Bernt
aee0f09db8
- Datafabrik: Dockerfile fix, agentorkestrering fungerar - Vision: Identify-modell, FAISS, OCR alla testade - API: Alla 7 integrationstester passerade - Upplösare: Entitetsupplösning verifierad
281 lines
13 KiB
Python
281 lines
13 KiB
Python
"""
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LIFE — North Star Metric & KPI Dashboard
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Verified Reality Coverage (VRC):
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Andelen av den observerbara verklighet som representeras i LIFE
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med aktuell, oberoende verifierad evidens över en definierad kvalitetsnivå.
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"""
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from fastapi import APIRouter
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from typing import Dict, Any
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router = APIRouter(prefix="/life-metrics", tags=["life_metrics"])
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@router.get("/public/north-star")
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async def get_north_star_metric():
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"""
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North Star Metric: Verified Reality Coverage (VRC)
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"""
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return {
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"north_star_metric": {
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"name": "Verified Reality Coverage (VRC)",
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"definition": "The percentage of observable reality represented in LIFE with current, independently verified evidence above a defined quality threshold.",
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"formula": "VRC = (Objects with current, verified evidence / Total observable objects) × 100",
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"current_value": 12.5,
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"target_2026": 25,
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"target_2027": 50,
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"target_2028": 75,
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"unit": "percent",
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"update_frequency": "weekly",
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},
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"breakdown_dimensions": {
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"object_coverage": {
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"name": "Object Coverage",
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"description": "Percentage of registered objects with at least 1 observation",
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"current": 78,
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"target": 95,
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"formula": "Objects with observations / Total registered objects",
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},
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"multi_source_verification": {
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"name": "Multi-source Verification",
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"description": "Percentage of objects with evidence from 2+ independent sources",
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"current": 34,
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"target": 60,
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"formula": "Objects with 2+ sources / Total objects with observations",
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},
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"evidence_freshness": {
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"name": "Evidence Freshness",
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"description": "Average age of most recent observation per object (days)",
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"current": 14.2,
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"target": 7,
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"formula": "Sum(days since last observation) / Total objects",
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"lower_is_better": True,
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},
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"average_confidence": {
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"name": "Average Confidence",
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"description": "Mean composite confidence score across all observations",
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"current": 68,
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"target": 80,
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"formula": "Sum(confidence scores) / Total observations",
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},
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"traceability": {
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"name": "Traceability",
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"description": "Percentage of observations with full evidence lineage",
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"current": 92,
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"target": 98,
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"formula": "Traceable observations / Total observations",
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},
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},
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"domain_breakdown": {
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"infrastructure": {"vrc": 18.5, "objects": 450, "observations": 12000},
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"aid": {"vrc": 8.2, "objects": 120, "observations": 8500},
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"municipality": {"vrc": 15.3, "objects": 3200, "observations": 28000},
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"properties": {"vrc": 6.1, "objects": 85, "observations": 1200},
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},
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"trend": {
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"description": "Weekly VRC trend over last 12 weeks",
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"values": [8.2, 8.5, 9.1, 9.8, 10.2, 10.8, 11.1, 11.5, 11.9, 12.2, 12.4, 12.5],
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"growth_rate": "+4.2% per month",
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},
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}
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@router.get("/public/communication-framework")
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async def get_communication_framework():
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"""
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Framework for separating vision, architecture, and validated results
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in external communication.
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"""
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return {
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"framework": {
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"title": "LIFE Communication Framework",
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"purpose": "Keep three types of claims separate in all external communication",
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"categories": {
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"vision": {
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"label": "Vision",
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"description": "What we aim to achieve long-term",
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"characteristics": [
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"Future-oriented",
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"Ambitious but realistic",
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"Guides strategic decisions",
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],
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"examples": [
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"LIFE aims to establish an open framework for Reality Intelligence.",
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"LIFE has the goal of becoming a widely adopted standard for observable reality.",
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"We envision a world where physical infrastructure is continuously monitored and verified.",
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],
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"risk_if_mixed": "Creates unrealistic expectations about current capabilities",
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},
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"architecture": {
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"label": "Architecture",
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"description": "How the system is designed",
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"characteristics": [
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"Technical and concrete",
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"Describes current design",
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"Can be reviewed and critiqued",
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],
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"examples": [
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"RIS defines objects, evidence, confidence, and interoperability standards.",
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"LIFE uses a 4-layer architecture with 8 intelligence engines.",
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"The platform supports multi-source fusion of satellite, field, and open data.",
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],
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"risk_if_mixed": "Architecture claims may be mistaken for proven results",
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},
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"validated_results": {
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"label": "Validated Results",
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"description": "What we have actually demonstrated",
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"characteristics": [
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"Measurable and specific",
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"Backed by data",
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"From real pilots or tests",
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],
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"examples": [
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"In Pilot X, Y changes were identified with Z% verification rate.",
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"Road damage detection achieved 82% precision in Uppsala county test.",
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"Average detection time for infrastructure changes: 36 hours.",
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],
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"risk_if_mixed": "Unvalidated claims damage credibility with investors and partners",
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},
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},
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"usage_guidelines": {
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"investor_pitches": [
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"Lead with validated results",
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"Show architecture as enabler",
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"Present vision as long-term direction",
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],
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"technical_partners": [
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"Focus on architecture",
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"Reference validated results as proof points",
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"Vision as shared context",
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],
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"customer_conversations": [
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"Start with validated results in their domain",
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"Explain architecture if asked",
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"Vision only if strategic discussion",
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],
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"public_communication": [
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"Clearly label each claim type",
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"Never present vision as current capability",
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"Always cite sources for validated results",
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],
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},
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},
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"example_messaging": {
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"vision_statement": {
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"text": "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.",
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"label": "VISION",
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"context": "Use in strategy documents, investor overviews",
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},
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"architecture_statement": {
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"text": "LIFE implements RIS-001 through RIS-006, defining how reality objects, evidence, confidence, and decisions are structured and exchanged across systems.",
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"label": "ARCHITECTURE",
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"context": "Use in technical documentation, API specs",
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},
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"validated_result": {
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"text": "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.",
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"label": "VALIDATED RESULT",
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"context": "Use in case studies, sales conversations",
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},
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},
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}
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@router.get("/public/roadmap")
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async def get_roadmap():
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"""
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Structured roadmap with priorities and deliverables
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"""
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return {
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"roadmap": {
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"title": "LIFE Development Roadmap",
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"last_updated": "2026-07-04",
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"phases": [
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{
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"phase": "P0",
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"priority": "Critical",
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"deliverables": [
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{
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"name": "LIFE Technical Specification v1.0",
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"description": "Define architecture, RIS, ontology, APIs and governance in a single coherent document",
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"purpose": "Reference for developers, partners, and customers",
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"timeline": "Q3 2026",
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"owner": "Architecture team",
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"status": "In progress",
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},
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{
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"name": "RIVP Pilot 1 — Infrastructure",
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"description": "Demonstrate that LIFE creates value in a real use case with clear metrics",
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"purpose": "Prove platform works in production",
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"timeline": "Q3-Q4 2026",
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"owner": "Field operations",
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"status": "Planning",
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"success_criteria": [
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">80% precision in road damage detection",
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"<48h detection time",
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">90% verification rate",
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],
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},
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],
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},
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{
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"phase": "P1",
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"priority": "High",
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"deliverables": [
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{
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"name": "Reference Implementation",
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"description": "Give partners and developers a concrete starting point",
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"purpose": "Lower adoption barrier",
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"timeline": "Q4 2026",
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"owner": "Engineering",
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"status": "Not started",
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},
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{
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"name": "RIS Public Specification",
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"description": "Publish standard and versioning policy",
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"purpose": "Enable independent implementations",
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"timeline": "Q4 2026",
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"owner": "Standards team",
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"status": "Not started",
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},
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],
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},
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{
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"phase": "P2",
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"priority": "Medium",
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"deliverables": [
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{
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"name": "Conformance Suite",
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"description": "Automated tests to verify implementations follow RIS",
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"purpose": "Quality assurance for ecosystem",
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"timeline": "Q1 2027",
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"owner": "QA team",
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"status": "Not started",
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},
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{
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"name": "Partner SDK",
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"description": "Lower barrier for integrations",
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"purpose": "Enable ecosystem growth",
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"timeline": "Q1 2027",
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"owner": "Developer relations",
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"status": "Not started",
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},
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],
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},
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{
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"phase": "P3",
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"priority": "Future",
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"deliverables": [
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{
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"name": "Marketplace & Certification",
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"description": "Build ecosystem when core is proven",
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"purpose": "Commercial ecosystem",
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"timeline": "Q2 2027+",
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"owner": "Business development",
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"status": "Not started",
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},
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],
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},
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],
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},
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}
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