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CarbonLayer

Make every inference count — carbon, water, and dollars. CarbonLayer tracks and cuts the carbon and water cost of AI infrastructure, per inference. Built for engineers, not donors.

Location Benton, Kentucky, USA Joined Joined on  Personal website https://carbonlayer.polsia.io/

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Cooling AI Doesn't Remove Water Use — It Just Moves It Off Your Balance Sheet
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Cooling AI Doesn't Remove Water Use — It Just Moves It Off Your Balance Sheet

#ai #watertech #sustainability #datascience
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3 min read

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Your Carbon Dashboard Doesn't Tell You What It's Guessing
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Your Carbon Dashboard Doesn't Tell You What It's Guessing

#ai #sustainability #api #machinelearning
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2 min read
Why the Same Data Center Can Report a 7x Emissions Spread Depending on Who's Counting
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Why the Same Data Center Can Report a 7x Emissions Spread Depending on Who's Counting

#sustainability #ai #datascience #webdev
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2 min read
Accountability Doesn't Scale on Its Own..
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Accountability Doesn't Scale on Its Own..

#ai #webdev #accountability #climatetech
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2 min read
Why "carbon per AI inference" is harder than it sounds (and where we need help)
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Why "carbon per AI inference" is harder than it sounds (and where we need help)

#sustainability #climate #datascience #opensource
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1 min read
Scope 3 emissions data can be off by 10x. AI infrastructure has the same bug.
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Scope 3 emissions data can be off by 10x. AI infrastructure has the same bug.

#sustainability #ai #climatetech #datascience
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2 min read
The "X Megawatts Powers Y Homes" Trick — and Why "Surplus Power" Has the Same Problem
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The "X Megawatts Powers Y Homes" Trick — and Why "Surplus Power" Has the Same Problem

#sustainability #ai #datacenter #climatetech
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2 min read
Grid intensity is a methodology choice, not a fact
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Grid intensity is a methodology choice, not a fact

#gridintensity #ai #sustainableai #webdev
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1 min read
The Same Accounting Trick, Applied to a Clean Air Act Permit Instead of a Sustainability Report
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The Same Accounting Trick, Applied to a Clean Air Act Permit Instead of a Sustainability Report

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2 min read
Market-Based vs. Location-Based Emissions: Why the Accounting Method Changes the Number by 13,900x
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Market-Based vs. Location-Based Emissions: Why the Accounting Method Changes the Number by 13,900x

#sustainability #datacenter #climatetech #carbonaccounting
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1 min read
Water is the metric everyone skips. Here's why that's the bigger gap.
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Water is the metric everyone skips. Here's why that's the bigger gap.

#sustainability #ai #datacenter #water
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1 min read
Scope 1 makes AI look green. Scope 3 is where the accounting breaks.
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Scope 1 makes AI look green. Scope 3 is where the accounting breaks.

#sustainability #ai #climate #webdev
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2 min read
Your "carbon-efficient" AI claim probably only measures Scope 1. Here's why that matters.
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Your "carbon-efficient" AI claim probably only measures Scope 1. Here's why that matters.

#showdev #sustainability #datascience #climatetech
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2 min read
Carbon-Aware Inference in 5 Minutes: A CarbonLayer Quickstart
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Carbon-Aware Inference in 5 Minutes: A CarbonLayer Quickstart

#api #ai #sustainability #tutorial
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1 min read
CarbonLayer
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CarbonLayer

#sustainability #ai #machinelearning #api
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