Manufacturing.ai · An open research index
AI has a
physical side.
Chips. Power. Factories.
Follow the sources behind the systems.
A few threads to follow
Start with a question.
From electricity demand to a connected data center
Follow the evidence from electricity-demand estimates through grid equipment and construction costs.
Beyond the GPU: memory and packaging
Read the processor, memory, and packaging records together, with each source and assessment attached.
What counts as evidence that factory AI works?
Compare inspection measurements, benchmark limits, and maintenance adoption without collapsing them into one success rate.
Keep it on your device
Small jobs.
Useful tools.
Paste, check, clean up, copy.
Free, with no accounts or uploads.
Token counter
Count raw-text tokens with a selected OpenAI tokenizer encoding, entirely in your browser.
Text comparison
Compare two versions of a message, prompt, or document. See additions and removals in one phone-friendly view.
Text cleanup
Fix text copied from PDFs or notes: clean spaces, join lines, and remove duplicate lines before copying it back.
JSON formatter
Format, validate, or minify JSON without uploading it. Preserve large numbers and copy the result in a tap.
Built to be checked
Read the claim.
Open the source.
Sources and review status travel with each assertion. Gaps stay visible, and interpretation is labeled.
How we work →A note, an idea, an inquiry
Get in touch.
Suggest a topic, report something we missed, discuss a collaboration, or ask about this domain.
Leave a message →Motion made with ThreeUI Community. The illustration is a navigation motif, not a data visualization.