LLM Reference
DeepReinforce

DeepReinforce

3 models across 2 families · Latest: Ornith-1.0 9B (2026-06)

CodingRAGAgentsLong contextJSON / Tool use

DeepReinforce's portfolio covers 3 active models across 2 current families, spanning coding, rag, and agents. Open a model detail page to compare provider routes and sourced benchmarks.

Covers 5 workload areas across 3 active tracked models; last verified 2026-08-26.

Use it for

  • Teams evaluating coding, rag, and agents across this lab's releases
  • Comparing model families before committing to a flagship
  • Migration and pricing follow-ups across 3 tracked models

Do not use it for

  • Choosing a hosting provider without opening a model page for price ladders

Active models

3

Current models from this lab, excluding deprecated ones

Active families

2

Current model families from this lab

Open catalog

3 open

3 open source / 0 open weights

Lowest output price

Not tracked

No provider output pricing linked yet

Latest dated release

2026-06-25

Ornith-1.0 9B

Freshness

2026-08-26

Researched 26d ago

fresh

Information

Release cadence

Dated releases
3
Latest model
Ornith-1.0 9B
Latest date
2026-06-25

Where this lab wins

  • Coding: 3 tracked models with SWE-bench / HumanEval-style scores.
  • RAG: 3 tracked models with ruler / needle retrieval benchmarks.
  • Agentic: 3 tracked models with BFCL, tau-bench, and SWE-bench tool-use coverage.
  • Long-context: 3 tracked models with context-token or InfiniteBench-class signal.

Flagship quality / price signal

Selection source
Best sourced coding Q/$
Coding grade
unknown
Benchmark / output price
Not enough sourced benchmark and price coverage

About

DeepReinforce, now publicly branded as Ornith, is an AI research company specializing in reinforcement learning methods for language models. Its Ornith model family uses self-scaffolding and self-improvement training: models learn to generate tasks, design execution harnesses, and produce solution rollouts rather than relying only on hand-engineered scaffolds. The first public release was Ornith 1.0 in June 2026.

Featured models

ModelReleasedContextInput price ($/1M)Output price ($/1M)LicenseOpenness
Ornith-1.0 9B2026-06-25262k--MITOpen source
Ornith-1.0 35B2026-06-25262k--MITOpen source
Ornith-1.0 397B2026-06-25262k--MITOpen source

Model families

Recent releases

  1. Ornith-1.0 9B- 2026-06-25
  2. Ornith-1.0 35B- 2026-06-25
  3. Ornith-1.0 397B- 2026-06-25

Explore related pages

Last reviewed: 2026-08-26. Data sourced from public lab announcements and provider documentation.