DeepReinforce

Ornith 1.0 31B

Tool callingReasoningImage input

Open coding-reasoning model for repository tasks and self-improving agents

Context
262K
Released
3mo ago
Parameters
31B

Sources:models.dev

Benchmarks

DeepSWE is the primary coding benchmark where an exact model evaluation exists. Other sourced evaluations appear below; missing scores are not zero.

Not evaluated in DeepSWE 1.1 as of 2026-09-22. Results are only shown for exact model versions in the official dataset. Official leaderboard.

No benchmark results have been matched to this model yet.

Specifications

Developer
DeepReinforce
Model family
—
Type
Language model
Predecessor
—
Successor
—
Released
June 25, 2026
Model ID
deepreinforce/ornith-1.0-31b
Openness
Open weights
License
MIT
Parameters
31B
Input modalities
text, image
Output modalities
text
Modality
text+image->text
Hugging Face
—
Source freshness
Metadata synced Oct 8, 2026, 10:17 PM UTC
Additional source evidence
Source model
deepreinforce/ornith-1.0-31b
Source family
ornith
Last updated
2026-06-25
Model context
262K
Open weights
Yes
File attachments
Yes
Reasoning
Yes
Tool calling
Yes
Temperature control
Yes

Official references

Complete source record (JSON)
{
  "id": "deepreinforce/ornith-1.0-31b",
  "name": "Ornith 1.0 31B",
  "description": "Open coding-reasoning model for repository tasks and self-improving agents",
  "family": "ornith",
  "last_updated": "2026-06-25",
  "attachment": true,
  "reasoning": true,
  "tool_call": true,
  "temperature": true,
  "modalities": {
    "input": [
      "text",
      "image"
    ],
    "output": [
      "text"
    ]
  },
  "limit": {
    "context": 262144
  },
  "release_date": "2026-06-25",
  "open_weights": true,
  "license": "MIT",
  "links": [
    {
      "url": "https://deep-reinforce.com/ornith_1_0.html",
      "label": "Announcement",
      "type": "announcement"
    }
  ]
}

Infrastructure

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