcn.local/kg/pair/NZDUSD>,
        <https://fx-pcn.local/kg/pair/USDCAD>,
        <https://fx-pcn.local/kg/pair/USDCHF>,
        <https://fx-pcn.local/kg/pair/USDJPY> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Actively monitor the evolving USD/CHF, USD/CAD, and USD/JPY nexus, as the recent flipping of USD/CAD / USD/CHF and the shifting of USD/CHF's links away from AUD/USD and NZD/USD toward EUR/USD and USD/CAD suggest a changing risk transmission mechanism.",
        "The current high-density, below-average correlation-strength regime implies that broad diversification across these seven majors is currently limited by high connectivity, but the magnitude of co-movement is moderate; hedges relying on lagged spillovers may be less effective right now given the total absence of directed edges.",
        "The read would be invalidated if directed edges re-emerge (especially involving USD/CAD or USD/CHF), which would signal a return to lagged spillover dynamics, or if density drops significantly, indicating a decoupling of the majors.",
        "This read of a contemporaneous, high-density market structure would be confirmed if the network maintains high density (above 0.80) with zero directed edges in the coming days, indicating a persistent synchronous shock environment." .

<https://fx-pcn.local/kg/summary-run/2026-08-19/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-08-19"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/AUDUSD>,
        <https://fx-pcn.local/kg/pair/GBPUSD>,
        <https://fx-pcn.local/kg/pair/NZDUSD>,
        <https://fx-pcn.local/kg/pair/USDCAD>,
        <https://fx-pcn.local/kg/pair/USDCHF>,
        <https://fx-pcn.local/kg/pair/USDJPY> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "The decoupling of GBP/USD from both USD/CAD and USD/CHF, combined with USD/JPY dropping its edges to AUD/USD and USD/CAD, may offer improved structural diversification across these specific pairs if the trend persists.",
        "The emergence of AUD/USD and NZD/USD leading USD/CAD suggests a distinct commodity-bloc dynamic; monitor these pairs closely as potential early indicators for North American FX volatility.",
        "The new directed relationship of USD/JPY leading USD/CHF should be monitored to determine if yen-driven flows are beginning to dictate safe-haven pricing more broadly.",
        "The read is invalidated if the network rapidly reverts to a density above 0.85 with zero directed edges, which would indicate a return to a highly synchronized, undirected regime and a negation of the current lead-lag dynamics.",
        "The slight drop in density alongside an increase in mean absolute partial correlation implies that while broad market synchronization is easing, the remaining co-movements are stronger; risk managers should verify that hedging instruments are not overly exposed to these tightening residual correlations.",
        "This structural read is confirmed if density remains below the historical mean while mean absolute partial correlation stays elevated, and if the directed edges from the antipodeans to USD/CAD persist into the next sessions." .

<https://fx-pcn.local/kg/summary-run/2026-08-20/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-08-20"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/AUDUSD>,
        <https://fx-pcn.local/kg/pair/GBPUSD>,
        <https://fx-pcn.local/kg/pair/NZDUSD>,
        <https://fx-pcn.local/kg/pair/USDCAD>,
        <https://fx-pcn.local/kg/pair/USDCHF>,
        <https://fx-pcn.local/kg/pair/USDJPY> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Confirmation of this read: density remains above 0.80 with mean_abs_pcorr below 0.18 for several more days, and directed edges stay at 0–1 — this would validate a \"diffuse, directionless\" structural regime.",
        "High density (85.7%, 75th percentile) with below-average partial-correlation strength means conditional independence-based diversification across the seven majors is currently poor; hedging strategies that assume pairwise or subset independence should be treated with caution.",
        "Invalidation: if directed edges reappear and persist (≥2 days) around USD/JPY or NZD/USD pairs, or if mean_abs_pcorr rises above 0.19 (75th percentile) while density stays elevated, the regime is shifting toward a more concentrated, causally-ordered structure that would warrant reassessment of hedging and correlation assumptions.",
        "The collapse of all directed edges on 08-20 after a three-directed-edge spike on 08-19 signals that lead-lag structures are transient; any monitoring framework relying on Granger-causal directionality should require multi-day persistence before treating a direction as informative.",
        "The new GBP/USD–USD/CAD undirected edge, combined with high overall density, suggests commodity-linked and sterling-linked pairs are increasingly tied into the common factor structure; watch whether this edge persists or strengthens, as it would further compress available independent risk dimensions.",
        "USD/JPY's relationships (with AUD/USD, USD/CAD, USD/CHF) are the most churn-prone and should be monitored closely — sustained re-emergence of USD/JPY→USD/CHF or a stable USD/JPY–AUD/USD directed edge would signal a reassertion of JPY as a lead indicator, which has structural implications for cross-asset risk transmission." .

<https://fx-pcn.local/kg/summary-run/2026-08-21/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-08-21"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/AUDUSD>,
        <https://fx-pcn.local/kg/pair/EURUSD>,
        <https://fx-pcn.local/kg/pair/GBPUSD>,
        <https://fx-pcn.local/kg/pair/NZDUSD>,
        <https://fx-pcn.local/kg/pair/USDCHF>,
        <https://fx-pcn.local/kg/pair/USDJPY> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Actively monitor the newly established EUR/USD -> GBP/USD and EUR/USD -> USD/CHF directional edges, as EUR/USD appears to be taking a temporary leading role in price discovery for these specific crosses.",
        "It would be invalidated if the network reverts to a fully undirected state (0 directed edges) or if density drops sharply below the 0.7143 (25th percentile) historical threshold.",
        "The elevated mean absolute partial correlation (0.1965) combined with high density implies limited diversification benefits among the majors right now; risk management models should assume higher co-movement and reduced idiosyncratic noise.",
        "This structural read would be confirmed if EUR/USD maintains its leading role over GBP/USD and USD/CHF in subsequent windows, and if mean absolute partial correlation remains above the 0.19 threshold.",
        "Watch the decoupling of commodity and yen crosses (e.g., GBP/USD/AUD/USD and USD/JPY/NZD/USD dropping to no edge), which may signal shifting risk sentiment away from carry or commodity-linked currencies." .

<https://fx-pcn.local/kg/summary-run/2026-08-24/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-08-24"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/AUDUSD>,
        <https://fx-pcn.local/kg/pair/EURUSD>,
        <https://fx-pcn.local/kg/pair/GBPUSD>,
        <https://fx-pcn.local/kg/pair/USDCHF> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Actively monitor the shifting dynamic between EUR/USD and GBP/USD; the loss of EUR/USD's lead-lag influence suggests that traditional European cross-pair hedging structures may require recalibration if this contemporaneous regime persists.",
        "Confirmation of this structural shift will occur if the network maintains high density with predominantly undirected edges, solidifying the transition away from lagged, leader-driven dynamics toward simultaneous global macro reactions.",
        "The emergence of new undirected links between GBP/USD and both AUD/USD and USD/CHF warrants attention, as it suggests a changing risk synchronization that could alter the structural behavior of Sterling relative to commodity and safe-haven currencies.",
        "This read of a synchronized, non-directional market would be invalidated if directed edges re-emerge in the next 1-2 windows, particularly if EUR/USD re-establishes causal links or if a new clear leader begins driving the network.",
        "With density near the historical median and correlation strength slightly below average, standard diversification assumptions across the seven majors remain broadly valid, though the high overall connectivity (over 80%) still warrants caution against over-concentration in USD-centric exposures." .

<https://fx-pcn.local/kg/summary-run/2026-08-25/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-08-25"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/AUDUSD>,
        <https://fx-pcn.local/kg/pair/EURUSD>,
        <https://fx-pcn.local/kg/pair/GBPUSD>,
        <https://fx-pcn.local/kg/pair/NZDUSD>,
        <https://fx-pcn.local/kg/pair/USDCAD>,
        <https://fx-pcn.local/kg/pair/USDJPY> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Actively monitor the newly formed contemporaneous dependencies between EUR/USD and USD/CAD, and GBP/USD and USD/JPY, as well as the dissolution of ties with NZD/USD. The sudden pivot away from Australasian pairs suggests a decoupling of commodity-bloc risk from European majors.",
        "The absence of directed edges means there are currently no reliable lead-lag proxies within this network. Risk models relying on lagged spillover effects from one major to another should be treated with caution until Granger causality re-emerges.",
        "The current regime of slightly below-average density but above-average correlation strength implies that while the overall web of dependencies is marginally thinner, the existing linkages are tighter. Diversification benefits across the 7 majors may be reduced for the currently connected pairs, requiring careful monitoring of concentrated risk among EUR, GBP, JPY, and CAD.",
        "This structural read would be confirmed if the network continues to favor USD/JPY and USD/CAD connections over NZD/USD and AUD/USD in the coming days, maintaining high mean absolute partial correlations. It would be invalidated if density drops sharply toward the historical minimum (0.238) or if directed edges suddenly reappear, indicating a new lagged transmission channel." .

<https://fx-pcn.local/kg/summary-run/2026-08-26/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-08-26"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/AUDUSD>,
        <https://fx-pcn.local/kg/pair/EURUSD>,
        <https://fx-pcn.local/kg/pair/GBPUSD>,
        <https://fx-pcn.local/kg/pair/NZDUSD>,
        <https://fx-pcn.local/kg/pair/USDCAD>,
        <https://fx-pcn.local/kg/pair/USDCHF>,
        <https://fx-pcn.local/kg/pair/USDJPY> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Confirmation of this read would require density to remain elevated (above ~0.85) while mean absolute partial correlation stays in the bottom quartile for several more sessions, with continued edge turnover among the European-major and dollar-bloc pairs.",
        "Invalidation would come from either a sharp drop in density (suggesting the diffuse regime is resolving into clusters), a rebound in correlation strength above the median (indicating stronger shared drivers are emerging), or the reappearance of directed edges (signifying a reassertion of lead-lag structure).",
        "The EUR/USD–NZD/USD, EUR/USD–USD/JPY, and GBP/USD–NZD/USD edges are the most actively worth monitoring, given their flip-flop over 08-25 and 08-26; persistence of either state beyond one session would clarify whether a structural reorganization or transient noise is underway.",
        "The USD/CHF pair's edge swap from AUD/USD to USD/CAD on 08-25, and its persistence (or reversal) going forward, is worth tracking as a potential signal of shifting safe-haven versus commodity-bloc linkage.",
        "The absence of directed edges across three consecutive sessions suggests no pair is currently functioning as a detectable information leader; monitoring frameworks relying on lead-lag spillover (e.g., EUR/USD or USD/JPY as early movers) should be treated as uninformative until directionality reappears.",
        "The high-density, low-correlation-strength regime limits the usefulness of standard diversification logic: nearly all pairs are conditionally dependent, but the dependence is weak, meaning hedges may appear structurally sound on paper while providing limited practical offset in a shock scenario." .

<https://fx-pcn.local/kg/summary-run/2026-08-27/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-08-27"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/EURUSD>,
        <https://fx-pcn.local/kg/pair/GBPUSD>,
        <https://fx-pcn.local/kg/pair/NZDUSD> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Actively monitor the EUR/USD, GBP/USD, and NZD/USD cluster, as these pairs experienced the most severe structural instability (dropping and re-adding edges) between August 25 and 26. Their stabilization or further fragmentation will signal the next structural regime.",
        "The combination of high network density (0.9048) and low mean absolute partial correlation (0.1513) suggests that while pairs are broadly connected, the strength of their co-movements is weak. This implies reduced effectiveness of traditional pair-trading hedges that rely on strong, stable correlations, though the high density means broad-based systemic risk remains elevated.",
        "The complete absence of directed edges indicates no current lead-lag driver. Watch for the re-emergence of directed edges, which would signal the return of a dominant systemic driver (e.g., USD-specific news or risk sentiment shifts) leading the broader FX complex.",
        "The structural read would be invalidated if mean partial correlation spikes back above 0.1787 alongside a drop in density, which would indicate a reversion to a clustered, strongly correlated regime dominated by a few powerful linkages.",
        "This read of a diffuse, weakly correlated market is confirmed if density remains elevated while mean absolute partial correlation stays depressed below the historical mean of 0.1787." .

<https://fx-pcn.local/kg/summary-run/2026-08-28/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-08-28"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/AUDUSD>,
        <https://fx-pcn.local/kg/pair/EURUSD>,
        <https://fx-pcn.local/kg/pair/GBPUSD>,
        <https://fx-pcn.local/kg/pair/NZDUSD>,
        <https://fx-pcn.local/kg/pair/USDCHF>,
        <https://fx-pcn.local/kg/pair/USDJPY> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Actively monitor GBP/USD as a structural lagging variable. Its transition into a receiver of directed flows from EUR/USD, AUD/USD, USD/CHF, and USD/JPY indicates its price action is currently being driven by external macro forces rather than domestic UK-centric catalysts.",
        "The current regime of slightly below-average density (0.7619) paired with above-average correlation strength (0.1896) suggests that while fewer pairs are conditionally dependent, the remaining dependencies are tighter. Broad diversification across the seven majors may offer less risk mitigation than usual, as idiosyncratic noise has been replaced by stronger, specific linkages.",
        "This structural read would be confirmed if the directed edges persist or expand into the next window, solidifying the newly established lead-lag hierarchy. It would be invalidated if the network reverts to a purely undirected state (as seen on August 24–27) or if density drops sharply below the historical 25th percentile (0.7142), which would indicate a broader systemic decoupling.",
        "Watch the EUR/USD -> GBP/USD and NZD/USD -> AUD/USD channels. These directed relationships indicate that European and antipodean blocs are currently exhibiting internal lead-lag hierarchies that could signal localized regional stress or shifting risk sentiment." .

<https://fx-pcn.local/kg/summary-run/2026-08-31/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-08-31"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/AUDUSD>,
        <https://fx-pcn.local/kg/pair/EURUSD>,
        <https://fx-pcn.local/kg/pair/GBPUSD>,
        <https://fx-pcn.local/kg/pair/NZDUSD>,
        <https://fx-pcn.local/kg/pair/USDCAD>,
        <https://fx-pcn.local/kg/pair/USDCHF>,
        <https://fx-pcn.local/kg/pair/USDJPY> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Actively monitor GBP/USD, as its transition from a directed follower to a central node of undirected connections with USD/CAD, NZD/USD, USD/JPY, and USD/CHF indicates it is becoming a contemporaneous anchor for cross-market volatility.",
        "It would be invalidated if directed edges re-emerge—particularly from USD/JPY or USD/CHF into GBP/USD—signifying a return to clear lead-lag drivers and a more hierarchical market structure.",
        "The current density and correlation-strength regime, sitting near historical norms, suggests standard portfolio diversification dynamics apply, though the total lack of directed edges implies that dynamic lead-lag hedging strategies may currently lack a statistical foundation.",
        "This structural read would be confirmed if the network continues to exhibit high undirected density with zero directed edges in the coming days, indicating a purely synchronized, leaderless regime.",
        "Watch the decoupling of EUR/USD from AUD/USD and NZD/USD; if this persists, it implies a breakdown in traditional USD-bloc dynamics, potentially altering the risk profile of Euro-Pacific currency baskets." .

<https://fx-pcn.local/kg/summary-run/2026-09-01/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-09-01"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/AUDUSD>,
        <https://fx-pcn.local/kg/pair/GBPUSD>,
        <https://fx-pcn.local/kg/pair/NZDUSD>,
        <https://fx-pcn.local/kg/pair/USDCAD>,
        <https://fx-pcn.local/kg/pair/USDCHF>,
        <https://fx-pcn.local/kg/pair/USDJPY> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Confirmed if: density falls below 0.7619 and directed-edge count rises to 5 or more. Invalidated if: density remains at or above 0.8095 with 0 directed edges. Horizon: 3 windows.",
        "Confirmed if: mean_abs_partial_corr rises above 0.1896 while density stays below 0.8095. Invalidated if: mean_abs_partial_corr remains below 0.1768 with density at or above 0.8095. Horizon: 2 windows.",
        "GBP/USD warrants active monitoring: it was the convergence point for four directed edges on 2026-08-28, and its surrounding edge set (with NZD/USD, USD/CAD, USD/CHF, USD/JPY) has been the most volatile in the last several windows. A renewed clustering of directed edges toward or from GBP/USD would signal re-emergence of a lead-lag regime.",
        "If the current all-undirected, moderate-density state persists for several more windows, it would reinforce the view that the 2026-08-28 directional episode was transient and that the market is in a stable co-movement rather than a causal-lead regime.",
        "The commodity-linked pairs (USD/CAD, AUD/USD, NZD/USD) are also worth watching, given that the USD/CAD / NZD/USD edge toggled from undirected to no-edge and back within two windows, suggesting instability in that sub-cluster.",
        "With density near the historical median and mean |partial correlation| below average, the current regime supports moderate diversification across the seven majors; conditional dependencies are present but not strong enough to imply that most pairs are moving as a single block, so idiosyncratic risk still has room to express." .

<https://fx-pcn.local/kg/summary-run/2026-09-02/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-09-02"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/AUDUSD>,
        <https://fx-pcn.local/kg/pair/GBPUSD>,
        <https://fx-pcn.local/kg/pair/USDJPY> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Actively monitor the newly formed directed relationships involving USD/JPY, as it now leads both GBP/USD and AUD/USD, indicating JPY may be serving as a primary informational driver for risk sentiment in the current window.",
        "Confirmed if: density remains above 0.8095. Invalidated if: density falls below 0.7619. Horizon: 3 windows.",
        "Confirmed if: directed-edge count remains at or above 3. Invalidated if: directed-edge count falls to 0. Horizon: 2 windows.",
        "Confirmed if: mean_abs_partial_corr remains below 0.1645. Invalidated if: mean_abs_partial_corr rises above 0.1787. Horizon: 3 windows.",
        "The combination of high density (0.8571) and low mean absolute partial correlation (0.1567) suggests a regime where broad market factors link all pairs, but individual pairwise dependencies are weak; diversification across these majors may offer limited protection against systemic shocks, though hedging specific idiosyncratic risks remains viable." .

<https://fx-pcn.local/kg/summary-run/2026-09-03/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> a prov:Activity,
        fxpcn:QualitativeSummaryRun ;
    prov:wasInformedBy <https://fx-pcn.local/kg/run/forex-network-seven-majors-w2-s1-mo96-ml12-fdr0.05-M15> ;
    fxpcn:date "2026-09-03"^^xsd:date ;
    fxpcn:llmModel "ollama_chat/glm-5.2:cloud" ;
    fxpcn:mentionsPair <https://fx-pcn.local/kg/pair/AUDUSD>,
        <https://fx-pcn.local/kg/pair/EURUSD>,
        <https://fx-pcn.local/kg/pair/GBPUSD>,
        <https://fx-pcn.local/kg/pair/USDCAD>,
        <https://fx-pcn.local/kg/pair/USDCHF>,
        <https://fx-pcn.local/kg/pair/USDJPY> ;
    fxpcn:network <https://fx-pcn.local/kg/network/forex-network-seven-majors> ;
    fxpcn:networkName "forex-network-seven-majors" ;
    fxpcn:takeawayBullet "Confirmed if: density remains at or above 0.8571 (historical 75th percentile) and directed-edge count remains at 0. Invalidated if: density falls below 0.714286 (historical 25th percentile) or directed-edge count rises to 3 or more. Horizon: 3 windows.",
        "Confirmed if: mean_abs_partial_corr remains at or below 0.1645 (historical 25th percentile) for the next 2 windows, indicating persistence of the weak-link regime. Invalidated if: mean_abs_partial_corr rises above 0.191706 (historical 75th percentile). Horizon: 2 windows.",
        "GBP/USD's transition from a directional hub (with directed/bidirected links to EUR/USD, USD/CHF, and USD/JPY) to a fully undirected profile, combined with the re-emergence of the GBP/USD–USD/CAD undirected edge, indicates a structural reweighting of GBP/USD's network role that merits continued observation.",
        "If density declines while mean_abs_partial_corr rises in coming windows, this would signal a reversion toward a clustered, stronger-link regime with more traditional diversification properties; conversely, persistence of the current high-density/low-magnitude pattern would suggest the diffuse co-movement regime is structural rather than transient.",
        "The collapse of all directed edges to zero on 2026-09-03, following 3 directed and 1 bidirected edge on 2026-09-02, suggests that lead-lag information flow has temporarily synchronized; monitoring whether USD/JPY re-establishes directional influence on GBP/USD and AUD/USD is warranted, as those were the most recent directed relationships to dissolve.",
        "The current density of 0.9048 with mean_abs_partial_corr of 0.1432 implies a regime where conditional dependence is broad but shallow; cross-pair hedging within this seven-major set may offer limited structural diversification because nearly all pairs remain conditionally linked, even if weakly." .

<https://fx-pcn.local/kg/currency/AUD> a fxpcn:Currency ;
    fxpcn:label "AUD" ;
    fxpcn:region <https://fx-pcn.local/kg/region/Australia> .

<https://fx-pcn.local/kg/currency/CAD> a fxpcn:Currency ;
    fxpcn:label "CAD" ;
    fxpcn:region <https://fx-pcn.local/kg/region/Canada> .

<https://fx-pcn.local/kg/currency/CHF> a fxpcn:Currency ;
    fxpcn:label "CHF" ;
    fxpcn:region <https://fx-pcn.local/kg/region/Switzerland> .

<https://fx-pcn.local/kg/currency/EUR> a fxpcn:Currency ;
    fxpcn:institution <https://fx-pcn.local/kg/institution/EuropeanCentralBank> ;
    fxpcn:label "EUR" ;
    fxpcn:region <https://fx-pcn.local/kg/region/EuropeanUnion> .

<https://fx-pcn.local/kg/currency/GBP> a fxpcn:Currency ;
    fxpcn:institution <https://fx-pcn.local/kg/institution/BankofEngland> ;
    fxpcn:label "GBP" ;
    fxpcn:region <https://fx-pcn.local/kg/region/UnitedKingdom> .

<https://fx-pcn.local/kg/currency/JPY> a fxpcn:Currency ;
    fxpcn:institution <https://fx-pcn.local/kg/institution/BankofJapan> ;
    fxpcn:label "JPY" ;
    fxpcn:region <https://fx-pcn.local/kg/region/Japan> .

<https://fx-pcn.local/kg/currency/NZD> a fxpcn:Currency ;
    fxpcn:label "NZD" ;
    fxpcn:region <https://fx-pcn.local/kg/region/NewZealand> .

<https://fx-pcn.local/kg/institution/BankofEngland> a skos:Concept ;
    skos:prefLabel "Bank of England" .

<https://fx-pcn.local/kg/institution/BankofJapan> a skos:Concept ;
    skos:prefLabel "Bank of Japan" .

<https://fx-pcn.local/kg/institution/EuropeanCentralBank> a skos:Concept ;
    skos:prefLabel "European Central Bank" .

<https://fx-pcn.local/kg/institution/FederalReserve> a skos:Concept ;
    skos:prefLabel "Federal Reserve" .

<https://fx-pcn.local/kg/region/Australia> a skos:Concept ;
    skos:prefLabel "Australia" .

<https://fx-pcn.local/kg/region/Canada> a skos:Concept ;
    skos:prefLabel "Canada" .

<https://fx-pcn.local/kg/region/EuropeanUnion> a skos:Concept ;
    skos:prefLabel "European Union" .

<https://fx-pcn.local/kg/region/Japan> a skos:Concept ;
    skos:prefLabel "Japan" .

<https://fx-pcn.local/kg/region/NewZealand> a skos:Concept ;
    skos:prefLabel "New Zealand" .

<https://fx-pcn.local/kg/region/Switzerland> a skos:Concept ;
    skos:prefLabel "Switzerland" .

<https://fx-pcn.local/kg/region/UnitedKingdom> a skos:Concept ;
    skos:prefLabel "United Kingdom" .

<https://fx-pcn.local/kg/region/UnitedStates> a skos:Concept ;
    skos:prefLabel "United States" .

<https://fx-pcn.local/kg/currency/USD> a fxpcn:Currency ;
    fxpcn:institution <https://fx-pcn.local/kg/institution/FederalReserve> ;
    fxpcn:label "USD" ;
    fxpcn:region <https://fx-pcn.local/kg/region/UnitedStates> .

<https://fx-pcn.local/kg/pair/NZDUSD> a fxpcn:CurrencyPair ;
    fxpcn:baseCurrency <https://fx-pcn.local/kg/currency/NZD> ;
    fxpcn:label "NZD/USD" ;
    fxpcn:quoteCurrency <https://fx-pcn.local/kg/currency/USD> .

<https://fx-pcn.local/kg/pair/AUDUSD> a fxpcn:CurrencyPair ;
    fxpcn:baseCurrency <https://fx-pcn.local/kg/currency/AUD> ;
    fxpcn:label "AUD/USD" ;
    fxpcn:quoteCurrency <https://fx-pcn.local/kg/currency/USD> .

<https://fx-pcn.local/kg/pair/EURUSD> a fxpcn:CurrencyPair ;
    fxpcn:baseCurrency <https://fx-pcn.local/kg/currency/EUR> ;
    fxpcn:label "EUR/USD" ;
    fxpcn:quoteCurrency <https://fx-pcn.local/kg/currency/USD> .

<https://fx-pcn.local/kg/pair/USDCAD> a fxpcn:CurrencyPair ;
    fxpcn:baseCurrency <https://fx-pcn.local/kg/currency/USD> ;
    fxpcn:label "USD/CAD" ;
    fxpcn:quoteCurrency <https://fx-pcn.local/kg/currency/CAD> .

<https://fx-pcn.local/kg/pair/USDCHF> a fxpcn:CurrencyPair ;
    fxpcn:baseCurrency <https://fx-pcn.local/kg/currency/USD> ;
    fxpcn:label "USD/CHF" ;
    fxpcn:quoteCurrency <https://fx-pcn.local/kg/currency/CHF> .

<https://fx-pcn.local/kg/pair/GBPUSD> a fxpcn:CurrencyPair ;
    fxpcn:baseCurrency <https://fx-pcn.local/kg/currency/GBP> ;
    fxpcn:label "GBP/USD" ;
    fxpcn:quoteCurrency <https://fx-pcn.local/kg/currency/USD> .

<https://fx-pcn.local/kg/pair/USDJPY> a fxpcn:CurrencyPair ;
    fxpcn:baseCurrency <https://fx-pcn.local/kg/currency/USD> ;
    fxpcn:label "USD/JPY" ;
    fxpcn:quoteCurrency <https://fx-pcn.local/kg/currency/JPY> .

