Blog

Notes from Chassis

Product writing on wallet billing, training cost, SDKs, and running inference in shared orgs — from OkeyMeta Ltd.

• Jul 15, 2026 · 6 min read

  From notebook to production on Chassis

  Prototype on an instance, productize with templates and endpoints, automate with API keys and SDKs.

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  workflowuse-case

• Jul 14, 2026 · 5 min read

  Serverless AI APIs for startups

  Ship a model behind Chassis endpoints with async jobs, sync waits, cancel, and health — without standing a fleet overnight.

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  serverlessstartupuse-case

• Jul 13, 2026 · 6 min read

  Multi-node GPU clusters for training

  Chassis clusters provision matched nodes with ranks so distributed training frameworks know who is who.

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  clusterstraininguse-case

• Jul 12, 2026 · 5 min read

  Computer vision for agriculture across Africa

  Train crop and pest models on Chassis GPUs, then serve lightweight endpoints for field apps.

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  visionagricultureuse-case

• Jul 11, 2026 · 6 min read

  Real-time inference for African fintech

  Serve fraud, KYC, and credit models with Chassis serverless endpoints — runsync for low latency, wallet-capped spend.

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  inferencefintechuse-case

• Jul 10, 2026 · 7 min read

  Fine-tuning LLMs on Chassis

  Use Chassis instances and multi-node clusters to fine-tune open models with prepaid wallet spend and clear $/hr SKUs.

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  trainingllmuse-case

• Jun 18, 2026 · 6 min read

  Wallet billing without surprise invoices

  How Chassis prepaid wallets keep GPU spend visible — minimum top-ups, per-second metering, and why org finance teams prefer it.

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  billingproduct

• May 29, 2026 · 7 min read

  Training costs that track the job

  Per-second GPU metering, stop when idle, and how to keep fine-tunes from burning the weekend budget.

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  trainingbilling

• May 12, 2026 · 5 min read

  Deploy with the Chassis SDK

  Authenticate with a chs_ key, list GPUs, create an instance, and tear it down — from TypeScript or Python.

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  sdkdevelopers

• Apr 22, 2026 · 6 min read

  Inference ops on shared orgs

  Serving models from an organization workspace: roles, wallet burn, and keeping hot capacity intentional.

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  inferenceteams

• Mar 30, 2026 · 9 min read

  Why we built Chassis

  Chassis is OkeyMeta’s bet on African AI infrastructure: calm GPU cloud, prepaid wallets, and tools teams can actually ship on.

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  companyproductafrica