Blog

notities uit de pool

Gidsen en diepgaande artikelen van het team achter Europa's gedistribueerde AI-inferentienetwerk — voor GPU-eigenaren en voor de bouwers aan de andere kant van de API.

5 min leestijd

a GPU died mid-sentence. the sentence finished.

Consumer hardware disappears without notice — someone sits down at their PC, a breaker trips, Wi-Fi drops. Our streams now survive that: another machine picks the answer up mid-word, and the dead segment is billed to nobody.

Lees het artikel →

6 min leestijd

one model, every card: how a 27b runs on 8 gb

Qwen3.8 27B ships in five builds, from Q5_K_M on a 24 GB card down to IQ2_XXS on 8 GB. Why we split models from builds, what quantization actually costs, and how a quantized KV cache doubled our context overnight.

Lees het artikel →

5 min leestijd

we stopped projecting your earnings and started measuring them

Most GPU marketplaces advertise what a card could earn. Our dashboard shows what yours measured, and refuses to show a number until it has one. Here is why that choice cost us a nicer-looking page and was still right.

Lees het artikel →

4 min leestijd

prices should not need an engineer

Our price book used to be a file in a repository, which meant changing a price meant a deploy. It is now a dashboard control with guard rails that refuse an incoherent price — and the file is still the fallback you can return to.

Lees het artikel →

5 min leestijd

our website and our app were two products. now they are one.

The marketing site and the dashboard had different navbars, different footers and different ideas of what we look like. Merging them into one Aurelia app meant solving the problem every SPA has with search engines — and finding two bugs the moment we looked.

Lees het artikel →

7 min leestijd

the container that wasn't there

A friend with a 12 GB card asked what Docker images we'd install on his PC. The honest answer was none — and working out why took us through engines, image digests, registries and what a home GPU should really be asked to run.

Lees het artikel →

6 min leestijd

meet mahout: the open-source agent that puts your gpu in the pool

mahout is ElephantPool's open-source host agent: one small Rust binary that probes your hardware, verifies every download, serves open-weight models, signs a receipt for every job — and pays you 80% of token revenue. How it works, how to install it, how to contribute.

Lees het artikel →

4 min leestijd

why we pay gpu owners 80% — and how the math works

Every job on ElephantPool produces an ed25519-signed receipt, the ledger counts in micro-cents, and hosts keep 80% of token revenue. Here's why the split works and how monthly SEPA payouts happen.

Lees het artikel →

5 min leestijd

your prompts don't belong in virginia — the case for eu-sovereign inference

Prompts are some of the most sensitive data a company produces. CLOUD Act vs GDPR, Schrems II, and what an EU-Sovereign inference tier actually guarantees — attested EU machines, no transfers, standard DPA.

Lees het artikel →

4 min leestijd

ship with open-source ai: one api, the best open models of 2026

Qwen3.8, MiniMax M3, GLM-5.2, DeepSeek V4-Flash and Gemma 4 behind one OpenAI-compatible endpoint. Prepaid credits, spend caps, SSE streaming, transparent per-token pricing — 2–3× cheaper than US APIs.

Lees het artikel →

5 min leestijd

put your gaming gpu to work: earn on every token it serves

Your GPU sits idle most of the day. Install mahout, link your machine, and get paid for every token it serves on the ElephantPool network — NVIDIA and AMD, supported equally from day one.

Lees het artikel →

3 min leestijd

EU-only should be a routing rule, not a sentence on a website

You can now require EU processing per request, and the scheduler refuses to route it anywhere else. Here is how a machine's location is established — and what that proves.

Lees het artikel →

2 min leestijd

Your GPU, your hours

Availability windows, power caps and per-machine limits — set from the terminal or from your phone, with a sync rule that never silently loses an edit.

Lees het artikel →

3 min leestijd

Every token per second is money

Hosts are paid per token, so engine performance is not a benchmark score — it is the hourly rate. What we tune, why we measure instead of upgrading, and what it is worth.

Lees het artikel →

3 min leestijd

Your machine's address never leaves our infrastructure

EU-only routing needs to know where a machine is. Asking a geolocation API would have meant handing a third party the address of every host on the network. So we built the lookup ourselves.

Lees het artikel →

1 min leestijd

One model, nine prices

Everyone else quotes one price per model and never says which version answered. We price each quantization, prove which one ran, and let you set a floor.

Lees het artikel →