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Ornith 1.0 9B

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

Source-linked ornith Open weights Released 2026-06-25
API data Report
Input modalitiesT
Output modalitiesT
Input priceNot listed
Output priceNot listed
Context window262.144K
Max outputNot documented
Overview

Capabilities and specifications

? Reasoning Unknown
? Tool calling Unknown
? Structured output Unknown
Attachments Yes
Vision input Yes
Open weights Yes
Model family
ornith
Knowledge cutoff
Not documented
License
MIT
Release date
2026-06-25
Model ID
deepreinforce/ornith-1.0-9b
Inference availability

Provider pricing and availability

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Serving quality

Performance and reliability

Observed serving measurements stay separate from model specifications and are never estimated from price or model size.

Throughput Not reported

Generation speed; higher is faster.

Latency / TTFT Not reported

Time until the first output token arrives.

Uptime Not reported

Successful requests over a measured period.

Performance varies by inference provider, region, and load. Provider-level measurements appear only when a source reports them.

Published evaluations

Benchmarks

Raw results remain attached to their original source and version.

Benchmark registry
Claw-eval - Unversioned - percentTop 3 reported models
Ornith 1.0 397B
77.1
Ornith 1.0 35B
69.8
Ornith 1.0 9B
63.1
NL2Repo - Unversioned - percentTop 3 reported models
Ornith 1.0 397B
48.2
Ornith 1.0 35B
34.6
Ornith 1.0 9B
27.2
SWE-Bench Multilingual - Unversioned - percent resolvedTop 3 reported models
Ornith 1.0 397B
78.9
Ornith 1.0 35B
69.3
Ornith 1.0 9B
52.0
SWE-Bench Pro - Unversioned - percent resolvedTop 3 reported models
Ornith 1.0 397B
62.2
Ornith 1.0 35B
50.4
Ornith 1.0 9B
42.9
SWE-Bench Verified - Unversioned - percent resolvedTop 3 reported models
Ornith 1.0 397B
82.4
Ornith 1.0 35B
75.6
Ornith 1.0 9B
69.4
Terminal-Bench 2.1 - Unversioned - percentTop 3 reported models
Ornith 1.0 397B
78.2
Ornith 1.0 35B
62.8
Ornith 1.0 9B
40.6
Catalog activity

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Public API

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API documentation
Endpoint
GET https://www.modelbench.lol/api/v1/models/deepreinforce/ornith-1.0-9b
curl
curl "https://www.modelbench.lol/api/v1/models/deepreinforce/ornith-1.0-9b"