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LIQUID AI / LiquidAI/d1-Omni-2B

d1-Omni-2B

A 2.17B-parameter decision model adding audio and spoken questions to visual and textual inputs. It returns structured answers with probabilities, not free-form text or speech.

01 / SUMMARY

The essential

ORIENTATIONStructured decisions

Primary use stated or inferred cautiously from official documentation.

CONTEXT128K tokens

Maximum input capacity when published by the source.

EXITNot published

Documented maximum generation limit.

ACCESSHugging Face · downloadable checkpoint

Verified availability channels.

MODEL TYPEText classification · Multimodal

Primary functional family and verified specialties.

LICENSELFM Open License v1.0

Declared terms for API access, model weights, or self-hosting.

02 / TECHNICAL SHEET

Limits and integration

API IDLiquidAI/d1-Omni-2B
Model typeText classification · Multimodal
Access modelOpen weights
LicenseLFM Open License v1.0
DeploymentSelf-hosted
Release27 OCT 2026
Knowledge cutoffNot published
EntranceText · Image · Video · Audio
ExitStructured decisions
Context window128K tokens
maximum outputNot published
ReasoningNot published
Published tools
Structured OutingsNot published
Batch processingNot published
Prompt cacheNot published
Fine-tuningNot published
Verified platformsHugging Face · Transformers
BEST SUITED FOR

Local specialization with your own data, validating accuracy, latency, memory and usage permissions before deployment.

WORTH MONITORING

Do not confuse this variant with LFM3-Omni. Quality depends on the question and calibration; written and spoken question evaluations must remain separate.

03 / CAPABILITIES

What it can do

01

Orientation

Local specialization with your own data, validating accuracy, latency, memory and usage permissions before deployment.

02

Context

128K tokens · Not published

03

Tools and integration

Not published

04

Access

Hugging Face · downloadable checkpoint

Input modalities
TextImageVideoAudio
04 / PRICES

Documented cost

ConceptWorthUnit/condition
Standard inputNo published official API rateStandard API rate
Cached inputNot publishedReading reused prefixes
Cache write or storageNot publishedThe condition varies by provider
Standard outputSelf-hosted infrastructure costMay include reasoning tokens
Batch inputNot publishedAsynchronous processing
Batch outputNot publishedAsynchronous processing

This profile covers downloadable weights. No API rate has been verified for this checkpoint. The LFM license has its own commercial terms; it is not MIT or Apache 2.0. Budget for memory, computing and operations too.

i Prices change and may depend on level, region or context length. Check the source before making a decision.

05 / EVALUATIONS

How to read the results

“

Published results belong to the stated checkpoint and protocol. They are not transferred between base, assistant, vision, audio and decision models. Our own evaluation remains pending.

BenchmarkResultMetricSource
Decision Index public v0.349,0 / 100ScoreView source ↗
DecisionBench Hanno Labs v176,4 / 100ScoreView source ↗

Inferama only highlights a “best result” when the metric, test set, configuration, and date allow for an equivalent comparison. The supplier's figures are presented as claims from its own source.

06 / VERSIONS

Chronology

d1-Omni-2B

Version added to Inferama's verified catalog.

07 / SOURCES

Traceability