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devtoai

What does your AI assistant remember from yesterday?

LLM assistants retain limited short-term memory, affecting task continuity.

Steady

23

signal score

as of 2d ago

Too early

trajectory — needs a few more snapshots

Why this scored 23

every term, weighted
Velocity+1.8 / 40 max

Engagement gained per hour since the last capture, against the fastest item on its own source

Acceleration+12.5 / 25 max

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25 max

How many independent communities are talking about the same entity

Recency+8.9 / 10 max

Decays to zero over 14 days

Saturation penalty0.7 / 30 max

Subtracted once something is big and old — we rank what's next, not what's peaked

Composite22.5

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On a topic's first sighting there's no previous reading to compare against, so acceleration starts from a neutral prior rather than a measurement, and velocity falls back to engagement over its whole lifetime until a second reading exists. Full methodology

Signal history

7-day window (free)
Not enough history yet — the trend line fills in as snapshots accrue (every 30 min).
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Drop this in a README or blog post — it updates automatically as the score moves.