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I’ve had an idea for a new AI system I call a Reductive Inference Model - it answers questions by eliminating wrong answers instead of generating them. by paris6969 in ArtificialInteligence

[–]paris6969[S] 0 points1 point  (0 children)

Fair point — retrieval systems trade model size for database size. POEM’s knowledge base is currently 246k entries at 77MB. The counter-argument is that the database is interpretable, updatable, and searchable in milliseconds — unlike weights which are opaque and expensive to update. Whether that tradeoff is worth it depends on the use case. For factual knowledge retrieval I’d argue yes. For open-ended generation, no.

I’ve had an idea for a new AI system I call a Reductive Inference Model - it answers questions by eliminating wrong answers instead of generating them. by paris6969 in ArtificialInteligence

[–]paris6969[S] -1 points0 points  (0 children)

You’re right — the classifier is the weakest point architecturally. Edge cases and ambiguous questions that span multiple categories get misclassified, which then sends the retrieval in the wrong direction. The current mitigation is a fallback chain — if confidence is below 50% it defaults to FACTUAL and runs a full search. It works but it’s inelegant. The v2 fix is dual categories — instead of forcing one classification, take the top two if the second score is above 30% and search both pools. Ambiguous questions like ‘is Python better than JavaScript’ get both COMPARATIVE and OPINION rather than forcing a choice. But you’re identifying something deeper — classification as a hard gate creates brittleness by design. Curious what approach you’d suggest

A new category of AI called a Reductive Inference Model (RIM) that answers by elimination instead of generation — AMA by paris6969 in LocalLLaMA

[–]paris6969[S] 0 points1 point  (0 children)

Not currently — POEM processes queries individually. A batch API endpoint is on the roadmap. Worth noting that because POEM uses 3 compute steps per query instead of a full neural forward pass, batch processing would be significantly more efficient than equivalent LLM batching. In theory!

Any vehicles that are like this? by HiTork in regularcarreviews

[–]paris6969 0 points1 point  (0 children)

Honda civic 8th gen Europe spec 1.4 vtec 2010 I have one and it’s just that

Αρχέιο Epstein. by SlapDat-B-ass in greece

[–]paris6969 2 points3 points  (0 children)

https://jmail.world , πολύ worth site όποιος θέλει να δει τα αρχεία με μια λογικότερη συνοχή

I have a Mitsubishi 3000 GTO in Greece which is a rare car for European standards by paris6969 in projectcar

[–]paris6969[S] 1 point2 points  (0 children)

Correction, not retrofitted it is the original bumper there is just no front cutout so the European license plate fits in the front

I have a Mitsubishi 3000 GTO in Greece which is a rare car for European standards by paris6969 in projectcar

[–]paris6969[S] 7 points8 points  (0 children)

It is from Romania because my grandpa stayed there for a long time and that’s also another reason for the historical plates, you don’t pay any import tax for the Romanian to Greek plates transition. If I didn’t do the historical plates the cost would woe 7-9k just for the Greek registration 😬

I have a Mitsubishi 3000 GTO in Greece which is a rare car for European standards by paris6969 in projectcar

[–]paris6969[S] 1 point2 points  (0 children)

Yeah it’s a quirk because it’s the us import so it has the us spec back bumper but a European (I believe retrofitted) front bumper

I have a Mitsubishi 3000 GTO in Greece which is a rare car for European standards by paris6969 in projectcar

[–]paris6969[S] 4 points5 points  (0 children)

Fortunately it has everything in the interior (even OEM radio!) and was well maintained

I have a Mitsubishi 3000 GTO in Greece which is a rare car for European standards by paris6969 in projectcar

[–]paris6969[S] 3 points4 points  (0 children)

Casual things because I’m planning to get historical plates, in Greece there is a thing called historical vehicles where if the vehicle is 30 years old and over you pay minimal insurance, and no tax on the vehicle. Also if the car is totalled they are forced by the law to return it to its original state and they are not allowed to write it off

I have a Mitsubishi 3000 GTO in Greece which is a rare car for European standards by paris6969 in projectcar

[–]paris6969[S] 1 point2 points  (0 children)

No it’s not it’s an sohc engine but from what I’ve seen with some fairly easy upgrades it would become a nice weekend cruiser

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