Deepreinforce
Ornith 1.0 397B
Large coding-reasoning model for agentic software tasks and RL search
- Context
- 262.1K
- Max output
- —
- Input / 1M
- —
- Output / 1M
- —
- Output speed
- —
Accepts
- Text input
- Image input
Produces
- Text output
AI model comparison
Compare recorded price, context, output limits, speed, latency, capabilities, and input/output support. Every missing value stays visible, and unsourced benchmarks are excluded.
This Ornith 1.0 397B vs Kimi K3 comparison is designed for teams choosing between two production model records, not for declaring a universal winner. Ornith 1.0 397B by Deepreinforce currently records 262.1K context. Kimi K3 by Moonshot AI records 1.0M context, 131.1K maximum output, $3.00 input per 1M tokens, $15.00 output per 1M tokens. The tables below separate documented capabilities, commercial limits, directory measurements, and source-linked benchmark evidence so you can see where the data is complete and where independent testing is still required.
Deepreinforce
Large coding-reasoning model for agentic software tasks and RL search
Accepts
Produces
Moonshot AI
Moonshot's frontier model — 2.8 trillion parameters, a million-token window, and thinking effort you can dial up when the task deserves it.
Accepts
Produces
At a glance
This is a directional summary of the values recorded in this directory—not a universal quality verdict. Test the finalists on your own prompts before committing.
Where Ornith 1.0 397B leads in recorded data
No complete recorded factor currently favors this model. That does not establish lower real-world quality.
Where Kimi K3 leads in recorded data
Context capacity
Higher listed limit
Ornith 1.0 397B:262.1K
Kimi K3:1.0M
Kimi K3
Maximum output
Higher listed limit
Ornith 1.0 397B:—
Kimi K3:131.1K
No complete comparison
Input price
Lower recorded price
Ornith 1.0 397B:—
Kimi K3:$3.00
No complete comparison
Output price
Lower recorded price
Ornith 1.0 397B:—
Kimi K3:$15.00
No complete comparison
Output speed
Higher recorded throughput
Ornith 1.0 397B:—
Kimi K3:—
No complete comparison
Time to first token
Lower recorded latency
Ornith 1.0 397B:—
Kimi K3:—
No complete comparison
Intelligence Index
Higher directory index
Ornith 1.0 397B:—
Kimi K3:—
No complete comparison
Evidence
A score appears only when both records include a verified source. It is not treated as a universal ranking.
Specifications
| Specification | Ornith 1.0 397B | Kimi K3 |
|---|---|---|
| Provider | Deepreinforce | Moonshot AI |
| Model family | ornith | kimi-k3 |
| Accepted inputs | text, image | text, image, video |
| Produced outputs | text | text |
| Context window | 262.1K | 1.0MRecorded lead |
| Max output | — | 131.1K |
| Intelligence Index | — | — |
| Input price / 1M | — | $3.00 |
| Output price / 1M | — | $15.00 |
| Output speed | — | — |
| Time to first token | — | — |
| Reasoning mode | Documented | Documented |
| Tool calling | Documented | Documented |
| Image input | Documented | Documented |
| Audio input | Not documented | Not documented |
| Structured output | Not documented | Documented |
| License | Open weights | Open weights |
| Released | Jun 25, 2026 | Jul 16, 2026 |
Workload guidance
Ornith 1.0 397B has no complete recorded factor that establishes a lead. Kimi K3 currently leads on larger context. Choose according to the constraints that matter to your workload, then run the same representative prompts against both models before making a production commitment. Neither the larger number nor the lower price is automatically the better choice: prompt quality, tool reliability, modality support, rate limits, data policy, and provider implementation can change the result. Use this page to build a shortlist, confirm current terms in the linked sources, and validate quality, latency, and cost with your own traffic.
Provenance
Prices and hosted performance can change. SyncDev records source references and clearly separates documented specifications from measured values; confirm commercial terms with the provider before deployment.
Ornith 1.0 397B
Deepreinforce · model record and recorded source
Kimi K3
Moonshot AI · model record and recorded source
Choose any two approved model records and review them with the same evidence rules.