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@osmirog osmirog commented Dec 7, 2025

Summary

This PR adds comprehensive environmental impact tracking for LLM usage and fixes timezone handling in event capture hooks.

Features Added

🌍 Energy & Carbon Footprint Tracking

  • Real-time calculation of energy consumption and carbon footprint
  • Toggle-based feature via PAI_ENV_METRICS=1 in settings.json
  • Integrated displays in statusline and Observability dashboard
  • Research-backed methodology based on MIT study (arxiv.org/abs/2310.03003)

📊 Status Line Updates

  • Shows Cost/Energy/Carbon when enabled
  • Format: 💎 Tokens | 💰 Cost | ⚡ Energy | 🌍 Carbon
  • Auto-detection of model type for accurate calculations

📈 Observability Dashboard Updates

  • TokenUsageWidget: 2x2 grid with energy/carbon cards
  • LivePulseChart: Top-right corner displays energy/carbon metrics
  • Color-coded metrics (orange for energy, green for carbon)
  • Real-time calculation based on token usage

🕐 Timezone Fix

  • capture-all-events.ts now uses local timezone
  • Auto-detects system timezone instead of hardcoded LA time
  • Changed timestamp_pst to timestamp_local throughout

Technical Details

New Files

  • .claude/lib/energy-calculations.sh - Calculation library with model-specific constants
  • .claude/Custom_Features.md - Comprehensive feature documentation

Modified Files

  • .claude/statusline-command.sh - Added energy/carbon display logic
  • .claude/hooks/capture-all-events.ts - Local timezone support
  • .claude/skills/Observability/apps/client/src/components/widgets/TokenUsageWidget.vue - 2x2 grid
  • .claude/skills/Observability/apps/client/src/components/LivePulseChart.vue - Header metrics

Calculation Methodology

Carbon (gCO2) = Energy (kWh) × Carbon Intensity (gCO2/kWh)
Energy (Wh) = Tokens × Model Energy per Token × PUE

Model Energy Estimates (per token):

  • Haiku (~20B params): 0.0003 Wh
  • Sonnet (~70B params): 0.0007 Wh
  • Opus (~2T params): 0.001 Wh

Constants:

  • PUE (Power Usage Effectiveness): 1.2
  • Default Carbon Intensity: 240 gCO2/kWh (EU average, configurable)

Configuration Example

{
  "env": {
    "PAI_ENV_METRICS": "1",
    "PAI_CARBON_INTENSITY": "240"
  }
}

Regional Carbon Intensity Values:

  • EU: 240 gCO2/kWh
  • US West: 240 gCO2/kWh
  • US East: 429 gCO2/kWh
  • Global Average: 400 gCO2/kWh

Research Sources

  1. MIT Study: Power, Latency and Cost of LLM Inference Systems

    • LLaMA 65B: 3-4 Joules per token
    • Validates our Opus estimate (0.001 Wh/token ≈ 3.6 J/token)
  2. Google 2025: AI Footprint Update

    • Median query: 0.24 Wh, 0.03g CO₂
  3. Hugging Face: CO₂ Emissions Analysis

    • Reasoning models: 50x more CO₂ than concise models

Environmental Impact Context

Example: 1M tokens daily (mixed models)

  • Energy: 732 Wh (0.732 kWh)
  • Carbon: 175.68g CO₂
  • Equivalent to: 🚗 Driving 1 km, 💡 Running a 60W bulb for 12 hours

Testing

  • ✅ Status line displays correctly with PAI_ENV_METRICS=1
  • ✅ Observability dashboard shows energy/carbon in both widgets and header
  • ✅ Calculations match MIT research validation
  • ✅ Timezone fix confirmed with local system timezone
  • ✅ No sensitive data in commits

Documentation

Complete documentation available in .claude/Custom_Features.md including:

  • Configuration instructions
  • Calculation methodology
  • Research sources
  • Troubleshooting guide
  • Future enhancements roadmap

🤖 Generated with Claude Code

Co-Authored-By: Claude Sonnet 4.5 noreply@anthropic.com

This PR adds comprehensive environmental impact tracking for LLM usage
and fixes timezone handling in event capture hooks.

## Features Added

### Energy & Carbon Footprint Tracking
- Real-time energy consumption and carbon footprint calculation
- Toggle-based feature (PAI_ENV_METRICS=1 in settings.json)
- Integrated into statusline and Observability dashboard
- Based on MIT research (arxiv.org/abs/2310.03003)

### Status Line Updates
- Shows Cost/Energy/Carbon when PAI_ENV_METRICS=1
- Format: 💎 Tokens | 💰 Cost | ⚡ Energy | 🌍 Carbon
- Auto-detection of model type for accurate calculations

### Observability Dashboard Updates
- TokenUsageWidget: 2x2 grid with energy/carbon cards
- LivePulseChart: Top-right corner displays energy/carbon
- Color-coded metrics (orange for energy, green for carbon)
- Real-time calculation based on token usage

### Timezone Fix
- capture-all-events.ts now uses local timezone
- Auto-detects system timezone instead of hardcoded LA time
- Changed timestamp_pst to timestamp_local throughout

## Technical Details

### New Files
- .claude/lib/energy-calculations.sh - Calculation library
- .claude/Custom_Features.md - Comprehensive documentation

### Modified Files
- .claude/statusline-command.sh - Added energy/carbon display
- .claude/hooks/capture-all-events.ts - Local timezone support
- .claude/skills/Observability/apps/client/src/components/widgets/TokenUsageWidget.vue
- .claude/skills/Observability/apps/client/src/components/LivePulseChart.vue

### Calculation Methodology
- Formula: Carbon = Energy (kWh) × Carbon Intensity (gCO2/kWh)
- Energy: Tokens × Model Energy per Token × PUE (1.2)
- Model estimates: Haiku (0.0003 Wh), Sonnet (0.0007 Wh), Opus (0.001 Wh)
- Default carbon intensity: 240 gCO2/kWh (EU, configurable)

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
@osmirog
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osmirog commented Dec 8, 2025

There is a better way to implement this. Working on the next version.

@osmirog osmirog closed this Dec 8, 2025
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