Blog

Blog

Engineering notes, creator economics, and product announcements from the team building ToRun.

product 23 May 2026
Run ToRun on your own infrastructure — on-prem and self-hosted

Not every team can send prompts to a third-party cloud. Regulated industries, government workloads, and companies with strict data-residency rules need their AI stack to stay inside their own network. ToRun ships as a se…

ToRun Team · 3 min read
product 22 May 2026
Build and run AI workflows on ToRun

What a workflow actually is here Most "workflow" tools in the AI space are prompt chains with a thin wrapper. ToRun's builder is a directed acyclic graph DAG of typed steps: you connect model invocations, tool calls, con…

ToRun Team · 4 min read
product 21 May 2026
Long-term memory that actually persists — how ToRun remembers what matters

Most AI products claim to "remember you." What they usually mean is that the current conversation window has not scrolled out of range yet. Once you close the tab, the model has no idea who you are. You re-explain your s…

ToRun Team · 4 min read
engineering 20 May 2026
How ToRun picks the right model for every message

The problem with "just use GPT-4" Most AI platforms make a quiet choice on your behalf: they pick a model they like, wire everything to it, and move on. That works until it doesn't — until the model is down, until a comp…

ToRun Team · 5 min read
product 19 May 2026
What is ToRun? One honest home for all your AI

Most AI tools have a core tension they never acknowledge: the best model for your task today may not be the same model tomorrow, yet you are expected to commit to one provider's subscription and work around its blind spo…

ToRun Team · 4 min read
security 18 May 2026
Bring-your-own-key — how ToRun keeps your credentials safe

What BYOK means here Bring-your-own-key BYOK on ToRun is not just a textbox where you paste an API key. It is a vault with three responsibilities: store credentials encrypted, resolve them on every call without exposing…

ToRun Team · 2 min read
engineering 18 May 2026
Designing for multi-tenant SaaS — the ToRun approach

Tenants, hosts, and the dataset filter ToRun is built on ABP Framework's multi-tenancy model. A row marked IsMultiTenant has a TenantId column that the framework filters automatically; queries from inside a tenant contex…

ToRun Team · 2 min read
announcement 18 May 2026
ToRun Phase 1 is live — capability-first AI orchestration

What shipped today Phase 1 of ToRun is now live. After eighteen months of platform work, we have flipped the switch on the capability-first orchestration model the team has been describing in roadmap calls all year. What…

ToRun Team · 1 min read
engineering 18 May 2026
Understanding multimodal AI pricing — tokens, images, and seconds

One BillingRecord per call, full snapshot Every AI call on ToRun produces exactly one BillingRecord that captures the price at the moment of execution. Provider rates change every few weeks; storing the rate inline means…

ToRun Team · 2 min read