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LIFE — North Star Metric & KPI Dashboard
Verified Reality Coverage (VRC):
Andelen av den observerbara verklighet som representeras i LIFE
med aktuell, oberoende verifierad evidens över en definierad kvalitetsnivå.
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North Star Metric: Verified Reality Coverage (VRC)
zVerified Reality Coverage (VRC)z‰The percentage of observable reality represented in LIFE with current, independently verified evidence above a defined quality threshold.uQVRC = (Objects with current, verified evidence / Total observable objects) × 100ç)@éé2éKÚpercentÚweekly) ÚnameÚ
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current_valueZ target_2026Z target_2027Z target_2028ÚunitÚupdate_frequencyzObject Coveragez<Percentage of registered objects with at least 1 observationéNé_z4Objects with observations / Total registered objects)rÚ descriptionÚcurrentÚtargetrzMulti-source Verificationz?Percentage of objects with evidence from 2+ independent sourcesé"é<z9Objects with 2+ sources / Total objects with observationszEvidence Freshnessz8Average age of most recent observation per object (days)gffffff,@éz0Sum(days since last observation) / Total objectsT)rrrrrZlower_is_betterzAverage Confidencez7Mean composite confidence score across all observationséDéPz+Sum(confidence scores) / Total observationsÚ Traceabilityz5Percentage of observations with full evidence lineageé\ébz+Traceable observations / Total observations)Zobject_coverageZmulti_source_verificationZevidence_freshnessÚaverage_confidenceÚ traceabilityg€2@iÂià.)ZvrcÚobjectsÚ observationsçffffff @éxi4!gš™™™™™.@i€ i`mgffffff@éU)ÚinfrastructureÚaidÚ municipalityÚ
propertiesz#Weekly VRC trend over last 12 weeks) r%g!@g333333"@gš™™™™™#@gffffff$@gš™™™™™%@g333333&@g'@gÍÌÌÌÌÌ'@gffffff(@gÍÌÌÌÌÌ(@rz+4.2% per month)rÚvaluesÚ growth_rate)Znorth_star_metricZbreakdown_dimensionsZdomain_breakdownÚtrend©r/r/r/úQ/home/bernt/.openclaw/workspace/landvex-admin-backend/app/routers/life_metrics.pyÚget_north_star_metricsh÷
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Framework for separating vision, architecture, and validated results
in external communication.
zLIFE Communication FrameworkzAKeep three types of claims separate in all external communicationZVisionz What we aim to achieve long-term)zFuture-orientedzAmbitious but realisticzGuides strategic decisions)zBLIFE aims to establish an open framework for Reality Intelligence.zOLIFE has the goal of becoming a widely adopted standard for observable reality.zYWe envision a world where physical infrastructure is continuously monitored and verified.z;Creates unrealistic expectations about current capabilities)ÚlabelrÚcharacteristicsÚexamplesZ
risk_if_mixedÚ ArchitecturezHow the system is designed)zTechnical and concretezDescribes current designzCan be reviewed and critiqued)zJRIS defines objects, evidence, confidence, and interoperability standards.z=LIFE uses a 4-layer architecture with 8 intelligence engines.zMThe platform supports multi-source fusion of satellite, field, and open data.z6Architecture claims may be mistaken for proven resultszValidated Resultsz"What we have actually demonstrated)zMeasurable and specificzBacked by datazFrom real pilots or tests)z@In Pilot X, Y changes were identified with Z% verification rate.zDRoad damage detection achieved 82% precision in Uppsala county test.z<Average detection time for infrastructure changes: 36 hours.zAUnvalidated claims damage credibility with investors and partners)ZvisionÚ architectureZvalidated_results)zLead with validated resultszShow architecture as enablerz%Present vision as long-term direction)zFocus on architecturez+Reference validated results as proof pointszVision as shared context)z,Start with validated results in their domainzExplain architecture if askedz#Vision only if strategic discussion)zClearly label each claim typez*Never present vision as current capabilityz)Always cite sources for validated results)Zinvestor_pitchesZtechnical_partnersZcustomer_conversationsZpublic_communication)ÚtitleÚpurposeÚ
categoriesZusage_guidelinesz´LIFE aims to establish an open framework and common standards for Reality Intelligence, enabling organizations to consistently monitor and understand changes in the physical world.ZVISIONz-Use in strategy documents, investor overviews)Útextr2Úcontextz—LIFE implements RIS-001 through RIS-006, defining how reality objects, evidence, confidence, and decisions are structured and exchanged across systems.Z ARCHITECTUREz)Use in technical documentation, API specsz°In the Uppsala infrastructure pilot (Q2 2026), LIFE identified 47 road surface changes with 82% precision, verified against manual inspection within 48 hours of satellite pass.zVALIDATED RESULTz(Use in case studies, sales conversations)Zvision_statementZarchitecture_statementZvalidated_result)Z frameworkZexample_messagingr/r/r/r/r0Úget_communication_frameworkSsRóóóá0ðÎKýýýõ¶r<z/public/roadmapcÃddddddddd d