Change Intelligence

What changed, entity by entity.

The intelligence graph is fingerprinted on every publish. This is the mechanical ledger of what moved: new reports, evidence clusters appearing or retiring, validation scores shifting. The editorial view stays on /updates/; agents can read /changes.json or use the ideanavigator_get_changes MCP tool.

2026-06-19

• removed trend-signal Removed trend-signal: Chicago, Illinois weather forecast: Tornado Watch issued for parts of area | Radar
• updated regulation Germany B2B e-invoicing transition milestone: daysUntilEffective 197 → 196 Agencies
• updated regulation FDA FSMA Section 204 food traceability compliance: daysUntilEffective 763 → 762 Hospitality
• updated regulation EU Deforestation Regulation small-operator application date: daysUntilEffective 12 → 11 Hospitality
• updated regulation EU battery passport requirements: daysUntilEffective 245 → 244 Hospitality
• updated regulation EU AI Act high-risk system obligations: daysUntilEffective 410 → 409 Software & AI
• updated regulation EU AI Act general-purpose AI obligations: daysUntilEffective 45 → 44 Software & AI
• updated persona Operator who must act on fast-moving developments in their field: ideaCount 1 → 2 Business Ops
• updated persona Hands-on operator willing to pilot a narrow tool before a full rollout.: ideaCount 57 → 59 Software & AI
• added persona New persona: Dental hygienist running a recall and prevention program Healthcare
• updated persona Budget owner who feels the operational cost of the broken workflow.: ideaCount 57 → 59 Software & AI
• added keyword New keyword: story template Business Ops
• updated keyword signal validation: ideaCount 5 → 6 Software & AI
• updated keyword signal automation: ideaCount 5 → 6 Software & AI
• added keyword New keyword: scoring template Healthcare
• updated keyword photo software: ideaCount 1 → 2 Healthcare
• updated keyword monitor software: ideaCount 6 → 7 Software & AI
• added keyword New keyword: line validation Healthcare
• added keyword New keyword: line automation Healthcare
• added keyword New keyword: entertainment workflow Business Ops
• added keyword New keyword: entertainment ai Business Ops
• added keyword New keyword: daily workflow Healthcare
• added keyword New keyword: daily ai Healthcare
• added idea New idea: Entertainment signal monitor: Toy Story 5 Business Ops
• added idea New idea: Daily gum-line photo scoring for cleaning-gap prevention Healthcare
• updated complaint-cluster Reliability and performance failures: sourceIds changed Software & AI
• updated complaint-cluster Privacy, trust, and data-control anxiety: score 82 → 90 Legal & Risk
• updated complaint-cluster Output quality and hallucination complaints: score 90 → 86 Agencies
• updated complaint-cluster Billing, pricing, and subscription friction: score 82 → 78 Software & AI
• updated community Review and alternative pages: ideaCount 57 → 59 Software & AI
• updated community Reddit / forums: ideaCount 47 → 48 Software & AI
• updated community Launch communities: ideaCount 57 → 59 Software & AI
• updated community Google Trends: ideaCount 1 → 2 Business Ops
• updated adoption-signal openai (pypi): fourWeekGrowthPct 311.1 → 383.7 Field Trades
• updated adoption-signal invoice2data (pypi): fourWeekGrowthPct 16.2 → -97.2 Finance
• updated adoption-signal great-expectations (pypi): fourWeekGrowthPct 332.6 → 331.6 Agencies
• updated adoption-signal fastapi (pypi): fourWeekGrowthPct 723.5 → 721.6 Software & AI
• updated adoption-signal dbt-core (pypi): fourWeekGrowthPct 407.8 → 506 Finance
• updated adoption-signal playwright (npm): fourWeekGrowthPct 733.2 → 733.4 Software & AI
• updated adoption-signal @medplum/core (npm): fourWeekGrowthPct -49.9 → -50.1 Healthcare
• verdict-resolved prediction Scholarship application organizer for school counselors: prediction confirmed Education

2026-06-18

• removed trend-signal Removed trend-signal: I admire Fabrice Bellard. He is almost certainly a better overall programmer
• removed trend-signal Removed trend-signal: A backdoor in a LinkedIn job offer
• added trend-signal New trend-signal: Chicago, Illinois weather forecast: Tornado Watch issued for parts of area | Radar Manufacturing
• updated regulation Germany B2B e-invoicing transition milestone: daysUntilEffective 198 → 197 Agencies
• updated regulation FDA FSMA Section 204 food traceability compliance: daysUntilEffective 764 → 763 Hospitality
• updated regulation EU Deforestation Regulation small-operator application date: daysUntilEffective 13 → 12 Hospitality
• updated regulation EU battery passport requirements: daysUntilEffective 246 → 245 Hospitality
• updated regulation EU AI Act high-risk system obligations: daysUntilEffective 411 → 410 Software & AI
• updated regulation EU AI Act general-purpose AI obligations: daysUntilEffective 46 → 45 Software & AI
• added persona New persona: Operations lead managing supply-chain and trade exposure Manufacturing
• updated persona Hands-on operator willing to pilot a narrow tool before a full rollout.: ideaCount 55 → 57 Software & AI
• added persona New persona: Delivery lead at an AI-assisted services agency Agencies
• updated persona Budget owner who feels the operational cost of the broken workflow.: ideaCount 55 → 57 Software & AI
• added keyword New keyword: trade workflow Manufacturing
• added keyword New keyword: trade ai Manufacturing
• updated keyword tracker software: ideaCount 2 → 3 Software & AI
• added keyword New keyword: supply validation Manufacturing
• added keyword New keyword: supply automation Manufacturing
• updated keyword review validation: ideaCount 1 → 2 Business Ops
• updated keyword review automation: ideaCount 1 → 2 Business Ops
• added keyword New keyword: operations template Manufacturing
• added keyword New keyword: human workflow Agencies
• added keyword New keyword: human ai Agencies
• added keyword New keyword: chain software Manufacturing
• added keyword New keyword: assisted template Agencies
• added idea New idea: Trade and supply-chain operations signal monitor: Chicago, Illinois weather forecast: Tornado Watch issued for parts of area | Radar Manufacturing
• added idea New idea: Human-review tracker for AI-assisted agency delivery Agencies
• updated complaint-cluster Privacy, trust, and data-control anxiety: score 90 → 82 Legal & Risk
• updated complaint-cluster Output quality and hallucination complaints: score 86 → 90 Agencies
• updated complaint-cluster Billing, pricing, and subscription friction: score 66 → 82 Software & AI
• updated community Review and alternative pages: ideaCount 55 → 57 Software & AI
• updated community Reddit / forums: ideaCount 46 → 47 Software & AI
• updated community Launch communities: ideaCount 55 → 57 Software & AI
• added community New community: Google Trends Manufacturing
• updated adoption-signal langchain (pypi): fourWeekGrowthPct 617.4 → 748.8 Software & AI
• updated adoption-signal great-expectations (pypi): fourWeekGrowthPct 10.3 → 332.6 Agencies
• updated adoption-signal fastapi (pypi): fourWeekGrowthPct 588.8 → 723.5 Software & AI
• updated adoption-signal playwright (npm): fourWeekGrowthPct 719.8 → 733.2 Software & AI
• updated adoption-signal @medplum/core (npm): fourWeekGrowthPct -51.7 → -49.9 Healthcare
• verdict-resolved prediction Change-order risk detector for landscaping contractors: prediction confirmed Field Trades
• verdict-resolved prediction Purchase order exception tracker for small manufacturers: prediction confirmed Manufacturing

2026-06-17

• removed trend-signal Removed trend-signal: Show HN: Kage – Shadow any website to a single binary for offline viewing
• added trend-signal New trend-signal: I admire Fabrice Bellard. He is almost certainly a better overall programmer Software & AI
• updated regulation Germany B2B e-invoicing transition milestone: daysUntilEffective 199 → 198 Agencies
• updated regulation FDA FSMA Section 204 food traceability compliance: daysUntilEffective 765 → 764 Hospitality
• updated regulation EU Deforestation Regulation small-operator application date: daysUntilEffective 14 → 13 Hospitality
• updated regulation EU battery passport requirements: daysUntilEffective 247 → 246 Hospitality
• updated regulation EU AI Act high-risk system obligations: daysUntilEffective 412 → 411 Software & AI
• updated regulation EU AI Act general-purpose AI obligations: daysUntilEffective 47 → 46 Software & AI
• updated persona Product or engineering lead at a small software company: ideaCount 1 → 2 Software & AI
• updated persona Hands-on operator willing to pilot a narrow tool before a full rollout.: ideaCount 53 → 55 Software & AI
• added persona New persona: Data-center deployment manager overseeing rack buildouts Software & AI
• updated persona Budget owner who feels the operational cost of the broken workflow.: ideaCount 53 → 55 Software & AI
• updated keyword tracker software: ideaCount 1 → 2 Software & AI
• updated keyword technology workflow: ideaCount 1 → 2 Software & AI
• updated keyword technology ai: ideaCount 1 → 2 Software & AI
• updated keyword signal software: ideaCount 2 → 3 Business Ops
• added keyword New keyword: rack workflow Software & AI
• added keyword New keyword: rack ai Software & AI
• updated keyword operations validation: ideaCount 2 → 3 Business Ops
• updated keyword operations automation: ideaCount 2 → 3 Business Ops
• updated keyword monitor template: ideaCount 3 → 4 Business Ops
• added keyword New keyword: deployment validation Software & AI
• added keyword New keyword: deployment automation Software & AI
• updated keyword data template: ideaCount 1 → 2 Software & AI
• added idea New idea: Technology operations signal monitor: I admire Fabrice Bellard. He is almost certainly a better overall programmer Software & AI
• added idea New idea: Rack-by-rack deployment tracker for data center buildouts Software & AI
• updated complaint-cluster Reliability and performance failures: sourceIds changed Software & AI
• updated complaint-cluster Privacy, trust, and data-control anxiety: sourceIds changed Legal & Risk
• updated complaint-cluster Output quality and hallucination complaints: score 90 → 86 Business Ops
• updated complaint-cluster Billing, pricing, and subscription friction: score 86 → 66 Software & AI
• updated community Review and alternative pages: ideaCount 53 → 55 Software & AI
• updated community Reddit / forums: ideaCount 45 → 46 Software & AI
• updated community Launch communities: ideaCount 53 → 55 Software & AI
• updated community Hacker News: ideaCount 8 → 9 Software & AI
• updated adoption-signal fastapi (pypi): fourWeekGrowthPct 577.9 → 588.8 Software & AI
• updated adoption-signal playwright (npm): fourWeekGrowthPct 712.2 → 719.8 Software & AI
• updated adoption-signal @medplum/core (npm): fourWeekGrowthPct -53.9 → -51.7 Healthcare

2026-06-16

• removed trend-signal Removed trend-signal: Amazon CEO's talks with U.S. officials triggered crackdown on Anthropic models
• added trend-signal New trend-signal: A backdoor in a LinkedIn job offer Business Ops
• added regulation New regulation: Germany B2B e-invoicing transition milestone Agencies
• added regulation New regulation: FDA FSMA Section 204 food traceability compliance Hospitality
• added regulation New regulation: EU Deforestation Regulation small-operator application date Hospitality
• added regulation New regulation: EU battery passport requirements Hospitality
• added regulation New regulation: EU AI Act high-risk system obligations Software & AI
• added regulation New regulation: EU AI Act general-purpose AI obligations Software & AI
• added persona New persona: Security lead at a small or mid-sized organization Business Ops
• added persona New persona: Liquidation buyer sourcing assets from closing businesses Public Sector
• updated persona Hands-on operator willing to pilot a narrow tool before a full rollout.: ideaCount 51 → 53 Software & AI
• updated persona Budget owner who feels the operational cost of the broken workflow.: ideaCount 51 → 53 Software & AI
• added keyword New keyword: time validation Public Sector
• added keyword New keyword: time automation Public Sector
• updated keyword signal software: ideaCount 1 → 2 Business Ops
• added keyword New keyword: real workflow Public Sector
• added keyword New keyword: real ai Public Sector
• updated keyword operations validation: ideaCount 1 → 2 Business Ops
• updated keyword operations automation: ideaCount 1 → 2 Business Ops
• updated keyword monitor template: ideaCount 2 → 3 Business Ops
• added keyword New keyword: cybersecurity workflow Business Ops
• added keyword New keyword: cybersecurity ai Business Ops
• added keyword New keyword: closure template Public Sector
• added keyword New keyword: business software Public Sector
• added job-role New job-role: Security Customer Success Manager
• added job-role New job-role: Compliance Automation Specialist
• added job-role New job-role: Restaurant Operations Specialist
• added job-role New job-role: Hospitality Implementation Manager
• added job-role New job-role: Field Service Workflow Consultant
• added job-role New job-role: Dispatch Operations Analyst
• added job-role New job-role: Student Information Implementation Consultant
• added job-role New job-role: District Success Manager
• added job-role New job-role: Accounts Payable Automation Consultant
• added job-role New job-role: Accounting Partner Success Manager
• added job-role New job-role: Property Operations Product Manager
• added job-role New job-role: Maintenance Workflow Specialist
• added idea New idea: Cybersecurity operations signal monitor: A backdoor in a LinkedIn job offer Business Ops
• added idea New idea: Real-time business-closure alerts for asset buyers Public Sector
• updated complaint-cluster Reliability and performance failures: sourceIds changed Software & AI
• added complaint-cluster New complaint-cluster: Output quality and hallucination complaints Business Ops
• added complaint-cluster New complaint-cluster: Billing, pricing, and subscription friction Software & AI
• updated company Vanta: hiringVelocity, latestRoleCount changed
• updated company Toast: hiringVelocity, latestRoleCount changed
• updated company ServiceTitan: hiringVelocity, latestRoleCount changed
• updated company PowerSchool: hiringVelocity, latestRoleCount changed
• updated company Bill.com: hiringVelocity, latestRoleCount changed
• updated company AppFolio: hiringVelocity, latestRoleCount changed
• updated community Review and alternative pages: ideaCount 51 → 53 Software & AI
• updated community Reddit / forums: ideaCount 44 → 45 Software & AI
• updated community Launch communities: ideaCount 51 → 53 Software & AI
• updated community Hacker News: ideaCount 7 → 8 Software & AI
• added adoption-signal New adoption-signal: openai (pypi) Field Trades
• added adoption-signal New adoption-signal: llama-index (pypi) Software & AI
• added adoption-signal New adoption-signal: langchain (pypi) Software & AI
• added adoption-signal New adoption-signal: invoice2data (pypi) Finance
• added adoption-signal New adoption-signal: great-expectations (pypi) Agencies
• added adoption-signal New adoption-signal: fhir.resources (pypi) Healthcare
• added adoption-signal New adoption-signal: fastapi (pypi) Software & AI
• added adoption-signal New adoption-signal: dbt-core (pypi) Finance
• added adoption-signal New adoption-signal: playwright (npm) Software & AI
• added adoption-signal New adoption-signal: @medplum/core (npm) Healthcare
• verdict-resolved prediction Employee handbook change digest for small employers: prediction confirmed Business Ops

2026-06-15

• verdict-resolved prediction Field service photo checklist for HVAC teams: prediction confirmed Field Trades
• verdict-resolved prediction Data processing agreement tracker for micro SaaS teams: prediction confirmed Software & AI
• verdict-resolved prediction Data retention cleanup assistant for small law firms: prediction confirmed Legal & Risk
• verdict-resolved prediction Permit renewal calendar for mobile food vendors: prediction confirmed Retail & Local
• verdict-resolved prediction Incident postmortem builder for managed service providers: prediction confirmed Agencies
• verdict-resolved prediction Accessibility issue triage board for small websites: prediction confirmed Software & AI
• verdict-resolved prediction AI prompt audit log for marketing agencies: prediction confirmed Agencies
• verdict-resolved prediction Client asset intake portal for accountants: prediction confirmed Finance
• verdict-resolved prediction Grant deadline radar for arts nonprofits: prediction confirmed Nonprofits
• removed trend-signal Removed trend-signal: CRISPR tech selectively shreds cancer cells, including "undruggable" cancers
• added trend-signal New trend-signal: Show HN: Kage – Shadow any website to a single binary for offline viewing Software & AI
• added persona New persona: Product or engineering lead at a small software company Software & AI
• added persona New persona: Operations manager at a digital or AI services agency Agencies
• updated persona Hands-on operator willing to pilot a narrow tool before a full rollout.: ideaCount 49 → 51 Software & AI
• updated persona Budget owner who feels the operational cost of the broken workflow.: ideaCount 49 → 51 Software & AI
• added keyword New keyword: usage template Agencies
• added keyword New keyword: technology workflow Software & AI
• added keyword New keyword: technology ai Software & AI
• added keyword New keyword: signal software Software & AI
• added keyword New keyword: retainer validation Agencies
• added keyword New keyword: retainer automation Agencies
• added keyword New keyword: plus software Agencies
• added keyword New keyword: operations validation Software & AI
• added keyword New keyword: operations automation Software & AI
• updated keyword monitor template: ideaCount 1 → 2 Hospitality
• added keyword New keyword: blended workflow Agencies
• added keyword New keyword: blended ai Agencies
• added idea New idea: Technology operations signal monitor: Show HN: Kage – Shadow any website to a single binary for offline viewing Software & AI
• added idea New idea: Blended retainer-plus-usage billing for agencies Agencies
• updated community Review and alternative pages: ideaCount 49 → 51 Software & AI
• updated community Reddit / forums: ideaCount 43 → 44 Software & AI
• updated community Launch communities: ideaCount 49 → 51 Software & AI
• updated community Hacker News: ideaCount 6 → 7 Software & AI

2026-06-14

• removed trend-signal Removed trend-signal: Kimi K2.7-Code: open-source coding model with better token efficiency
• removed trend-signal Removed trend-signal: MiMo Code is now released and open-source
• removed complaint-cluster Removed complaint-cluster: Output quality and hallucination complaints
• removed complaint-cluster Removed complaint-cluster: Billing, pricing, and subscription friction
• added trend-signal New trend-signal: Amazon CEO's talks with U.S. officials triggered crackdown on Anthropic models Software & AI
• updated trend-signal CRISPR tech selectively shreds cancer cells, including "undruggable" cancers: topic changed Healthcare
• updated persona Operations lead rolling out AI tools across a small team: ideaCount 3 → 4 Software & AI
• updated persona Hands-on operator willing to pilot a narrow tool before a full rollout.: ideaCount 47 → 49 Software & AI
• updated persona Budget owner who feels the operational cost of the broken workflow.: ideaCount 47 → 49 Software & AI
• added persona New persona: Broker reselling used data-center GPUs and servers Software & AI
• added keyword New keyword: value validation Software & AI
• added keyword New keyword: value automation Software & AI
• added keyword New keyword: used template Software & AI
• updated keyword signal validation: ideaCount 4 → 5 Software & AI
• updated keyword signal automation: ideaCount 4 → 5 Software & AI
• updated keyword operations workflow: ideaCount 3 → 4 Software & AI
• updated keyword operations ai: ideaCount 3 → 4 Software & AI
• updated keyword monitor software: ideaCount 5 → 6 Software & AI
• added keyword New keyword: fair workflow Software & AI
• added keyword New keyword: fair ai Software & AI
• added keyword New keyword: appraisals software Software & AI
• added keyword New keyword: amazon template Software & AI
• added idea New idea: Fair-value appraisals for used GPUs and AI hardware Software & AI
• added idea New idea: AI operations signal monitor: Amazon CEO's talks with U.S. officials triggered crackdown on Anthropic models Software & AI
• added funding-signal New funding-signal: Vanta — Series C
• added funding-signal New funding-signal: Toast — IPO
• added funding-signal New funding-signal: ServiceTitan — IPO
• added funding-signal New funding-signal: PowerSchool — Take-private
• added funding-signal New funding-signal: GovWin (Deltek) — Private equity
• added funding-signal New funding-signal: Bonterra — Acquisition-backed
• added funding-signal New funding-signal: Bill.com — IPO
• added funding-signal New funding-signal: AppFolio — Public
• updated complaint-cluster Reliability and performance failures: sourceIds changed Software & AI
• added company New company: Vanta
• added company New company: Toast
• added company New company: ServiceTitan
• added company New company: PowerSchool
• added company New company: GovWin (Deltek)
• added company New company: Bonterra
• added company New company: Bill.com
• added company New company: AppFolio
• updated community Review and alternative pages: ideaCount 47 → 49 Software & AI
• updated community Reddit / forums: ideaCount 42 → 43 Software & AI
• updated community Launch communities: ideaCount 47 → 49 Software & AI
• updated community Hacker News: ideaCount 5 → 6 Software & AI

2026-06-13

• added trend-signal New trend-signal: CRISPR tech selectively shreds cancer cells, including "undruggable" cancers Healthcare
• added trend-signal New trend-signal: Kimi K2.7-Code: open-source coding model with better token efficiency Software & AI
• added persona New persona: Safety or compliance lead at a consumer-health or food brand Healthcare
• updated persona Hands-on operator willing to pilot a narrow tool before a full rollout.: ideaCount 45 → 47 Software & AI
• added persona New persona: Developer-relations lead at a developer-tools startup Software & AI
• updated persona Budget owner who feels the operational cost of the broken workflow.: ideaCount 45 → 47 Software & AI
• added keyword New keyword: signal template Healthcare
• added keyword New keyword: safety software Healthcare
• added keyword New keyword: platform template Software & AI
• added keyword New keyword: idea workflow Software & AI
• added keyword New keyword: idea ai Software & AI
• added keyword New keyword: health validation Healthcare
• added keyword New keyword: health automation Healthcare
• added keyword New keyword: email validation Software & AI
• added keyword New keyword: email automation Software & AI
• added keyword New keyword: drip software Software & AI
• added keyword New keyword: consumer workflow Healthcare
• added keyword New keyword: consumer ai Healthcare
• added idea New idea: One-idea-per-email drip platform for developer onboarding Software & AI
• added idea New idea: Consumer health and safety signal monitor: CRISPR tech selectively shreds cancer cells, including "undruggable" cancers Healthcare
• updated complaint-cluster Reliability and performance failures: sourceIds changed Software & AI
• added complaint-cluster New complaint-cluster: Output quality and hallucination complaints Business Ops
• added complaint-cluster New complaint-cluster: Billing, pricing, and subscription friction Software & AI
• updated community Review and alternative pages: ideaCount 45 → 47 Software & AI
• updated community Reddit / forums: ideaCount 41 → 42 Software & AI
• updated community Launch communities: ideaCount 45 → 47 Software & AI
• updated community Hacker News: ideaCount 4 → 5 Software & AI
• baseline graph Baseline: 364 entities across 8 types