DeepSWE
No official DeepSWE mini-swe-agent row for this identity on the public board we fetched.
InclusionAI Flash checkpoint. Open MIT weights. AA Intelligence Index 38. OpenRouter prints $0.021 / $0.063; AA prints $0.075 / $0.22. Those are two published tables. No official DeepSWE or vals card. Catalog max out is 32,768.
Not listed as a Continuum hosted id. MIT on the official repo. OpenRouter catalog created unix 1784818580 (23 Jul 2026). 262,144 in / 32,768 out; text→text. Hugging Face id inclusionAI/Ling-3.0-flash.
HF config.json (fetched 19 Aug 2026): BailingMoeV3ForCausalLM, model_type bailing_hybrid, 42 layers, hidden 2560, 512 experts, 8 experts/token, 262,144 positions.
Use Ling Flash when you want this official open checkpoint. AA Intelligence Index 38. We do not invent a DeepSWE percent. Cite both published dollar tables.
No official DeepSWE mini-swe-agent row for this identity on the public board we fetched.
We did not open a vals.ai card for this identity. Chip omitted.
vals 404 as of 19 Aug 2026. Chip omitted.
Ranked view: Best coding models: the independent leaderboard puts this row and every other card that carries an independent coding score on one board, with the confidence intervals left visible.
Copied from AA or vals HTML we opened. 0.0% placeholder bars are omitted. Do not average these into the hero tiles, and do not invent CI, $/task, or steps for Artificial Analysis.
| Bench | Printed | Note | Source | URL | As of |
|---|---|---|---|---|---|
| AA list pair | $0.075 / $0.22 per 1M | Printed AA In/Out. OpenRouter catalog is $0.021 / $0.063 plus $0.0042/M cache read. | Artificial Analysis Ling 3.0 Flash | source | 2026-08-19 |
| AA Index eval cost | $72.81 | Printed “it cost $72.81 to evaluate Ling 3.0 Flash on the Intelligence Index.” | Artificial Analysis Ling 3.0 Flash | source | 2026-08-19 |
| OpenRouter list pair | $0.021 / $0.063 per 1M | Catalog row. Not the AA pair. | OpenRouter catalog | source | 2026-08-19 |
Plus is $25/mo with $25 weekly hosted usage. The Mac app stays free with your own keys. Get Plus is not Download for Mac.
Community quants: Community quants are community.
This is the model repo, not Download for Mac. Downloads and likes from the Hugging Face API on 2026-08-19.
usedStorage and the sum of .safetensors sizes can differ (LFS pointers, non-shard files, duplicate copies). Cited separately. Source: recursive tree API, 2026-08-19.
| Path | Bytes |
|---|---|
model-00001-of-00024.safetensors | 10,715,426,912 |
model-00002-of-00024.safetensors | 10,522,791,950 |
model-00003-of-00024.safetensors | 10,522,792,184 |
model-00004-of-00024.safetensors | 10,711,541,790 |
model-00005-of-00024.safetensors | 10,522,791,950 |
model-00006-of-00024.safetensors | 10,522,793,948 |
model-00007-of-00024.safetensors | 10,522,794,860 |
model-00008-of-00024.safetensors | 10,711,544,514 |
model-00009-of-00024.safetensors | 10,522,794,626 |
model-00010-of-00024.safetensors | 10,522,794,626 |
model-00011-of-00024.safetensors | 10,522,794,860 |
model-00012-of-00024.safetensors | 10,711,544,514 |
Showing the first 12 of 24 safetensor shards. The tree also holds 15 non-shard files, none of them listed here. The snapshot was capped at 12 shards when the tree API was read on 2026-08-19, so the remaining 12 are on the Files tab, not on this page. Totals above are the full tree API sum, not this slice. Byte sizes are Hub tree API size fields, never invented.
Not listed as a Continuum hosted id. OpenRouter inclusionai/ling-3.0-flash.
We list first-party and OpenRouter, plus Continuum only when the live public allowlist named the id. This is not a 15-host routing table.
OpenRouter catalog 19 Aug 2026: $0.021 / $0.063 per million, cache read $0.0042 /M, 262,144 / 32,768, created 1784818580. No DeepSWE $/task.
Artificial Analysis Ling 3.0 Flash page (19 Aug 2026) prints $0.075 / $0.22 and “it cost $72.81 to evaluate Ling 3.0 Flash on the Intelligence Index.” Cite both tables.
Artificial Analysis Intelligence Index 38, fetched 19 Aug 2026. Same page prints $0.075 / $0.22 and $72.81 to run the Index. The AA tile is the published integer 38. AA did not print a DeepSWE-style CI or step count we will copy onto the chip. Do not collapse AA’s pair into OpenRouter’s $0.021 / $0.063.
| Claim | Source | As of |
|---|---|---|
| OR catalog $0.021 / $0.063, cache read $0.0042/M, 262,144 / 32,768, created 1784818580, hugging_face_id inclusionAI/Ling-3.0-flash | OpenRouter catalog | 2026-08-19 |
| HF safetensors.total 127,486,405,600; usedStorage 254,993,303,374; 24 shards; likes 351; downloads 15,521; created 2026-08-02T16:14:41Z; MIT | Hugging Face API inclusionAI/Ling-3.0-flash | 2026-08-19 |
| AA Index 38; printed $0.075 / $0.22; $72.81 to evaluate Index | Artificial Analysis Ling 3.0 Flash | 2026-08-19 |
| vals 404 | vals.ai Ling 3.0 Flash | 2026-08-19 |
| OpenRouter id inclusionai/ling-3.0-flash, context 262,144 | OpenRouter /api/v1/models | 2026-08-19 |
| HF downloads 15,521 | Hugging Face API inclusionAI/Ling-3.0-flash | 2026-08-19 |
| 24 safetensor shards; shard bytes 254,981,097,642; tree files 39 | Hugging Face tree API inclusionAI/Ling-3.0-flash | 2026-08-19 |
| Spaces API returned 11; official collection Ling 3.0 (4 items, 15 upvotes) | Hugging Face Spaces / collections API | 2026-08-19 |
No other card in this cluster shares a published DeepSWE official row we can put next to this one. We will not compare on vendor-blog numbers.
Continue through InclusionAI's model family with Ling 2.6 1T.
The official DeepSWE board updated 13 Aug 2026 did not list Ling 3.0 Flash. Omitting is the rule.
AA printed $0.075 / $0.22. OpenRouter printed $0.021 / $0.063 plus $0.0042/M cache. We cite both.
Lab posts pick a harness, an effort, a split, and sometimes a private eval set. DeepSWE publishes the official mini-swe-agent row with cost, tokens, and steps. Scale SWE-bench Pro only counts when the public shared-harness board has a row we can fetch. A higher lab number is usually a different test, not a better one.
No Continuum hosted id is verified for this model, so this page does not invent a curl target. Use the first-party API or the OpenRouter slug inclusionai/ling-3.0-flash.