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ModelActiveOpen weights
data quality59

Updated 4 h ago · first seen 12 Sept 2026

model_01M2AS5MASF5KXEJBK5TQ3KES8

Overview

Identity

Canonical model
Yesidentity confidence: highOne row per real model release. Artifacts (checkpoints, quantisations, conversions) and folded evaluation variants point here.
Official checkpoints
official_checkpoints = hf_repo identifiers carried by the model itself; artifacts are separate entities pointing here through canonical_id.
Artifacts
None recordedSeparate entities (checkpoint · quantization · conversion · packaging) pointing to this model through canonical_id.
Provider deployments
None recorded
API aliases
NoneIdentifiers under which providers and evaluators refer to this model.
Folded evaluation variants
0Effort / thinking variants (…-high, …-non-reasoning) are result configurations of this model, not separate models. Their old URLs redirect here.

Openness

Open weightsweights downloadable under Apache-2.0; commercial use allowed; redistribution allowed; derivatives allowed; 4 dimensions unknown.

Weights downloadable under a permissive or Creative Commons licence allowing commercial use; code or data may be missing.

  • Weights

    Yes

  • Inference code

  • Training code

  • Training data

  • Dataset

  • Commercial use

    Yes

  • Redistribution

    Yes

  • Derivatives

    Yes

Licence: Apache License 2.0 (permissive · SPDX Apache-2.0)

dimensions marked null are unknown, not false

Key facts

Release date

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

Architecture

Architecture

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

Model type

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

Parameters

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

Weights dtype

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

File size

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

Library name

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

Pipeline tag

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

Hugging Face repo

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 4 d agomedium

Capabilities

Modalities

Modalities
text
Input
text
Output
text

Capabilities

  • Tool calling

    Unavailable

  • Structured output

    Unavailable

  • Reasoning

    Unavailable

  • Vision

    Unavailable

  • Audio

    Unavailable

  • Fine-tuning available

    Unavailable

No capability flags have been observed from a source yet — we do not infer them.

No structured attributes yet.

Hardware fit37

Estimated

15 of 37 device × quantization combinations fit.

Run locally: your machine →
Estimated hardware fit
HardwareQuantizationDevice memoryEst. memoryFits
Apple M3 Ultra4bit114.2 GB est.Yes
Mac Studio (Apple M5 Ultra)4bit114.2 GB est.Yes
Apple M2 Ultra4bit114.2 GB est.Yes
Apple M1 Ultra4bit114.2 GB est.Yes
Apple M3 Max4bit114.2 GB est.Yes
Apple M4 Max4bit114.2 GB est.Yes
Mac Studio (Apple M5 Max)4bit114.2 GB est.Yes
MacBook Pro (Apple M5 Max)4bit114.2 GB est.Yes
NVIDIA DGX Spark4bit128 GB114.2 GB est.Yes
NVIDIA H2004bit141 GB114.2 GB est.Yes
NVIDIA H200 NVL4bit141 GB114.2 GB est.Yes
NVIDIA B2004bit180 GB114.2 GB est.Yes
AMD Instinct MI300X4bit192 GB114.2 GB est.Yes
AMD Instinct MI325X4bit256 GB114.2 GB est.Yes
NVIDIA DGX B2004bit1,440 GB114.2 GB est.Yes
Apple M2 Max4bit114.2 GB est.No
Apple M1 Max4bit114.2 GB est.No
Apple M4 Pro4bit114.2 GB est.No
Mac mini (Apple M5 Pro)4bit114.2 GB est.No
MacBook Pro (Apple M5 Pro)4bit114.2 GB est.No
Apple M3 Pro4bit114.2 GB est.No
Apple M1 Pro4bit114.2 GB est.No
Apple M2 Pro4bit114.2 GB est.No
Apple M44bit114.2 GB est.No
iMac (Apple M4)4bit114.2 GB est.No
Mac mini (Apple M6)4bit114.2 GB est.No
MacBook Air (Apple M5)4bit114.2 GB est.No
MacBook Pro (Apple M5)4bit114.2 GB est.No
Apple M24bit114.2 GB est.No
Apple M34bit114.2 GB est.No
Apple M14bit114.2 GB est.No
NVIDIA GeForce RTX 30904bit24 GB114.2 GB est.No
NVIDIA GeForce RTX 40904bit24 GB114.2 GB est.No
NVIDIA GeForce RTX 50904bit32 GB114.2 GB est.No
NVIDIA A100 80GB4bit80 GB114.2 GB est.No
NVIDIA H100 SXM4bit80 GB114.2 GB est.No
NVIDIA H100 NVL4bit94 GB114.2 GB est.No
Assumptions (7)
  • Estimated, not measured: weights = parameters × bytes/param × 1.15 runtime overhead (or the observed artifact file size when one is recorded).
  • bytes/param: 4bit = 0.5, 8bit = 1.0, fp16 = 2.0 (uniform quantization, no per-layer exceptions).
  • KV cache: 2 × layers × kv_heads × head_dim × 2 bytes × context × batch when the architecture is known; otherwise 0.5 GB per 8 192 tokens (× batch), independent of architecture (GQA/MLA models need less).
  • A model 'fits' when the estimate is at most the device memory minus 2 GB reserved for the OS and framework.
  • Mixture-of-experts models are estimated on total parameters (all experts must be resident); active parameters are ignored.
  • Device memory uses the largest configuration when several are listed (e.g. Apple silicon tiers).
  • Multi-GPU: device memories are summed; interconnect bandwidth, tensor-parallel replication and pipeline bubbles are not modelled.

Versions & Artifacts0

Version history

Licensefirst observation only

12 Sept 2026current

Opennessfirst observation only

12 Sept 2026current

Parametersfirst observation only

12 Sept 2026current

Each hop is a claim: click a value for its source, tier and observation time. Nothing is overwritten — a new observation closes the previous claim.

Artifacts 0

No artifact (checkpoint, quantisation, conversion or packaging) points to this model yet.

Papers2

Change history35

Temporal, append-only claims: a new observation closes the previous claim instead of overwriting it. Rewind the record with the as-of picker.

Viewing AI Atlas as of 15 Sept 2026 — attributes exactly as the atlas knew them on that day; later corrections are not shown.

Back to today →

Attributes as of 15 Sept 2026 27 claims in force

Release date
2 Mar 2026
Openness
open-weights
License
Apache-2.0
Architecture
Step3p5ForCausalLM
Parameters
197.8B
Modalities
text
Input modalities
text
Output modalities
text
File size
395.5 GB
Hugging Face repo
stepfun-ai/Step-3.5-Flash-Base
Pipeline tag
text-generation
Downloads
330
Likes
87
Access
open
Commercial use allowed
Yes
Derivatives allowed
Yes
Last modified
2026-03-09T03:56:37+00:00
Library name
transformers
License key
Apache-2.0
License raw
apache-2.0
Downloads all time
1,985
Model type
step3p5
Redistribution allowed
Yes
Tags
custom_code, safetensors, step3p5, text-generation, transformers
Weights available
Yes
Weights dtype
BF16, F32
35 claims · 27 properties

Release daterelease_date1

Claim history for Release date
ValueValid from → toStatusSourceConfidenceExtractor
2 Mar 2026currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Opennessopenness1

Claim history for Openness
ValueValid from → toStatusSourceConfidenceExtractor
open-weightscurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Licenselicense1

Claim history for License
ValueValid from → toStatusSourceConfidenceExtractor
Apache-2.0currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Architecturearchitecture1

Claim history for Architecture
ValueValid from → toStatusSourceConfidenceExtractor
Step3p5ForCausalLMcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Parametersparameter_count1

Claim history for Parameters
ValueValid from → toStatusSourceConfidenceExtractor
197.8BcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Modalitiesmodalities1

Claim history for Modalities
ValueValid from → toStatusSourceConfidenceExtractor
textcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Input modalitiesmodalities_input1

Claim history for Input modalities
ValueValid from → toStatusSourceConfidenceExtractor
textcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Output modalitiesmodalities_output1

Claim history for Output modalities
ValueValid from → toStatusSourceConfidenceExtractor
textcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

File sizefile_size_gb1

Claim history for File size
ValueValid from → toStatusSourceConfidenceExtractor
395.5 GBcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Hugging Face repohf_repo1

Claim history for Hugging Face repo
ValueValid from → toStatusSourceConfidenceExtractor
stepfun-ai/Step-3.5-Flash-BasecurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Pipeline tagpipeline_tag1

Claim history for Pipeline tag
ValueValid from → toStatusSourceConfidenceExtractor
text-generationcurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Model cardmodel_card_url1

Claim history for Model card
ValueValid from → toStatusSourceConfidenceExtractor
https://huggingface.co/stepfun-ai/Step-3.5-Flash-BasecurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Downloadsmetric.downloads5

Claim history for Downloads
ValueValid from → toStatusSourceConfidenceExtractor
322currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
330supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
324supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
327supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
317supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Likesmetric.likes1

Claim history for Likes
ValueValid from → toStatusSourceConfidenceExtractor
87currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Accessaccess1

Claim history for Access
ValueValid from → toStatusSourceConfidenceExtractor
opencurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Commercial use allowedcommercial_use_allowed1

Claim history for Commercial use allowed
ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentAI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2highderived

Derivatives allowedderivatives_allowed1

Claim history for Derivatives allowed
ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentAI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2highderived

Last modifiedlast_modified1

Claim history for Last modified
ValueValid from → toStatusSourceConfidenceExtractor
2026-03-09T03:56:37+00:00currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Library namelibrary_name1

Claim history for Library name
ValueValid from → toStatusSourceConfidenceExtractor
transformerscurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

License keylicense_key1

Claim history for License key
ValueValid from → toStatusSourceConfidenceExtractor
Apache-2.0currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

License rawlicense_raw1

Claim history for License raw
ValueValid from → toStatusSourceConfidenceExtractor
apache-2.0currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Downloads all timemetric.downloads_all_time5

Claim history for Downloads all time
ValueValid from → toStatusSourceConfidenceExtractor
2,000currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
1,985supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
1,972supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
1,961supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
1,948supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Model typemodel_type1

Claim history for Model type
ValueValid from → toStatusSourceConfidenceExtractor
step3p5currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Redistribution allowedredistribution_allowed1

Claim history for Redistribution allowed
ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentAI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2highderived

Tagstags1

Claim history for Tags
ValueValid from → toStatusSourceConfidenceExtractor
custom_code, safetensors, step3p5, text-generation, transformerscurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Weights availableweights_available1

Claim history for Weights available
ValueValid from → toStatusSourceConfidenceExtractor
YescurrentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Weights dtypeweights_dtype1

Claim history for Weights dtype
ValueValid from → toStatusSourceConfidenceExtractor
BF16, F32currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Claims are temporal and append-only: a new observation closes the previous claim (valid_to) instead of overwriting it. Conflicting claims from different sources are kept side by side and flagged — never averaged. Methodology →

Provenance

Attributed facts

28

Source tiers

T228

Freshest observation

4 h ago

Conflicts

None

Source documents 2

Source documents
SourceDocumentTypeTierLast observedSnapshots
Hugging Face Hub (public pages, model cards, papers)huggingface.co/stepfun-ai/Step-3.5-Flash-Base model_pageT2· Quality secondary9 min ago25
Hugging Face Hub (public pages, model cards, papers)huggingface.co/models?author=stepfun-ai&p=0&sort=downloads listingT2· Quality secondary47 min ago26

Tier 1 = official/primary, 2 = quality secondary, 3 = community, 4 = unverified. Every snapshot is archived; see all sources and the methodology.

Data quality (59/100) measures how well AI Atlas knows this entity — completeness, primary-source ratio, freshness, conflicts — never how good the model is. Methodology →