Operating System · Free

SENTIENCE-LOOP — Predictive-Processing Cognitive Loop

Make your agent measure its own accuracy instead of asserting it. SENTIENCE-LOOP perceives signals from sensors you plug in, makes falsifiable predictions with a confidence and a test-after time, scores them against ground truth when they mature (never self-judged), learns from the surprises, and auto-calibrates — reporting a per-domain Brier score and pulling confidence toward observed accuracy. Bring your own sensors + scorer; a deterministic demo runs it all $0. Free, open-source.

1. See it

SENTIENCE-LOOP — Predictive-Processing Cognitive Loop · console
Perceive → predict → …active
Falsifiableactive
Self-calibrationactive
Bring-your-own sensor…active
Perceive → predict → score
Included

2. How it works

1
Install the system
2
Configure to your stack
3
Run the loop
4
It improves each cycle

3. Why it wins

This product
Duct-taped manual workflows
Runs
Unattended — it loops on its own
Only when you babysit it
Improvement
Compounds every cycle
Starts from zero each time
Cost
One-time, yours forever
Stacked monthly SaaS
Ownership
Full source, edit anything
Locked black box

4. Use it to…

Perceive → predict → score

Perceive → predict → score → surprise → reflect → record

Falsifiable, timestamped

Falsifiable, timestamped predictions graded against real outcomes

Self-calibration

Self-calibration: per-domain Brier + hit-rate, confidence auto-tunes

5. The shift it creates

Without it
  • Duct-taped manual workflows
  • Nothing that compounds over time
  • Rebuilding it from zero each time
With it
  • Perceive → predict → score → surprise → reflect → record
  • Falsifiable, timestamped predictions graded against real outcomes
  • Self-calibration: per-domain Brier + hit-rate, confidence auto-tunes

6. What's inside

Perceive → predict → score → surprise → reflect → record
Falsifiable, timestamped predictions graded against real outcomes
Self-calibration: per-domain Brier + hit-rate, confidence auto-tunes
Bring-your-own sensors + scorer; deterministic $0 demo
Free · zero-dep Node · MIT source

7. The details

Format
Runnable scripts + docs
Delivery
Instant — no email
License
Yours forever · use on every project
Works with
Claude · ChatGPT · Gemini
In practice · A real-life moment

Perceive → predict → score → surprise → reflect → record SENTIENCE-LOOP — Predictive-Processing Cognitive Loop turns that from a chore into a few minutes — and you keep it for every project after.

Questions, answered

Free · no emailYours to ownUse on every projectBuilt to ship results

Ready to put SENTIENCE-LOOP — Predictive-Processing Cognitive Loop to work?

Free download · no account needed · yours forever

SENTIENCE-LOOP — Predictive-Processing Cognitive Loop