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TECH
CorroboratedⓘEvidence tiers: Early signal = 1 uncorroborated request — treat as radar, not a validated opportunity · Corroborated = 2-3 requests · Validated = 4+ requests from 2+ different people. Every count appears exactly once, in the fact bar below — each traces to a real source post.
Tiny AI for edge cases
In their words
"I don't see any on huggingface to try out. It might be too new at the moment, but it would be cool to see the difference between a tiny model with n-gram and without n-gram." — a builder, verbatim · sign in free to trace the source ↗
What they tried & dropped
Extracted word-for-word from the evidence posts below — every item is quoted verbatim from a real builder.
Hard requirements
Non-negotiables stated by builders in their own words. Miss one and they will not switch.
experimental small models (9B or less)using engram/n-grams
Competitor pricing
Named rivals & real prices 🔒
Rivals charge $44.95-$1299/mo · names — log in ↗
How we checked
Where we searched
2 sources · GitHub (open-source check) · SaaS marketplaces
Verification funnel
25 raw matches scanned, then AI-de-duped · see the breakdown below
Last scan
today · auto-refreshed every 10 days
Sign in to see the full opportunity
Every source post · named rivals with real prices · what builders tried & dropped · quantified pain — all traceable to the original posts
Sign up free →Signal history
2 posts on record since Sep 2026 — not enough to plot a trend. We plot history once a gap has 3+ posts spanning 3+ weeks.
Evidence pool
Top 1 of 2 builder posts asking on record — each insight links back to a real one.
1 reddit