95 lines
15 KiB
Plaintext
95 lines
15 KiB
Plaintext
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e dœd d „ƒZ e d ¡ed œd d!„ƒZ e d"¡ed œd#d$„ƒZ e d%¡ed œd&d'„ƒZ!e d(¡ed œd)d*„ƒZ"e d+¡ed,œd-d.„ƒZ#e d/¡eeƒeeƒfeed0œd1d2„ƒZ$dS )4a5
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Landvex Intelligence Fusion Engine (LIFE)
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Continuous Multi-Source Intelligence Platform
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Core Principle: Evidence Before Opinion
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- First gather observable signals
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- Then weigh independent sources
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- Identify patterns and statistical associations
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- Only then generate cautious hypotheses about possible causes
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é )Ú APIRouterÚDependsÚ
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HTTPExceptionÚstatus)ÚSession)ÚListÚOptionalÚDictÚAny)Údatetime)ÚEnum)Úget_db)Úget_current_user)ÚUserz/lifeÚ life_engine)ÚprefixÚtagsc @ s4 e Zd ZdZdZdZdZdZdZdZ dZ
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Z d S ) ÚEvidenceCategoryÚofficial_reportingÚ satelliteÚquixzoomÚnewsÚ open_dataÚ
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historicalÚ
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environmentalÚinfrastructureZtemporalZ
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corroborationN)
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Ú__name__Ú
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__module__Ú __qualname__ZOFFICIAL_REPORTINGÚ SATELLITEZQUIXZOOMZNEWSÚ OPEN_DATAZ
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HISTORICALÚ
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ENVIRONMENTALÚINFRASTRUCTUREZTEMPORALZ
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CORROBORATION© r# r# úP/home/bernt/.openclaw/workspace/landvex-admin-backend/app/routers/life_engine.pyr s r c @ s e Zd ZdZdZdZdZdZdS )ÚConfidenceLevelÚ very_highÚhighÚmoderateÚlowÚvery_lowN)r r r Z VERY_HIGHZHIGHZMODERATEZLOWZVERY_LOWr# r# r# r$ r% % s
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r% c @ s( e Zd ZdZdZdZdZdZdZdZ dS ) Ú EventTypeÚnatural_disasterÚconflictÚinfrastructure_failureÚpolitical_instabilityZdisease_outbreakÚconstruction_delayÚenvironmental_incidentN)
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r r r ZNATURAL_DISASTERÚCONFLICTZINFRASTRUCTURE_FAILUREZPOLITICAL_INSTABILITYZDISEASE_OUTBREAKZCONSTRUCTION_DELAYZENVIRONMENTAL_INCIDENTr# r# r# r$ r+ - s r+ z/public/philosophyc à s: ddddddddœd d
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ddœddddœgddœS )z6Evidence Before Opinion - core architecture principle.z)Landvex Intelligence Fusion Engine (LIFE)ú1.0.0zEvidence Before OpinionzThe system never starts with a conclusion and looks for support. Instead, every analysis builds from observable signals upward.é z Gather Factsz5Collect observable signals from all available sources)ÚstepÚnameÚ descriptioné z
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Weigh Sourcesz2Evaluate independent sources and their reliabilityé zIdentify Patternsz0Detect statistical associations and correlationsé zGenerate Hypothesesz.Form cautious hypotheses about possible causesz‰Every insight answers: What evidence supports this? Which sources contributed? What observations disagree? How confident is the estimate?)Z engine_nameÚversionZcore_principleZprinciple_descriptionÚprocessÚ
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commitmentr# r# r# r# r$ Úget_life_philosophy9 s. ýýýýðår> z/public/data-sourcesc à sh ddg d¢dddœdg d¢d d
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g d¢dddœdg d¢dddœdg d¢dddœgiS )z(All continuous data acquisition sources.Ú
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categoriesz Official Project Information) z"Development agency project portalsz Government project databaseszPublic procurement portalszBudget publicationszTender databaseszEvaluation reportszAnnual reportsz
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Audit reportszParliamentary documentsZDailyZHigh)r6 ÚsourcesZupdate_frequencyÚ reliabilityzNews Intelligence)zInternational newsz
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National newsz
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Regional newszLocal newspapersz RSS feedszDevelopment newszHumanitarian newszInfrastructure newszAgriculture newsz Health newszEducation newsz
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Economic newszEnvironmental newsz
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Security newsz Energy newszTransportation newsz Real-timeZMediumzPublic Communications)zPress releaseszOfficial websitesz Public blogsz)Open social media posts from institutionszProject announcementszPublic progress updateszConference presentationszResearch publicationszGeospatial Intelligence)
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z'Satellite imagery (Sentinel-2, Landsat)zNight light intensityzLand cover changezRoad detectionzConstruction detectionzFlood monitoringzDrought monitoringzVegetation analysisz
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River changeszUrban expansionzEnvironmental degradationzWildfire detectionzInfrastructure growthz Every 5 daysz Very HighzQUIXZOOM Reality Network) zField observationszMission resultszPhotographic evidenceZVideoZAudioz
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GPS trackszInfrastructure inspectionszCommunity observationszTemporal comparisonsz On-demandz Open Data)zPopulation dataZWeatherZClimateZTransportationZ ElectricityzInternet coveragezWater availabilityzHealth indicatorszEducation statisticszEconomic indicatorszCommodity priceszAgricultural productionzMigration statisticszConflict datasetszWeekly to Monthlyr# r# r# r# r$ Úget_data_sources] sB òë
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óî òí¥ÿrB z/public/eventsN)Ú
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project_idÚ
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event_typeÚcountryc ƒ sÄ ddddddddd d
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d,g d-¢d.dœ g}ˆ rž‡ fd/d0„|D ƒ}ˆr´‡fd1d0„|D ƒ}|t |ƒd2d3œS )4z)Automatically detected meaningful events.zevt-001r, Zfloodz#Severe flooding in Mogadishu regionzEHeavy rainfall caused flooding affecting infrastructure accessibilityÚSomaliaÚBanadirgŽuq
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` @g)ËǺ¨F@)rE ÚregionÚlatÚlngz
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2026-06-15zproj-001r' é\ )Ú SatelliteÚNewsz Open dataz2026-06-16T08:00:00Z) ÚidÚtypeÚsubtypeÚtitler7 ÚlocationÚdateZaffected_projectsÚseverityÚ
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confidencer@ Ú detected_atzevt-002r0 Zweather_relatedz+Construction delay due to seasonal rainfallz@Road rehabilitation project delayed due to extended rainy seasonÚNigeriaZLagosgðHPü@gF%uš @z
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2026-05-20zproj-045ÚmediuméN )rL úField observationú Weather dataz2026-05-25T10:00:00Zzevt-003r- Zregional_insecurityz0Regional insecurity affecting project operationszCIncreased security incidents in project area affecting staff accessÚEthiopiaZTigraygÞ“‡…ZS,@gÚ|a2%C@z
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2026-04-10zproj-089éU )rM zSecurity reportsrZ z2026-04-12T14:00:00Zc s( g | ] }|d d ¡ ˆ ¡ kr|‘qS )rR rE )Úlower©Ú.0Úe)rE r# r$ Ú
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<listcomp> ó z(list_detected_events.<locals>.<listcomp>c s g | ]}|d ˆ j kr|‘qS )rO )Úvaluer_ )rD r# r$ rb rc z5Automated multi-source fusion with human verification)ÚeventsÚtotalZdetection_method)Úlen)rC rD rE re r# )rE rD r$ Úlist_detected_events× s` ô ô ôã-ýrh z%/public/projects/{project_id}/context©rC c à sŠ | ddg d¢dœddddd œd
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d d d œd d!d"d#œd$d%d&d#œgd'g d(¢dd)œd*œt ¡ ¡ d+œS ),z4Continuously updated contextual graph for a project.éA rY )zDemocratic governancezRegional tensionszElection upcoming)Zstability_scorerU ÚfactorsgÍÌÌÌÌÌ@g !@r( éR )Z
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gdp_growthZ inflationZcurrency_stabilityrU Zrainyéx éf r) r' éZ )Zcurrent_seasonZrainfall_vs_averageZtemperature_vs_averageZ drought_riskZ
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flood_riskrU rX r9 ÚstableéK )Z overall_riskZrecent_incidentsÚtrendrU éF é- é< é7 éP )Zroad_accessibilityZpower_availabilityZinternet_coverageZ water_accessrU iȯ gffffff@r] )Zlocal_populationZ displacementZ growth_raterU zproj-015zRegional Health ClinicgÍÌÌÌÌÌ@)rN r6 Z distance_kmzproj-023zRoad Improvementg (@i@¥®)z
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World BankÚUNICEFÚGIZ)Ztotal_aid_in_region_usdZ major_donorsZcoordination_level)Zpolitical_environmentZeconomic_conditionsZclimateÚsecurityr Ú
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populationZnearby_projectsZfunding_ecosystem)rC ÚcontextÚ last_updated©r ÚnowÚ isoformatri r# r# r$ Úget_project_context sV ýüú üûü
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Ír� z-/public/projects/{project_id}/causal-analysisc à s~ | dddddddœdd d
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dœgdg d¢dddœddddddœdd ddœddd dœgd g d ¢d d dœgd!d"d#d$œd%œS )&z=Causal analysis layer - transparent statistical associations.zXThese are statistical associations and model-generated hypotheses, not proven causation.z assoc-001z/Reduced accessibility following severe floodingzHeavy rainfallgÍÌÌÌÌÌÜ?rK )r6 Ú contributionrU z Poor drainage infrastructureç333333Ó?rY zRoad surface qualityç Ð?rj Zstrong)rL r[ rZ zNFlooding disproportionately affects projects in areas with inadequate drainagezTDrainage quality is estimated from satellite and may not reflect recent improvements)rN Ú observationrk Zstatistical_strengthÚevidence_sourcesZ
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hypothesisZ uncertaintyz assoc-002z5Construction delays associated with seasonal rainfallzRainy season durationç333333ã?r] zSoil conditionsrs zEquipment availabilityç333333Ã?rv r( )zSatellite time-seriesr[ zProject reportszCProjects in tropical regions experience predictable seasonal delaysz&Equipment availability data is limitedz:Flooding occurred on June 15, accessibility reduced by 40%zAProjects in flood-prone areas 3x more likely to experience delaysz<Drainage investment may reduce weather-related delays by 50%)Zobserved_factsZstatistical_associationsZmodel_hypotheses)rC Ú
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disclaimerZobserved_associationsZ distinguishr# ri r# r# r$ Úget_causal_analysisU s<
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ddd œddddddd œddddddd œd d ddd d d œgd d!d"d#d$œd%d&œS )'zHMulti-signal confidence engine combining evidence from multiple sources.rl r' r zUNICEF quarterly reporté rˆ r] éH )ÚcategoryÚsourcer‚ ÚweightrA Zagreement_with_othersr zSentinel-2 imageryé r„ é_ éX r z$Field observations (12 contributors)r zRegional news monitoringé
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çš™™™™™¹?ru rj r z"Weather, population, economic dataro rw r zSimilar projects in regionrq rs é r4 z7Official reporting shows 95% completion vs observed 85%z<Multiple independent sources converging on 82-88% completion)Z
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sources_agreeZsources_disagreeZprimary_disagreementZconfidence_increasez�Confidence increases as multiple independent sources converge. Disagreement reduces confidence but highlights areas for additional verification.)rC Úoverall_confidenceÚconfidence_levelZevidence_breakdownZconvergence_analysisÚ methodologyr# ri r# r# r$ Úget_confidence_score� sj ú ú ú ú ú ú×3üÄr™ z)/public/projects/{project_id}/predictionsc à s¨ | ddddddddd d
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