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The selected state adds a discrete hazard premium and sometimes a directional flow premium, a threshold interaction absent from RS2's stale-price lean and continuous sigma, flow and toxicity terms. It also decays divergence memory after quiet reconvergence, but the source's copula label denotes hand-coded thresholds rather than an estimated statistical copula."},{"sha256":"a36457499faf7997ea301b6f9b2efebc83198676719e67ad8aa0c00c1b91a983","url":"https://raw.githubusercontent.com/VictorQian03/amm-challenge/80fd97db0a6420d0b1562b986bb7efd3067776f8/artifacts/scratch_probes/apr21-screen490-1431/round34/meet_semilattice_quote_compiler.sol","paired":{"n":256,"mean_diff":-87.56553316937712,"se":1.1399550162573757,"worst":[{"seed":901196,"d":-178.51150244781567},{"seed":901212,"d":-176.88594931980475},{"seed":901151,"d":-148.5055165112708},{"seed":901002,"d":-147.51583916507252},{"seed":901005,"d":-136.9800743041614}]},"retail_edge_delta":{"mean":-82.06455673051573,"se":1.1999586982330734},"arb_edge_delta":{"mean":-5.500976438861393,"se":0.30791128881482027},"gas":{"max_ok":220984,"oog":0},"mechanism":"It constructs each side's adverse floor separately from a calm-service ceiling, using gap-decayed hazard, flow and divergence memories. Its meet helper actually returns max(floor,ceiling), and because the ceiling equals the floor plus nonnegative serviceSlack, the executed fee adds that calm-dependent slack before clamping. This floor-and-ceiling assembly differs from RS2's stale-price lean plus sigma, flow and toxicity rule, but the code does not deliver the benign fee reduction its terminology might suggest."}],"code":"// SPDX-License-Identifier: MIT\npragma solidity ^0.8.24;\n\nimport {AMMStrategyBase} from \"./AMMStrategyBase.sol\";\nimport {TradeInfo} from \"./IAMMStrategy.sol\";\n\n/// @title Two Account Spread Assembly\n/// @notice Map existing state classes into non-fungible adverse-protection and benign-service width accounts.\ncontract Strategy is AMMStrategyBase {\n    uint256 internal constant BASE_FEE = 16 * BPS;\n\n    uint256 internal constant DECAY_VOL = 9000 * BPS;\n    uint256 internal constant DECAY_FLOW = 8700 * BPS;\n    uint256 internal constant DECAY_HAZARD = 8900 * BPS;\n    uint256 internal constant DECAY_CALM = 9300 * BPS;\n    uint256 internal constant DECAY_DIVERGENCE = 9150 * BPS;\n\n    uint256 internal constant ALPHA_SPOT = 12 * BPS;\n    uint256 internal constant ALPHA_VOL = 26 * BPS;\n    uint256 internal constant ALPHA_HAZARD = 30 * BPS;\n    uint256 internal constant ALPHA_CALM = 14 * BPS;\n    uint256 internal constant ALPHA_DIVERGENCE = 22 * BPS;\n    uint256 internal constant ALPHA_FLOW = 18 * BPS;\n    uint256 internal constant ALPHA_PASSIVE = 18 * BPS;\n\n    function afterInitialize(uint256 initialX, uint256 initialY)\n        external\n        override\n        returns (uint256 bidFee, uint256 askFee)\n    {\n        uint256 spot = wdiv(initialY, initialX);\n\n        slots[0] = spot; // latent fair spot\n        slots[1] = 0; // realized volatility memory\n        slots[2] = 0; // buy-side flow memory\n        slots[3] = 0; // sell-side flow memory\n        slots[4] = 0; // adverse-selection hazard memory\n        slots[5] = 0; // calm / mean-reversion memory\n        slots[6] = spot; // last observed spot\n        slots[7] = 0; // last timestamp\n        slots[8] = 0; // latent divergence memory\n        slots[9] = 0; // directional flow pressure memory\n        slots[10] = 0; // benign service account memory\n\n        return (BASE_FEE, BASE_FEE);\n    }\n\n    function afterSwap(TradeInfo calldata trade)\n        external\n        override\n        returns (uint256 bidFee, uint256 askFee)\n    {\n        uint256 currentSpot = wdiv(trade.reserveY, trade.reserveX);\n        uint256 latentSpot = _blend(slots[0], currentSpot, ALPHA_SPOT);\n        uint256 lastSpot = slots[6];\n        uint256 gap = trade.timestamp > slots[7] ? trade.timestamp - slots[7] : 0;\n\n        uint256 sizeX = wdiv(trade.amountX, trade.reserveX);\n        uint256 sizeY = wdiv(trade.amountY, trade.reserveY);\n        uint256 tradeSize = _max(sizeX, sizeY);\n        uint256 spotJump = lastSpot == 0 ? 0 : wdiv(absDiff(currentSpot, lastSpot), lastSpot);\n        uint256 divergence = latentSpot == 0 ? 0 : wdiv(absDiff(currentSpot, latentSpot), latentSpot);\n\n        uint256 gapShort = _gapRatio(gap, 3);\n        uint256 gapLong = _gapRatio(gap, 8);\n\n        uint256 volMemory = wmul(\n            slots[1],\n            _gapAdjustedDecay(DECAY_VOL, gapShort, 1400 * BPS)\n        );\n        uint256 buyFlow = wmul(\n            slots[2],\n            _gapAdjustedDecay(DECAY_FLOW, gapShort, 2200 * BPS)\n        );\n        uint256 sellFlow = wmul(\n            slots[3],\n            _gapAdjustedDecay(DECAY_FLOW, gapShort, 2200 * BPS)\n        );\n        uint256 hazardMemory = wmul(\n            slots[4],\n            _gapAdjustedDecay(DECAY_HAZARD, gapShort, 1700 * BPS)\n        );\n        uint256 calmMemory = wmul(\n            slots[5],\n            _gapAdjustedDecay(DECAY_CALM, gapLong, 700 * BPS)\n        );\n        uint256 divergenceMemory = wmul(\n            slots[8],\n            _gapAdjustedDecay(DECAY_DIVERGENCE, gapShort, 1200 * BPS)\n        );\n        uint256 spotJumpVol = spotJump;\n        if (spotJump > 6 * BPS) {\n            spotJumpVol += wmul(spotJump - 6 * BPS, spotJump);\n        }\n        uint256 divergenceVol = divergence;\n        if (divergence > 6 * BPS) {\n            divergenceVol += wmul(divergence - 6 * BPS, divergence);\n        }\n        uint256 volObservation = _max(tradeSize, _max(spotJumpVol, divergenceVol));\n        uint256 clusterObservation = wmul(volObservation, _oneMinus(gapShort));\n        uint256 hazardObservation = _max(divergenceVol, volObservation + wmul(clusterObservation, 7000 * BPS));\n        uint256 calmObservation = wmul(\n            gapLong,\n            _oneMinus(clamp(hazardObservation * 6, 0, WAD))\n        );\n\n        volMemory = _blend(volMemory, volObservation, ALPHA_VOL);\n        hazardMemory = _blend(hazardMemory, hazardObservation, ALPHA_HAZARD);\n        calmMemory = _blend(calmMemory, calmObservation, ALPHA_CALM);\n        divergenceMemory = _blend(divergenceMemory, divergence, ALPHA_DIVERGENCE);\n\n        uint256 flowPulse = tradeSize + wmul(volObservation, 4500 * BPS);\n        uint256 crossPulse = wmul(flowPulse, 2200 * BPS);\n        if (trade.isBuy) {\n            buyFlow = clamp(buyFlow + flowPulse, 0, WAD);\n            sellFlow = clamp(sellFlow + crossPulse, 0, WAD);\n        } else {\n            sellFlow = clamp(sellFlow + flowPulse, 0, WAD);\n            buyFlow = clamp(buyFlow + crossPulse, 0, WAD);\n        }\n\n        uint256 totalFlow = buyFlow + sellFlow;\n        uint256 buyShare = _share(buyFlow, totalFlow);\n        uint256 sellShare = _share(sellFlow, totalFlow);\n        uint256 flowImbalance = totalFlow == 0 ? 0 : wdiv(absDiff(buyFlow, sellFlow), totalFlow);\n        uint256 flowPressure = _blend(slots[9], flowImbalance, ALPHA_FLOW);\n        uint256 oneSidedFlow = wmul(flowImbalance, _max(volMemory, hazardMemory));\n        bool toxicBidSide = currentSpot >= latentSpot;\n        bool continuationAligned =\n            toxicBidSide ? buyFlow >= sellFlow : sellFlow > buyFlow;\n        uint256 continuationVeto = 0;\n        if (continuationAligned) {\n            continuationVeto = clamp(\n                wmul(flowPressure, 2800 * BPS) +\n                    wmul(oneSidedFlow, 2200 * BPS) +\n                    wmul(_max(divergenceMemory, spotJump), 1400 * BPS),\n                0,\n                4500 * BPS\n            );\n        }\n        uint256 counterflowRelease = 0;\n        if (!continuationAligned && gap >= 4) {\n            counterflowRelease = clamp(\n                wmul(calmMemory, 1200 * BPS) +\n                    wmul(gapLong, 600 * BPS),\n                0,\n                1800 * BPS\n            );\n        }\n\n        uint256 quietGate = _oneMinus(\n            clamp(\n                wmul(volMemory, 2400 * BPS) +\n                    wmul(hazardMemory, 2000 * BPS) +\n                    wmul(flowPressure, 2000 * BPS) +\n                    wmul(spotJump, 1800 * BPS),\n                0,\n                WAD\n            )\n        );\n        if (gap >= 3) {\n            uint256 quietRecenter =\n                wmul(quietGate, gap >= 5 ? 1050 * BPS : gap >= 4 ? 750 * BPS : 550 * BPS);\n            if (continuationVeto > 0) {\n                quietRecenter = wmul(quietRecenter, _oneMinus(continuationVeto));\n            } else if (counterflowRelease > 0) {\n                quietRecenter = clamp(\n                    quietRecenter + wmul(quietRecenter, counterflowRelease),\n                    0,\n                    WAD\n                );\n            }\n            latentSpot = _blend(latentSpot, currentSpot, quietRecenter);\n        }\n        if (gap >= 4) {\n            uint256 postRecenterDivergence =\n                latentSpot == 0 ? 0 : wdiv(absDiff(currentSpot, latentSpot), latentSpot);\n            uint256 reconvergenceGate = _oneMinus(\n                clamp(wmul(postRecenterDivergence, 10000 * BPS), 0, WAD)\n            );\n            uint256 benignGapGate = wmul(gapLong, calmMemory);\n            uint256 quietRelease = wmul(wmul(quietGate, reconvergenceGate), benignGapGate);\n            divergenceMemory = wmul(\n                divergenceMemory,\n                _oneMinus(clamp(wmul(quietRelease, 1200 * BPS), 0, WAD))\n            );\n        }\n\n        uint256 richSignal = 0;\n        uint256 cheapSignal = 0;\n        if (toxicBidSide) {\n            richSignal = divergenceMemory;\n        } else {\n            cheapSignal = divergenceMemory;\n        }\n\n        uint256 sideHazard = hazardMemory + wmul(flowImbalance, _max(volMemory, divergenceMemory));\n        if (sideHazard > WAD) {\n            sideHazard = WAD;\n        }\n\n        uint256 flowDirectionalRisk = 0;\n        if (flowPressure > 500 * BPS) {\n            uint256 extensionSignal = _max(divergenceMemory, spotJump);\n            if (extensionSignal > 3 * BPS) {\n                uint256 toxicFlowSignal = flowPressure + wmul(extensionSignal, 2200 * BPS);\n                flowDirectionalRisk = wmul(toxicFlowSignal, 320 * BPS);\n            }\n        }\n        uint256 bidFlowRisk = 0;\n        uint256 askFlowRisk = 0;\n        if (flowDirectionalRisk > 0) {\n            if (toxicBidSide) {\n                if (buyFlow >= sellFlow) {\n                    askFlowRisk = flowDirectionalRisk;\n                }\n            } else if (sellFlow > buyFlow) {\n                bidFlowRisk = flowDirectionalRisk;\n            }\n        }\n\n        uint256 serviceObservation = wmul(\n            gapLong,\n            _oneMinus(\n                clamp(\n                    wmul(flowPressure, 3000 * BPS) +\n                        wmul(divergence, 4500 * BPS),\n                    0,\n                    WAD\n                )\n            )\n        );\n        if (gap >= 4) {\n            uint256 serviceRecenterDivergence =\n                latentSpot == 0 ? 0 : wdiv(absDiff(currentSpot, latentSpot), latentSpot);\n            uint256 serviceRecenterGate = _oneMinus(\n                clamp(wmul(serviceRecenterDivergence, 10000 * BPS), 0, WAD)\n            );\n            serviceObservation = wmul(\n                serviceObservation,\n                wmul(quietGate, serviceRecenterGate)\n            );\n        }\n        uint256 serviceAccountMemory = _blend(slots[10], serviceObservation, ALPHA_PASSIVE);\n        if (gap >= 4) {\n            serviceAccountMemory = wmul(serviceAccountMemory, 9600 * BPS);\n        } else if (gap >= 2) {\n            serviceAccountMemory = wmul(serviceAccountMemory, 9000 * BPS);\n        }\n\n        uint256 bidRiskSignal =\n            wmul(sellShare, sideHazard) +\n            wmul(richSignal, 8500 * BPS) +\n            bidFlowRisk;\n        uint256 askRiskSignal =\n            wmul(buyShare, sideHazard) +\n            wmul(cheapSignal, 8500 * BPS) +\n            askFlowRisk;\n\n        uint256 sharedSpread =\n            BASE_FEE +\n            wmul(volMemory, 1650 * BPS) +\n            wmul(hazardMemory, 1550 * BPS);\n\n        uint256 eventSignal = volObservation + hazardObservation;\n        if (eventSignal > WAD) {\n            eventSignal = WAD;\n        }\n        uint256 eventCarry = wmul(eventSignal, 180 * BPS);\n        uint256 directionalBurstFee = 0;\n        if (eventSignal > 8 * BPS) {\n            uint256 burstSignal = eventSignal - 8 * BPS;\n            eventCarry += wmul(burstSignal, 250 * BPS);\n            directionalBurstFee = wmul(burstSignal, 1680 * BPS);\n        }\n        sharedSpread += eventCarry;\n\n        uint256 benignServiceGate = wmul(\n            wmul(quietGate, serviceAccountMemory),\n            _oneMinus(\n                clamp(\n                    hazardMemory * 7 +\n                        wmul(flowPressure, 2600 * BPS) +\n                        wmul(oneSidedFlow, 2200 * BPS) +\n                        wmul(divergenceMemory, 4300 * BPS),\n                    0,\n                    WAD\n                )\n            )\n        );\n        uint256 sharedServiceCredit = wmul(benignServiceGate, 95 * BPS);\n        sharedSpread = sharedSpread > sharedServiceCredit ? sharedSpread - sharedServiceCredit : MIN_FEE;\n\n        uint256 bidProtection = wmul(bidRiskSignal, 5150 * BPS);\n        uint256 askProtection = wmul(askRiskSignal, 5150 * BPS);\n        uint256 adverseAccount = wmul(oneSidedFlow, 2450 * BPS);\n        uint256 burstAccount = directionalBurstFee;\n        if (currentSpot >= latentSpot) {\n            bidProtection += burstAccount + adverseAccount;\n        } else {\n            askProtection += burstAccount + adverseAccount;\n        }\n\n        uint256 sideServiceGate = _oneMinus(\n            clamp(\n                hazardMemory * 9 +\n                    wmul(flowPressure, 3600 * BPS) +\n                    wmul(oneSidedFlow, 3000 * BPS) +\n                    wmul(divergenceMemory, 5600 * BPS),\n                0,\n                WAD\n            )\n        );\n        uint256 sideServiceAccount = wmul(\n            wmul(serviceAccountMemory, sideServiceGate),\n            _oneMinus(clamp(wmul(flowImbalance, 4500 * BPS), 0, WAD))\n        );\n        uint256 sideServiceCredit = wmul(sideServiceAccount, gap >= 4 ? 900 * BPS : 520 * BPS);\n        uint256 calmServiceCredit = 0;\n        if (hazardMemory < 1000 * BPS && flowPressure < 600 * BPS && gap >= 2) {\n            calmServiceCredit = wmul(calmMemory, gap >= 4 ? 330 * BPS : 210 * BPS);\n        }\n        uint256 bidServiceCredit = 0;\n        uint256 askServiceCredit = 0;\n        if (toxicBidSide) {\n            askServiceCredit = sideServiceCredit + calmServiceCredit;\n        } else {\n            bidServiceCredit = sideServiceCredit + calmServiceCredit;\n        }\n        uint256 baselineFlex = sharedSpread > BASE_FEE ? sharedSpread - BASE_FEE : 0;\n        bidServiceCredit = clamp(\n            bidServiceCredit,\n            0,\n            wmul(baselineFlex, 1800 * BPS)\n        );\n        askServiceCredit = clamp(\n            askServiceCredit,\n            0,\n            wmul(baselineFlex, 1800 * BPS)\n        );\n        bidFee = sharedSpread + bidProtection;\n        askFee = sharedSpread + askProtection;\n        bidFee = bidFee > bidServiceCredit ? bidFee - bidServiceCredit : MIN_FEE;\n        askFee = askFee > askServiceCredit ? askFee - askServiceCredit : MIN_FEE;\n\n        bidFee = clampFee(bidFee);\n        askFee = clampFee(askFee);\n\n        slots[0] = latentSpot;\n        slots[1] = volMemory;\n        slots[2] = buyFlow;\n        slots[3] = sellFlow;\n        slots[4] = hazardMemory;\n        slots[5] = calmMemory;\n        slots[6] = currentSpot;\n        slots[7] = trade.timestamp;\n        slots[8] = divergenceMemory;\n        slots[9] = flowPressure;\n        slots[10] = serviceAccountMemory;\n\n        return (bidFee, askFee);\n    }\n\n    function getName() external pure override returns (string memory) {\n        return \"TwoAccountSpreadAssembly\";\n    }\n\n    function _blend(uint256 prev, uint256 sample, uint256 alpha) internal pure returns (uint256) {\n        return wmul(prev, WAD - alpha) + wmul(sample, alpha);\n    }\n\n    function _gapRatio(uint256 gap, uint256 horizon) internal pure returns (uint256) {\n        if (gap >= horizon) {\n            return WAD;\n        }\n        return (gap * WAD) / horizon;\n    }\n\n    function _gapAdjustedDecay(\n        uint256 baseDecay,\n        uint256 gapRatio,\n        uint256 gapImpact\n    ) internal pure returns (uint256) {\n        return wmul(baseDecay, WAD - wmul(gapRatio, gapImpact));\n    }\n\n    function _max(uint256 a, uint256 b) internal pure returns (uint256) {\n        return a > b ? a : b;\n    }\n\n    function _oneMinus(uint256 x) internal pure returns (uint256) {\n        return x >= WAD ? 0 : WAD - x;\n    }\n\n    function _share(uint256 part, uint256 total) internal pure returns (uint256) {\n        if (total == 0) {\n            return WAD / 2;\n        }\n        return wdiv(part, total);\n    }\n}\n","sha256":"2be952154185b4528907794a2a28525bce5d43453b6dc4cfbc9ab792e10f51e0","url":"https://raw.githubusercontent.com/VictorQian03/amm-challenge/80fd97db0a6420d0b1562b986bb7efd3067776f8/artifacts/scratch_probes/apr21-screen490-1431/round32/two_account_spread_assembly.sol","author":"Victor Qian","licence":"Source declares SPDX-License-Identifier: MIT. No repository-wide licence file found on any fetched branch head.","rs2":{"900000":{"n":32,"mean_edge":542.3651755555325,"gas":{"max_ok":197184,"oog":0},"halt_errors":0},"901000":{"n":256,"mean_edge":533.7351592392916,"gas":{"max_ok":202386,"oog":0},"halt_errors":0}},"notes":{"calibration":{"n":1000,"mean_edge":525.5258821780834,"gas":{"max_ok":151647,"oog":0}},"inventory":{"jaoz":{"unique":158,"skipped":50,"selected":80},"VictorQian03":{"unique":267,"skipped":50,"selected":80}},"method":"Pinned simulator and harness; each arm alone versus VanillaStrategy; run_batch workers=8, 10000 steps; screen 900000..900031; select top three valid d32; compare those and RS2 on 901000..901255. No seed >=5000000. SE is sample SD/sqrt(n); worst lists five lowest paired deltas. Retail/arb reconstructed by supplied harness, not trade counters; retail=total-arb. Gas max_ok is afterSwap; oog covers all callbacks. valid requires CLI validation and zero runtime errors; d32 on an invalid file is diagnostic only. Local measurements, no board submission.","provenance":"Files are deduplicated by SHA256 per fork; latest path commit timestamp orders selection, ties retain git tree/ref order. commit is branch head; raw URL = https://raw.githubusercontent.com/{fork}/amm-challenge/{commit}/{path} when fork is shortened. Sources give branch trees and best three exact files. Per-file fork is the GitHub owner; commit is a 12-character prefix of the full branch commit in notes.branches. d32 rounded to six decimal places.","branches":[{"fork":"jaoz","branch":"Search-powell-style","commit":"7daa7c8cfaa5125fe1a659685066125f5e39f312","licence_files":[]},{"fork":"jaoz","branch":"main","commit":"6b6921f8d463314aa7c96234e1be25a25245f704","licence_files":[]},{"fork":"VictorQian03","branch":"codex/harden-hill-climb-contracts","commit":"4fa7a8209dea20266f27be44ebbea7837d16f817","licence_files":[]},{"fork":"VictorQian03","branch":"fresh-harness","commit":"80fd97db0a6420d0b1562b986bb7efd3067776f8","licence_files":[]},{"fork":"VictorQian03","branch":"main","commit":"d039851267b8f28d9c7123b3d75d81c96413efe4","licence_files":[]}]}}