Scaling Laws, Revisited
INGESTED · 38 pp
Early access · opening Summer 2026
Your AI PhD.
aiphd reads the literature with you — grounded summaries, methods, and baselines, with every claim traced to the source. Spend your time thinking, not skimming.
Attention, Reexamined
METHODS · BASELINES
47 papers, indexed
READING LIST
The method
Read like a committee
Four moves, every paper. A repeatable research method — not a chat box that guesses.
01 Method · Read
Ingest anything
Drop an arXiv link, a PDF, or a whole folder. Every page is parsed, indexed, and ready.
02 Method · Interrogate
Ask in plain language
“What are the baselines?” “Summarize the method.” “Where does this contradict §3?”
03 Method · Ground
Trace every claim
Each answer links to the exact passage it came from. If it isn’t in the paper, aiphd says so.
04 Method · Synthesize
Across the whole list
Connect findings across your entire reading list. Your literature review, on tap.
Why aiphd
Built to be trusted, not just fast.
“” EVIDENCE 01 / 03
Grounded, not guessed
Every answer cites the passage it came from. No invented references, no confident fiction.
⚡ SPEED 02 / 03
Methods & baselines, fast
Pull the setup, datasets, and comparisons out of a 30-page PDF in seconds — not an afternoon.
∑ SCALE 03 / 03
Built for a reading list
Drop a folder of papers and ask questions across all of them at once.
Defend sooner.
Early access opens Summer 2026. Join the waitlist and we’ll bring you in with the first cohort of researchers.