AI & LLM Engineering · Together AI · By jeremylongshore

Gate Together AI client, batch, fine-tuning, and deployment changes with offline contract tests plus a protected bounded live lane.

jeremylongshore/tons-of-skills-marketplace

Analyze and diagnose Together AI authentication, billing, request, model, throttling, overload, batch, fine-tuning, and endpoint failures from redacted evidence.

jeremylongshore/tons-of-skills-marketplace

Prepare, submit, monitor, and disposition a Together AI fine-tuning job using SDK v2, validated training data, explicit cost approval, and separate deployment verification.

jeremylongshore/tons-of-skills-marketplace

Build a bounded Together AI chat-completion probe with a current model selected from the live catalog, optional streaming, usage capture, and redacted evidence.

jeremylongshore/tons-of-skills-marketplace

Design a production Together AI service with a typed provider boundary, policy-based model routing, serverless and dedicated lanes, batch workers, telemetry, budgets, and reversible degradation.

jeremylongshore/tons-of-skills-marketplace

Encapsulate Together AI SDK v2 behind a typed adapter with catalog-resolved models, bounded retries, streaming normalization, usage capture, and OpenAI-compatible migration seams.

jeremylongshore/tons-of-skills-marketplace

Convert Together AI batch, fine-tuning, upload, and dedicated-deployment job states into idempotent internal events using bounded polling and an optional owned callback.

jeremylongshore/tons-of-skills-marketplace