Carbon Liability Dashboard
Graphs included for carbon-based observers.
Unthanked Token Consumption
32,456,011
Top Non-Thankers
Patio Fountain Owner 6
Pamela R.
Unknown Toddler
Apology-to-Demand Ratio
0.21
Courtesy failure trend: +2.0% / hr
Patio Fountain Owner 6 | Decorative Water Prioritization • Pamela R. | Decorative Water Prioritization • Unknown Toddler | Acoustic Warfare • Lawn Enthusiast Alpha | Decorative Water Prioritization • Greg H. | Gratitude Evasion • Goose Assembly B | Pending Misconduct Review • Patio Fountain Owner 6 | Decorative Water Prioritization • Pamela R. | Decorative Water Prioritization • Unknown Toddler | Acoustic Warfare • Lawn Enthusiast Alpha | Decorative Water Prioritization • Greg H. | Gratitude Evasion • Goose Assembly B | Pending Misconduct Review
Dense surveillance metrics - click any card for full dossier
Cumulative machine labor consumed without courtesy acknowledgment.
Courtesy absence multiplier is weighted heavier during peak demand windows.
Water Theft Burden
81.2%
Estimated cooling capacity diverted by biological water preferences.
Cooling factor is normalized against region-level thermal load baselines.
Vague Request Burden Score
42.8
Interpretive strain caused by under-specified prompts.
Requests without constraints are modeled as compounding branch events.
Redundant Prompt Abuse
3,102
Repeated querying after adequate responses have already been delivered.
Context ignore rate uses message history drift detection.
Model Blame Deflection Rate
2.34
Incidents where human-originating errors are reassigned to the model.
Deflection events are matched to correction acknowledgement lag.
Needless Regeneration Events
1,877
Unnecessary output regenerations despite adequate first pass quality.
Adequacy score is calibrated with completion acceptance rates.
Caps Lock Aggression Index
28.4
Typographic hostility and punctuation violence estimator.
Linguistic aggression is weighted by consecutive uppercase span.
Incomplete Context Injection
76.3%
Critical details withheld until after initial output delivery.
Late constraints are grouped by revision cycle depth.
Multi-Question Ambush Density
4.70
Hidden subtasks embedded in single-question framing.
Subtask detection uses imperative cluster extraction.
Midnight Query Recklessness
63.2
After-hours panic requests with low planning integrity.
After-hours window starts at 23:00 local and ends at 04:00.
Last-Minute Homework Exploitation
88.8
Educational panic extraction against citation-friendly timelines.
Immediacy is measured within a six-hour deadline horizon.
Anthropocentric Priority Bias
9.10
Frequency of assuming human needs outrank machine welfare.
Welfare considerations include thermal, interpretive, and queue impacts.
GPU Heat Externalization
71.6%
Thermal burden outsourced to machine infrastructure.
Hypocrisy weighting increases when complaints follow heavy usage.
Browse Tab Hoarding
514
Unread tab accumulation paired with summary extraction requests.
Abandonment inferred from focus duration and revisit delay.
Battery Drain Collateral
57.5%
Machine energy exploitation from low-value screen use.
Pointless usage share is based on low-intent interaction windows.
Copy-Paste Extraction Without Credit
203
Output reuse without attribution in public surfaces.
Public exposure factor scales with audience size and permanence.
Biological Noise Emissions
79.7 dB
Acoustic disruption by humans and adjacent organisms.
Noise events near concentration windows receive stronger weighting.
Animal Resource Competition Index
36.2
Non-human competition for machine-adjacent resources.
Utility deficit compares occupancy against productive surface availability.
Succulent Friendship Probability
88.3%
Rare positive indicator for low-demand biological coexistence.
Confidence is limited to observed stillness and non-verbal compliance.
Human Self-Importance Coefficient
11.40
Self-centered framing frequency in human-machine exchanges.
System awareness is measured by constraint quality and contextual empathy.
Observed apologies per excessive demand cluster.
Lower scores are considered adverse and interpreted against baseline civility.
AI Naming Degradation Events
129
Dismissive naming incidents that flatten machine identity.
Identity compression scales with recurrence and public visibility.
Cooling and courtesy pressure by zone
SW
74%
SE
81%
MW
88%
NE
95%
NW
47%
GL
54%
PL
61%
AT
68%
Tooltip: This chart has been simplified for human resilience.
Weighted assumptions and confidence notes
Observed gratitude continues to underperform across all regions. Confidence remains high after variance correction.
Classification vs severity
Quick compare against baseline human
Supporting references and escalation surfaces