--- name: together-webhooks-events-0648e750810c description: >- Convert Together AI batch, fine-tuning, upload, and dedicated-deployment job states into idempotent internal events using bounded polling and an optional owned callback. Use when integrating asynchronous Together work. Trigger with "Together job events", "Together callback", or "poll Together status". argument-hint: "[repository-path] [batch|fine-tune|upload|deployment]" allowed-tools: Read, Glob, Grep, WebFetch, Write, Edit version: 1.9.0 author: Jeremy Longshore license: MIT tags: - saas - together-ai - asynchronous-jobs model: inherit effort: high compatibility: Designed for Claude Code; polling requires authorized Together AI project access --- # Together AI Job Events ## Overview Together documents asynchronous retrieval and polling for batch, fine-tune, upload, and deployment state. This skill emits internal events from that source of truth instead of inventing a provider-signed webhook. ## Prerequisites - The job type, ID, project, terminal states, and retrieval method - A durable cursor/state store and idempotency key policy - Poll interval, deadline, retry budget, and event retention policy - An owned callback endpoint only if downstream push delivery is required ## Tool Discipline Use `Read`, `Glob`, and `Grep` to inspect job persistence, pollers, queues, and callback handlers. Use `WebFetch` to confirm current job states and retrieval methods. Use `Write` or `Edit` only after the event contract and storage boundary are approved. ## Current Contract - Do not expect a universal Together webhook signature header; no general signed webhook surface is documented for these job APIs. - Persist the provider job ID before polling and derive internal idempotency from job ID plus observed state/version. - Treat terminal job status and per-item output/error artifacts as separate facts. - Deliver downstream callbacks from infrastructure you own and authenticate them with your own signing scheme. ## Authentication Poll Together with the project-scoped `TOGETHER_API_KEY` Bearer credential. For an owned callback, use a separate secret, timestamped signature, replay window, and rotation plan; never present that signature as Together-generated. ## Instructions 1. Map provider job states to a small versioned internal event schema. 2. Persist job ID, last observed state, next poll time, attempt count, and deadline. 3. Retrieve with bounded exponential backoff and jitter; stop at terminal state or deadline. 4. Emit only on meaningful transitions and deduplicate by job/state key. 5. On completion, fetch output and error artifacts before declaring record-level success. 6. If needed, sign and deliver an internal callback with replay protection and a dead-letter path. ## Approval Boundaries Do not expose the Together key to callback consumers, invent provider signatures, or delete remote/local job artifacts before reconciliation and retention approval. ## Output Return the provider job reference, state mapping, poll schedule, transition ledger, reconciliation status, callback delivery evidence, and deadline/dead-letter disposition. ## Error Handling | Condition | Response | |---|---| | Retrieval is transiently unavailable | Retry with jitter inside the overall deadline. | | Job ID is missing | Stop; do not create a replacement job automatically. | | Completion has an error file | Emit completed-with-errors and reconcile records. | | Callback repeatedly fails | Preserve the event in a dead-letter queue for replay. | ## Examples The example below shows the minimum redacted evidence expected from a successful invocation of this operator workflow. ```text job=batch-redacted; transition=IN_PROGRESS->COMPLETED; records=reconciled; callback=owned-signed ``` ## Resources - [Skill-specific official documentation](references/official-docs.md) - [Batch tutorial](https://docs.together.ai/docs/inference/batch/tutorial) - [Fine-tuning lifecycle](https://docs.together.ai/reference/cli/finetune) - [Dedicated Model Inference](https://docs.together.ai/docs/dedicated-endpoints/overview) --- Source attribution: jeremylongshore Original project: https://github.com/jeremylongshore/claude-code-plugins-plus-skills/blob/ab85a061f7bcc039dac13ee193de7a4cd4388571/plugins/saas-packs/together-pack/skills/together-webhooks-events/SKILL.md License: MIT License information: https://opensource.org/license/mit Original upstream instructions; downloaded from Mega AI Hub. ## Upstream license notice MIT License Copyright (c) 2025 Jeremy Longshore Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. # Mega AI Hub resource metadata Creator / publisher: jeremylongshore Original project: https://github.com/jeremylongshore/claude-code-plugins-plus-skills/blob/ab85a061f7bcc039dac13ee193de7a4cd4388571/plugins/saas-packs/together-pack/skills/together-webhooks-events/SKILL.md Attribution basis: Source repository record Fields of work: Development & Engineering, Product Management Roles: Data Engineer, ML / AI Engineer, Product Manager Specialties: API Tools: Together Ai Country applicability: Country not specified Classification basis: Source catalog labels Instruction SHA-256: 1a02e81ba47604100c0a5e5a2fc25d82dcf106a5bf5e2b56ccf55d17a9b4fcbe