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Local-first • Minutes to a draft • 0 bytes transmitted

This one loop was worth $125,000.

def uncertainty_guided_cache_invalidation(query, E, cache):
    """ML-guided selective invalidation using uncertainty/drift"""
    drift = cosine_sim(E[query], cache.E).std()              # semantic drift (uncertainty)
    thresh = base_thresh * (1 + cache.staleness(query))      # adapt to recency/frequency
    if drift > thresh:
        keys = cache.semantic_neighbors(query, radius=drift) # target related entries only
        return cache.invalidate(keys, decay=drift)           # selective, proportional purge
    return cache.get(query)

Runs locally. Never leaves your device. Finds real inventions hiding in your code.

We've already uncovered millions in hidden inventions.

$2.3M
hidden patent value surfaced
147
inventions identified
92%
accuracy in pilots
Pilot methodology available on request.

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Questions we get a lot.

Is my code safe?
Yes. ObviouslyNot runs entirely locally. We never see your code.
What kind of code can be patentable?
Algorithms, data flows, systems and methods. With AI, more code is patentable than ever before.
When will I get access?
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