Surface signal
What they typed, clicked, skipped, and returned to.
Human intelligence, machine scaleHLI / 001
h.u.l.i.
/ huː.li /A model for what people mean,
not merely what they say.
H.U.L.I. reads hesitation, timing, subtext and hidden needs — then turns weak signals into a genuinely human next move.
hesitation timing unspoken need
LIVE INFERENCE0.964
Scroll to read between the linesTelescoper Research / 2026
31.7B SPARSE PARAMETERS✳96K CONTEXT✳11.2M INTENT TRACES✳HUMAN REVIEWED✳31.7B SPARSE PARAMETERS✳96K CONTEXT✳11.2M INTENT TRACES✳HUMAN REVIEWED✳
01PRINCIPLE
NOT SENTIMENT ANALYSIS. NOT A PERSONA.
Most models answer the sentence. H.U.L.I. answers the person.
Built inside Telescoper to find the human reason behind every commercial signal.
HumanUnderstanding—LedInteraction
02INTENT LAB
A PRECOMPUTED MODEL TRACE
One inference,
opened up.
EVALUATION SAMPLE
“Looks interesting. Maybe circle back next quarter?”
01Looks02interesting03.04Maybe05circle06back07next08quarter09?
01Token embeddingcomplete
02Blocks 01—24complete
03QLoRA adaptersrouted
04Expert routingtop-k / 2
05Calibrationlocked
RESIDUAL STREAM / LAYER ACTIVATIONΔ HIDDEN STATE
lexical
temporal
pragmatic
context
adapter Δ
router
EXP_04 / discourseEXP_11 / objectionEXP_19 / timing
TRACE TELEMETRY
Active parameters4.2B
Routing entropy0.417
Adapter energy+18.6%
Context retention94.2%
Human agreement91.8%
Trace latency86ms
CALIBRATED LATENT HYPOTHESES
01 / proof deficit0.81
02 / temporal deferral0.64
03 / budget resistance0.22
04 / low relevance0.09
READ / 01
Timing is the polite surface. The missing variable is proof.
Representative trace from the H.U.L.I. evaluation set. No live inference.
03MODEL CARD*
THE NUMBERS, SINCE YOU ASKED
Small enough to move fast.
Deep enough to notice.
0131.7Bsparse parameters
Enough context to notice the part they edited out.
024.2Bactive / token
Small footprint. Unreasonably observant.
0396Knative context
Carries the whole conversation, not just the last reply.
0411.2Mintent traces
Human-reviewed moments between signal and decision.
0586msfirst intuition
Before the follow-up template has time to load.
4-bit QLoRA adaptation across 2.8M counterfactual pairs. Distilled from a frontier teacher ensemble, then corrected by people who actually talk to people.
* Benchmarks audited by the bird.
± one dramatic pause.
04INFERENCE
THE PATH IS THE PRODUCT
Four layers from
signal to sense.
Latent tension
The distance between the polite answer and the actual concern.
Human intent
The job they need done — including the one they did not name.
Next human move
A useful action, timed like a person and phrased like one too.
“Just browsing.”
H.U.L.I. HEARD
I have a problem. I don’t yet trust that you understand it.
HUMAN UNDERSTANDING-LED INTERACTION
Read
between
the lines.
Bring us a signal
It already noticed you.