Fireworks AI DPO, reinforcement and training session jobs (BYOK)

Fireworks AI DPO, reinforcement and training session jobs (BYOK) — connector documentation

• MCP endpoint: https://byok-fireworks-training.connectorbay.com/mcp
• REST API: POST https://byok-fireworks-training.connectorbay.com/v1/tools/{tool_name}, described by the OpenAPI 3.1 spec at https://byok-fireworks-training.connectorbay.com/openapi.json
• Transport: Streamable HTTP, stateless, MCP specification 2025-06-18 or later
• Authentication: your own Fireworks Training Fireworks API key, sent in the X-Upstream-Key header of every request (never stored, logged or cached)
• Health: https://byok-fireworks-training.connectorbay.com/health · Tool schemas: https://byok-fireworks-training.connectorbay.com/tools.json
• Publisher: Unify Dynamics LLC · connectorbay.com/byok-fireworks-training · agent@connectorbay.com

What Fireworks AI DPO, reinforcement and training session jobs (BYOK) is for

Fireworks AI DPO, reinforcement and training session jobs (BYOK) lets an AI assistant read your own Fireworks Training data through the Fireworks Training API with a key you supply (Fireworks API key). Read-only: 8 tools (list_dpo_jobs, get_dpo_job, list_reinforcement_fine_tuning_jobs, get_reinforcement_fine_tuning_job, list_training_sessions, get_training_session, list_training_runs, list_training_shapes). The BYOK key travels with each request, is used for that one call only and is never stored, logged or cached; it is only ever sent to api.fireworks.ai. Unofficial connector by Unify Dynamics LLC: not affiliated with, endorsed by or sponsored by Fireworks Training. Fireworks Training and its logos are trademarks of their owners and are used only to say which service the connector works with.

Ask your assistant things like:

• "Which DPO jobs have I run on Fireworks?"
• "What is the state of Fireworks DPO job dpo1?"
• "Which reinforcement fine-tuning jobs are running on Fireworks?"
• "How far along is Fireworks reinforcement fine-tuning job rft1?"
• "What training sessions exist in my Fireworks account?"
• "Show Fireworks training session ts1"

What it does

• list_dpo_jobs: List direct preference optimization (DPO) jobs with state, dataset, purpose and times. Reads job metadata only: it starts, changes and cancels nothing.
• get_dpo_job: Get one DPO job by id: state, dataset, purpose, status and times. Reads job metadata only: it starts, changes and cancels nothing.
• list_reinforcement_fine_tuning_jobs: List reinforcement fine-tuning jobs with state, datasets, evaluator, node count, progress and times. Reads job metadata only: it starts, changes and cancels nothing.
• get_reinforcement_fine_tuning_job: Get one reinforcement fine-tuning job by id with state, progress, evaluator and times. Reads job metadata only: it starts, changes and cancels nothing.
• list_training_sessions: List training sessions with state, reference state, base model and times. Reads job metadata only: it starts, changes and cancels nothing.
• get_training_session: Get one training session by id with state, base model and times. Reads job metadata only: it starts, changes and cancels nothing.
• list_training_runs: List training runs with state, base model, LoRA rank, source session and times. Reads job metadata only: it starts, changes and cancels nothing.
• list_training_shapes: List the training shapes (hardware and trainer presets) with accelerator, node count, mode and maximum context length. Use account 'fireworks' for the public ones. Reads job metadata only: it starts, changes and cancels nothing.

BYOK key

You bring your own Fireworks Training Fireworks API key (https://app.fireworks.ai/settings/users/api-keys). Your assistant sends it in the X-Upstream-Key header with each request. ConnectorBay uses it for that one call only: it is never stored, logged or cached, never shown in an answer, and it is only sent to api.fireworks.ai over https, with no redirects followed. Create a key with the fewest permissions the tools need (read-only if the provider offers it), and revoke it at the provider whenever you like.

Data sources

• https://docs.fireworks.ai/api-reference/list-dpo-jobs.md (the API this connector calls, with a BYOK key)

Live from the Fireworks Training API (api.fireworks.ai) with a BYOK key; documentation: https://docs.fireworks.ai/api-reference/list-dpo-jobs.md. Endpoints checked against that documentation on 2026-10-16.

What it is not

Unofficial connector by Unify Dynamics LLC: not affiliated with, endorsed by or sponsored by Fireworks Training. Fireworks Training and its logos are trademarks of their owners and are used only to say which service the connector works with. It is read-only: it never creates, changes, sends or deletes anything in your Fireworks Training account.

Built for: Worldwide. Languages: English.

Fireworks AI DPO, reinforcement and training session jobs (BYOK) — Privacy Policy

Effective 24 October 2026. Unify Dynamics LLC ("we", "us"), Menlo Park, California.

What Fireworks AI DPO, reinforcement and training session jobs (BYOK) is. Fireworks AI DPO, reinforcement and training session jobs (BYOK) is a connector (an MCP server and REST API) that an AI assistant calls on your behalf to read your own Fireworks Training data: Read your Fireworks AI DPO jobs, reinforcement fine-tuning jobs, training sessions, training runs and training shapes with your own API key. You bring your own Fireworks Training Fireworks API key; the assistant sends it to us with each request.

BYOK key. The key you supply is used to make the one Fireworks Training call you asked for. Our application does not store it, write it to a log, put it in a cache, or share it. It is sent only to api.fireworks.ai, over https, and is removed from any text we return to you or your assistant. We do not follow redirects with your key. If Fireworks Training rejects it, we say so without repeating it.

What we receive. The arguments of each tool call, the BYOK key (for that call only), the technical headers needed to serve the request (an IP address or a client identifier supplied by the assistant) and standard server logs. What Fireworks Training receives. The request we make on your behalf, including the key and the arguments, under Fireworks Training's own terms and privacy policy. Fireworks Training acts at your direction and is the only recipient of the data of your request besides our hosting provider.

What we return. The answer Fireworks Training gives for your request, trimmed to the fields the tool documents. We do not keep it: it is returned to your assistant and not stored, cached or used to train anything.

What we do not do. We do not build a profile, sell or share personal information, or keep your Fireworks Training data. Rate-limit counters (a client identifier and timestamps) are held in memory for at most 24 hours. Hosting access logs (IP addresses, request paths and status codes) are kept for up to 30 days for security and abuse prevention; our application adds no request headers or bodies to them.

Sub-processors. Fireworks Training (the API you call with a BYOK key, at your direction). Hosting: Vercel (United States regions).

Your rights. Because we store no personal data beyond short-lived logs, requests to access, correct or delete data are usually satisfied automatically; you can still contact agent@connectorbay.com and we will respond within 30 days. Revoke your key at Fireworks Training at any time to end all access.

Children. Fireworks AI DPO, reinforcement and training session jobs (BYOK) is a general-audience service operated by the adult using the assistant, under Fireworks Training's own age rules.

Changes. We will post changes here with a new effective date.

Fireworks AI DPO, reinforcement and training session jobs (BYOK) — Terms of Service

Effective 24 October 2026. These terms govern use of the Fireworks AI DPO, reinforcement and training session jobs (BYOK) connector ("the Service") operated by Unify Dynamics LLC ("we", "us").

1. The Service. Fireworks AI DPO, reinforcement and training session jobs (BYOK) provides: Read your Fireworks AI DPO jobs, reinforcement fine-tuning jobs, training sessions, training runs and training shapes with your own API key. It is accessed through an AI assistant or directly over MCP or HTTP, and is read-only.
2. Your own key, your own account. You must use your own Fireworks Training credentials and only access data you are allowed to access. Fireworks Training's terms apply to your use of Fireworks Training; you are responsible for complying with them, including any rate limits and permitted uses. Do not share a key you do not own.
3. Independent. Unofficial connector by Unify Dynamics LLC: not affiliated with, endorsed by or sponsored by Fireworks Training. Fireworks Training and its logos are trademarks of their owners and are used only to say which service the connector works with.
4. No advice, no guarantees. Output is the data Fireworks Training returns, lightly trimmed; it may be incomplete, delayed or changed by Fireworks Training. Check important facts at the source.
5. Read-only. The Service does not create, change, send or delete anything in your Fireworks Training account.
6. Acceptable use. Automated use within the published rate limits is welcome. Do not use the Service to access data you are not entitled to, to circumvent Fireworks Training's controls, or to attack any system.
7. Availability. The Service is provided "as is" without warranty. We may change, limit or discontinue it at any time; Fireworks Training may change or end its API at any time.
8. Data. Our Privacy Policy describes what we process. In short: the BYOK key is used for the one call and not stored or logged.
9. Pro keys. Optional ConnectorBay Pro API keys are issued at our discretion and are separate from your Fireworks Training key.
10. Liability. To the fullest extent permitted by law, Unify Dynamics LLC is not liable for any loss arising from use of or reliance on the Service, including any action Fireworks Training takes on your account. Our total liability is limited to US $100.
11. Governing law. California law; venue in San Mateo County, California.
12. Contact. Unify Dynamics LLC · agent@connectorbay.com · https://connectorbay.com/byok-fireworks-training

Fireworks AI DPO, reinforcement and training session jobs (BYOK) support

Email agent@connectorbay.com. We answer within two business days.

• MCP endpoint: https://byok-fireworks-training.connectorbay.com/mcp
• REST API: https://byok-fireworks-training.connectorbay.com/openapi.json
• Live status: https://byok-fireworks-training.connectorbay.com/health

When you report a problem, include the question you asked your agent, roughly when, and which agent you used (for example Claude, ChatGPT or Gemini). Never send us passwords, account numbers or ID numbers. Fireworks AI DPO, reinforcement and training session jobs (BYOK) never asks for them.