Ghostcoded

GhostcodedMidium

Formerly Courier

Production inference · flat rate

The convenience of cloud. The benefits of local.

Inference for workflows, features, and production AI with predictable flat-rate pricing. Vaults keep agents in sync. Sub-agents offload coding usage.

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See the progression

Dedicated capacity starts at $444/mo. The free Desktop App runs on any M-series Mac.

Dedicated capacity

The bill stays flat.

Hardware dedicated to you. You subscribe at a flat rate. Dedicated capacity starts at $444/mo. Midium owns, manages, and hosts it in their facility, with backup power, redundant network, and spare hardware on site.

  • Dedicated hardware, not a shared pool
  • One bill, no token meter
  • Volume does not move the bill. The ceiling is the machine
  • Backup power, redundant network, and spare hardware on site
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Hub license

License the hub and run the same Vaults, sub-agents, and API on hardware you own and manage.

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Budget

Dedicated capacity

Dedicated capacity holds the budget. You subscribe at a flat rate. Hardware is dedicated to you.

Accuracy

Tool-calling runtime

The tool-calling runtime holds the error rate. On Gemma 4 26B A4B at 4-bit, Midium tool-call accuracy was 90.2% versus Ollama at 87.4% (thinking), measured July 23, 2026.

Throughput

Serving runtime

The serving runtime holds throughput. Same measurement: decode +37%, and time to first token 2.3x sooner than Ollama.

Your path

Start on tokens. Scale into dedicated capacity.

Download the free Desktop App, use token pricing on Midium cloud, then move to a flat rate when production volume needs a bill that does not move.

4 · Flat rate

Need a ceiling that does not move with volume?

The product

Capacity, Vaults, and a desktop app.

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Select one or more · optional

Production

Built for production.

A workflow can work in a demo, then blow the budget, throttle under traffic, or collapse on a 2 to 5% error rate. Dedicated capacity holds the budget. The tool-calling runtime holds the error rate. The serving runtime holds throughput.

  • Budgets balloon when token meters meet production volume
  • Throughput throttles under real traffic
  • A 2 to 5% error rate compounds until the workflow fails
  • Privacy stays on dedicated hardware, not a shared pool
  • Parallel tool calls: Midium no-think 83.0% vs Ollama no-think 69.5% on the same July 23, 2026 bench

Next step

Tell me what you’re building.

Open midium.dev, or book a call to talk through dedicated capacity, a Hub license, or a production rollout.

Open midium.dev Schedule a call

Prefer email? tanner@ghostcoded.com Product questions: inquiries@midium.dev

How should I respond?

November 2026 · 4 weeks

Sales system + delivery stack + private AI at near-zero token cost.

4 live weeks, including a local LLM + Midium lab so you can cut token drag and productize flat-rate inference for clients tired of surprise invoices.

November 3, 10, 17, and 30, 2026, 3–4pm CST · $249/seat · code NOV2026FIRST15 · 50 seats

Secure your seat Full cohort details
  • Sales system + delivery stack + local LLM / Midium lab
  • Run and resell private, flat-rate inference, not just generic tool tutorials
  • Built for expensive ops, privacy-sensitive workloads, and compliance
  • Nov 3, 10, 17, 30 · 3–4pm CST · $249/seat

FAQ

What is Midium?

Inference for workflows, features, and production AI with flat-rate pricing, plus Vaults and sub-agents. The line is: the convenience of cloud, the benefits of local.

What does dedicated capacity cost?

Dedicated capacity starts at $444/mo. You subscribe at a flat rate. Midium owns, manages, and hosts the hardware in their facility, with backup power, redundant network, and spare hardware on site.

Can I run it on hardware I own?

Yes. A Hub license runs the same Vaults, sub-agents, and API on hardware you own and manage. The free Desktop App runs on any M-series Mac, with a personal Vault and local models over MCP. 48 GB of unified memory is recommended.

What are Vaults?

Shared and scoped memory for engineers and coding agents such as Cursor, Claude Code, and Codex. Your personal Vault is free in Midium Desktop. Shared Vaults come with dedicated capacity or a Hub license. Cloud context is not used for training. Local Vaults stay on the device.

How do I start?

Start on token-based cloud pricing, or download the free Desktop App. Scale into dedicated capacity when production volume needs a flat bill. Product questions go to inquiries@midium.dev.

GhostcodedMidium

Ready when you are.

Open midium.dev, or book a call to talk through dedicated capacity and a Hub license.

Open midium.dev Schedule a call