Outward, in milliseconds
Resource-cheap scoring runs at event-stream speed, so the firewall never becomes the bottleneck.
Foreshock turns language into geometry, then reads that geometry the way an audio equalizer reads sound: dozens of dimensions, each with its own level, all moving at once. No reasoning, no string matching, no guessing.
We measure and visualize the emotional spectrum the way an equalizer measures and visualizes sound. Each dimension is graduated by intensity, so tone is preserved instead of flattened into a single label.
Signed intent indexes determine the outlook and the magnitude of motivational content. Foreshock tells a call for calm from a call to action, and measures how strongly a message pushes a reader toward doing something. Outlook runs optimistic, neutral, pessimistic; motivation runs from damping to mobilizing.
See the math →center line = neutral · sign = direction · length = magnitude
Foreshock ships with over 20 community-editable shunt-trip semantic beacons that identify abusive content by similarity, distance and dot product. They are not regexes and not keyword lists. They match concepts, so changing a few words gets a bad actor nowhere, and any member can inspect what the system watches for.
How shunts work →High-nuance, intrinsic. Tuned, not constantly edited.
Editable every second. Built for shifting tactics.
Advanced Trust & Safety shunts can be projected onto specimen vectors for Latent Content Erasure, scoring the remaining vectors independently of the problematic match. Whatever signal rises above geometric noise after erasure is the specimen's residual numerical value to whatever considers it next. That re-score distribution heavily informs the confidence that a specimen was created with at least benign intent.
The projection, explained →residual near noise floor → reject with confidence
Classification is cheap and fast enough to keep an organization safe from external threats in real time. The same engine, pointed inward at random samplings of internal communication, surfaces underlying tension, fear or anger well before it erupts into a visible volcano.
Resource-cheap scoring runs at event-stream speed, so the firewall never becomes the bottleneck.
Sample chatter continuously and watch morale move. Read the case studies by org size.
Tension registers as a tremor on the spectrum long before it reaches the surface as a crisis.
RSS and ATOM, Slack, Discord, Bluesky, Mastodon, and a one-shot API.
One chat channel, one RSS feed, 500 monthly classifications. Aldous open-source supported. No card required.