Spergs, LLC

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iter

In beta

A self-hosted AI platform for creators.

About iter

iter is a self-hosted AI platform for developers and creators. It runs work through a structured pipeline: context-aware prompting, LLM streaming, pre-execution safety review, isolated execution, and post-execution verification, so the AI doesn’t just throw output over the wall and hope it works.

Everything runs on your hardware, against your models. Code, prompts, and assets never leave your network. Multi-model routing lets you pick the right model for each phase: a fast one for generation, a capable one for review, a cheap one for validation.

When a step fails, iter writes its own fix prompt with the full pipeline context and retries. Every run leaves an evidence ledger you can audit, so you always know what the AI tried, what it changed, and why.

At a glance

  • Self-hosted: your work never leaves your network
  • Multi-phase pipeline with safety gates between every step
  • Auto-fix loops when a step fails or doesn’t verify
  • Multi-model routing across local and remote models
  • Full audit trail / evidence ledger for every run
  • CLI, web dashboard, and MCP tools

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