Prime Intellect
Prime Intellect is a San Francisco–based startup building an open and decentralized stack for developing and improving AI agents through reinforcement learning. The company combines a 50+ provider GPU compute marketplace (single-node and 1–256 GPU multi-node clusters across H100, H200, B200, and B300), a managed RL post-training service ("Lab") that fine-tunes Qwen3.5, Llama, NVIDIA Nemotron, and OpenAI gpt-oss base models against a 2,500+ environment library (the Environments Hub), secure remote Python sandboxes for agent code execution, OpenAI-compatible inference at api.pinference.ai with LoRA adapter deployments, and an evaluations service that runs against the same environments. Prime Intellect is also the publisher of INTELLECT-3 (100B+ MoE trained with RL), INTELLECT-2 (32B trained via distributed RL), and the SYNTHETIC-2 dataset of four million reasoning traces, and develops the open-source `verifiers` RL library and the `prime-rl` async RL training framework. Everything is exposed via a single bearer-token REST API at api.primeintellect.ai, a `prime` Python CLI/SDK (PyPI: `prime`, lightweight `prime-sandboxes`), and the OpenAI protocol on the inference plane.
6 APIs
0 Features
AIArtificial IntelligenceReinforcement LearningGPU ComputeDecentralized ComputeFoundation ModelsInferenceSandboxesTrainingEnvironmentsEvaluationsLoRAOpen SourceAgents
Programmatic access to the Prime Intellect compute marketplace. Query GPU availability across 50+ providers, provision and manage on-demand or multi-node GPU pods (1-256 GPUs ac...
Secure remote code-execution sandboxes for AI agents. Create and manage Python-3.11-slim-based sandboxes, expose ports for HTTP services running inside the sandbox, open SSH ses...
Hosted reinforcement-learning post-training service ("Lab"). Launch dedicated training runs against a catalog of base models — Qwen3.5 (0.8B through 397B-A17B), Llama 1B/3B Inst...
Create, manage, and submit samples to evaluations against the Prime Intellect Environments Hub (2,500+ RL environments). Supports both client-driven evaluations (push samples, f...
OpenAI-compatible inference API for hosted frontier and open models served at api.pinference.ai. Supports streaming chat completions, the full set of OpenAI parameters (temperat...
Account, team, secrets, image, and cluster administration. Whoami and team membership, secret CRUD for use inside pods and sandboxes, Docker image builds with public/private vis...
aid: prime-intellect
url: https://raw.githubusercontent.com/api-evangelist/prime-intellect/refs/heads/main/apis.yml
apis:
- aid: prime-intellect:prime-intellect-compute-api
name: Prime Intellect Compute API
tags:
- GPU Compute
- Marketplace
- Pods
- Disks
- SSH Keys
- Availability
humanURL: https://docs.primeintellect.ai/api-reference/managing-pods
baseURL: https://api.primeintellect.ai
properties:
- url: https://docs.primeintellect.ai/api-reference/introduction
type: Documentation
- url: https://docs.primeintellect.ai/api-reference/managing-pods
type: Documentation
- url: https://docs.primeintellect.ai/api-reference/managing-disks
type: Documentation
- url: https://docs.primeintellect.ai/api-reference/check-gpu-availability
type: Documentation
- url: openapi/prime-intellect-compute-api-openapi.yml
type: OpenAPI
- url: json-schema/prime-intellect-pod-schema.json
type: JSONSchema
- url: json-ld/prime-intellect-context.jsonld
type: JSONLD
description: >-
Programmatic access to the Prime Intellect compute marketplace. Query GPU availability across 50+ providers,
provision and manage on-demand or multi-node GPU pods (1-256 GPUs across H100, H200, B200, B300, A100), attach
persistent network disks, and manage SSH keys for pod access. Backs the `prime pods`, `prime availability`, and
`prime disks` CLI commands.
- aid: prime-intellect:prime-intellect-sandbox-api
name: Prime Intellect Sandbox API
tags:
- Sandbox
- Code Execution
- Agents
- Tunnels
humanURL: https://docs.primeintellect.ai/sandboxes/overview
baseURL: https://api.primeintellect.ai
properties:
- url: https://docs.primeintellect.ai/sandboxes/overview
type: Documentation
- url: https://docs.primeintellect.ai/sandboxes/sdk
type: Documentation
- url: https://docs.primeintellect.ai/sandboxes/cli
type: Documentation
- url: https://docs.primeintellect.ai/sandboxes/tunnel
type: Documentation
- url: openapi/prime-intellect-sandbox-api-openapi.yml
type: OpenAPI
- url: json-schema/prime-intellect-sandbox-schema.json
type: JSONSchema
description: >-
Secure remote code-execution sandboxes for AI agents. Create and manage Python-3.11-slim-based sandboxes, expose
ports for HTTP services running inside the sandbox, open SSH sessions, pull rich error context for failures, and
provision reverse tunnels back into a sandbox from an external network. Available as a lightweight
`prime-sandboxes` Python package (~50KB) in addition to the full `prime` CLI/SDK.
- aid: prime-intellect:prime-intellect-training-api
name: Prime Intellect Training API
tags:
- Reinforcement Learning
- Training
- Fine-Tuning
- Foundation Models
- Billing
humanURL: https://docs.primeintellect.ai/hosted-training/what-is-lab
baseURL: https://api.primeintellect.ai
properties:
- url: https://docs.primeintellect.ai/hosted-training/what-is-lab
type: Documentation
- url: https://docs.primeintellect.ai/hosted-training/getting-started
type: Documentation
- url: https://docs.primeintellect.ai/hosted-training/end-to-end-run
type: Documentation
- url: https://docs.primeintellect.ai/hosted-training/models-and-pricing
type: Pricing
- url: openapi/prime-intellect-training-api-openapi.yml
type: OpenAPI
- url: json-schema/prime-intellect-training-run-schema.json
type: JSONSchema
description: >-
Hosted reinforcement-learning post-training service ("Lab"). Launch dedicated training runs against a catalog of
base models — Qwen3.5 (0.8B through 397B-A17B), Llama 1B/3B Instruct, NVIDIA Nemotron 30B/120B, OpenAI gpt-oss
20B/120B — drive them with environments from the Environments Hub, and retrieve token-level usage + USD cost per
run from the billing endpoints. Pricing is per-million-token across separate input, output, and training meters.
- aid: prime-intellect:prime-intellect-evaluations-api
name: Prime Intellect Evaluations API
tags:
- Evaluations
- Benchmarks
- Reinforcement Learning
- Environments
humanURL: https://docs.primeintellect.ai/tutorials-environments/hosted-evaluations
baseURL: https://api.primeintellect.ai
properties:
- url: https://docs.primeintellect.ai/tutorials-environments/environments
type: Documentation
- url: https://docs.primeintellect.ai/tutorials-environments/evaluating
type: Documentation
- url: https://docs.primeintellect.ai/tutorials-environments/hosted-evaluations
type: Documentation
- url: openapi/prime-intellect-evaluations-api-openapi.yml
type: OpenAPI
- url: json-schema/prime-intellect-evaluation-schema.json
type: JSONSchema
description: >-
Create, manage, and submit samples to evaluations against the Prime Intellect Environments Hub (2,500+ RL
environments). Supports both client-driven evaluations (push samples, finalize, retrieve) and fully hosted
evaluations executed by Prime Intellect with logs, cancellation, and selectable inference models. Backs `prime
eval` CLI commands.
- aid: prime-intellect:prime-intellect-inference-api
name: Prime Intellect Inference API
tags:
- Inference
- OpenAI Compatible
- Foundation Models
- LLM
humanURL: https://docs.primeintellect.ai/inference/overview
baseURL: https://api.pinference.ai/api/v1
properties:
- url: https://docs.primeintellect.ai/inference/overview
type: Documentation
- url: https://docs.primeintellect.ai/inference/usage
type: Documentation
- url: https://docs.primeintellect.ai/inference/adapter-deployments
type: Documentation
- url: openapi/prime-intellect-inference-api-openapi.yml
type: OpenAPI
description: >-
OpenAI-compatible inference API for hosted frontier and open models served at api.pinference.ai. Supports
streaming chat completions, the full set of OpenAI parameters (temperature, top_p, max_tokens, logprobs), and
returns a `usage` object with input/output token counts and USD cost on every response. LoRA adapters can be
served alongside base models via 1-click deployments.
- aid: prime-intellect:prime-intellect-platform-api
name: Prime Intellect Platform API
tags:
- Account
- Teams
- Secrets
- Images
- Administration
humanURL: https://docs.primeintellect.ai/api-reference/teams
baseURL: https://api.primeintellect.ai
properties:
- url: https://docs.primeintellect.ai/api-reference/teams
type: Documentation
- url: https://docs.primeintellect.ai/api-reference/api-keys
type: Authentication
- url: openapi/prime-intellect-platform-api-openapi.yml
type: OpenAPI
description: >-
Account, team, secrets, image, and cluster administration. Whoami and team membership, secret CRUD for use inside
pods and sandboxes, Docker image builds with public/private visibility, registry credential checks, FRP plugin
validation, and admin-only cluster + node-log endpoints.
name: Prime Intellect
description: >-
Prime Intellect is a San Francisco–based startup building an open and decentralized stack for developing and improving
AI agents through reinforcement learning. The company combines a 50+ provider GPU compute marketplace (single-node and
1–256 GPU multi-node clusters across H100, H200, B200, and B300), a managed RL post-training service ("Lab") that
fine-tunes Qwen3.5, Llama, NVIDIA Nemotron, and OpenAI gpt-oss base models against a 2,500+ environment library (the
Environments Hub), secure remote Python sandboxes for agent code execution, OpenAI-compatible inference at
api.pinference.ai with LoRA adapter deployments, and an evaluations service that runs against the same environments.
Prime Intellect is also the publisher of INTELLECT-3 (100B+ MoE trained with RL), INTELLECT-2 (32B trained via
distributed RL), and the SYNTHETIC-2 dataset of four million reasoning traces, and develops the open-source
`verifiers` RL library and the `prime-rl` async RL training framework. Everything is exposed via a single bearer-token
REST API at api.primeintellect.ai, a `prime` Python CLI/SDK (PyPI: `prime`, lightweight `prime-sandboxes`), and the
OpenAI protocol on the inference plane.
tags:
- AI
- Artificial Intelligence
- Reinforcement Learning
- GPU Compute
- Decentralized Compute
- Foundation Models
- Inference
- Sandboxes
- Training
- Environments
- Evaluations
- LoRA
- Open Source
- Agents
kind: contract
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/apis-json-logo.jpg
access: 3rd-Party
type: Index
position: Provider
specificationVersion: '0.20'
created: '2026-05-25'
modified: '2026-05-25'
common:
- type: Website
url: https://www.primeintellect.ai
- type: Documentation
url: https://docs.primeintellect.ai
- type: Portal
url: https://app.primeintellect.ai
- type: APIReference
url: https://docs.primeintellect.ai/api-reference/introduction
- type: OpenAPI
url: https://api.primeintellect.ai/openapi.json
- type: Authentication
url: https://docs.primeintellect.ai/api-reference/api-keys
- type: CLI
url: https://docs.primeintellect.ai/cli-reference/introduction
- type: SDK
url: https://github.com/PrimeIntellect-ai/prime
name: Prime CLI & Python SDK
- type: SDK
url: https://pypi.org/project/prime/
name: prime (PyPI)
- type: SDK
url: https://pypi.org/project/prime-sandboxes/
name: prime-sandboxes (PyPI)
- type: OpenSource
url: https://github.com/PrimeIntellect-ai/verifiers
name: verifiers — RL environments + evals library
- type: OpenSource
url: https://github.com/PrimeIntellect-ai/prime-rl
name: prime-rl — async RL training framework
- type: OpenSource
url: https://github.com/PrimeIntellect-ai/renderers
name: renderers — programmable chat templates
- type: OpenSource
url: https://github.com/PrimeIntellect-ai/research-environments
name: research-environments
- type: OpenSource
url: https://github.com/PrimeIntellect-ai/community-environments
name: community-environments
- type: GitHub
url: https://github.com/PrimeIntellect-ai
- type: HuggingFace
url: https://huggingface.co/PrimeIntellect
- type: Blog
url: https://www.primeintellect.ai/blog
- type: Pricing
url: https://docs.primeintellect.ai/hosted-training/models-and-pricing
- type: Plans
url: plans/prime-intellect-plans-pricing.yml
- type: RateLimits
url: rate-limits/prime-intellect-rate-limits.yml
- type: FinOps
url: finops/prime-intellect-finops.yml
- type: Discord
url: https://discord.gg/primeintellect
- type: Twitter
url: https://x.com/PrimeIntellect
- type: LinkedIn
url: https://www.linkedin.com/company/primeintellect-ai
- type: Events
url: https://luma.com/primeintellect
- type: Careers
url: https://jobs.ashbyhq.com/PrimeIntellect
- type: Contact
url: https://www.primeintellect.ai/contact
maintainers:
- FN: Kin Lane
email: kin@apievangelist.com