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Ornith-1.0-397B

DeepReinforce AI · Open Weight · bench-align-v5

Self-hosted
Canonical idornith-1-0-397b
Overall scoreUnavailable
Context window256K tokens
Release date2026-06-01
Access typeOpen Weight
Blended $/1MUnavailable75% input / 25% output

Capability shape

Seven axes from the ranking source. A missing axis is drawn as a gap.

Capability evidence

Agentic73.4
Coding57.5
KnowledgeUnavailable
ReasoningUnavailable
Multimodal & GroundedUnavailable
Instruction FollowingUnavailable
MathUnavailable

Runtime service evidence

Measured values with the date they were observed. Nothing is inferred from a sibling model or a provider claim.

Time to first token: latency to the first answer chunk (Artificial Analysis, via BenchLM). Reasoning models include thinking time, so values can run to tens or hundreds of seconds.

Evidence key: ObservedUnavailable

Runtime measurements
MeasurementValueObservedLast goodEvidence
Time to first tokenUnavailableUnavailableUnavailable
ThroughputUnavailableUnavailableUnavailable

Regional or per-endpoint measurements appear only when the API supplies them; none are modelled here.

Endpoint and price matrix

Every published price component, including cache reads and writes.

Price components
ComponentUSDEvidence
Input / 1M tokensUnavailable
Output / 1M tokensUnavailable
Cache read / 1M tokensUnavailable
Cache write / 1M tokensUnavailable
Blended / 1M (75% input / 25% output)Unavailable
Self-hosted listingDeepReinforce publishes Ornith 1.0 checkpoints on Hugging Face under the MIT license. No first-party hosted API token price is published, so BenchLM represents local/self-hosted token pricing as free-per-token before infrastructure costs.No hosted token rate was published for this model, so its per-token price is unavailable rather than zero.

Workload-aware monthly cost example

10 conversations per day × 8 messages × 22 active days, 1200 input and 400 output tokens per message, no cache. This uses the same calculator as the cost simulator, so an unavailable applicable rate makes the example unavailable too.

Modelled monthly costUnavailableThe applicable input rate is unavailable.
Modelled tokensUnavailable
Open the simulatorChange this workload

Benchmark record

7 matched benchmark rows with their published value, unit, and provenance.

Coding

Coding benchmarks
BenchmarkValueTasksDifficultyProvenance
Terminal-Bench 2.0
Terminal-Bench 2.0
77.5Terminal-based software tasksProfessional software engineeringTerminal-Bench 2.0
SWE-bench Verified
Software Engineering Benchmark Verified
82.4500 verified issuesProfessional software engineeringSWE-bench: Can Language Models Resolve Real-World GitHub Issues?
SWE-bench Pro
SWE-bench Pro
62.21,865 repository problemsLong-horizon professional engineeringSWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?
SWE Multilingual
SWE Multilingual
78.9Multilingual software-engineering tasksProfessional software engineeringMiniMax M2.7: Early Echoes of Self-Evolution
NL2Repo
NL2Repo
48.2Natural language to repository tasksSystem-level software comprehensionMiniMax M2.7: Early Echoes of Self-Evolution

Agentic

Agentic benchmarks
BenchmarkValueTasksDifficultyProvenance
Terminal-Bench 2.0
Terminal-Bench 2.0
77.5Terminal-based software tasksProfessional software engineeringTerminal-Bench 2.0
Claw-Eval
Claw-Eval
77.1300 tasks, 2,159 rubricsReal-world general, multi-turn, and native multimodal agent executionClaw-Eval: Towards Trustworthy Evaluation of Autonomous Agents

Lifecycle and limitations log

Lifecycle events the source associates with this model, plus what this profile does not claim.

No lifecycle event references this model.

That is not evidence the model has no lifecycle plan — only that this source published none.

What this profile does not claimValues are reproduced exactly as their sources published them, in the units those sources declared; none are converted, interpolated, or averaged across providers. Any field marked unavailable was attempted and not returned — the attempt timestamp is in each badge. Last attempted fetch for this model’s score: 2026-09-17 17:17 UTC.