# Fixpoint Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/fixpoint
> Markdown URL: https://aitinkerers.org/technologies/fixpoint.md
> Technology record last updated: 2026-03-05T10:00:17Z
> Generated: 2026-09-22T05:45:52Z

Fixpoint automates human data operations for AI: it sources, vets, and manages expert annotator teams (e.g., lawyers, PhDs) at scale for specialized training data.

Fixpoint operates as a workforce automation platform, specifically for high-stakes AI training and evaluation data. We eliminate the manual overhead of staffing: our system sources, vets, and deploys expert annotators—from licensed medical professionals to specialized coders—fast and at scale. The platform offers both a Vetting API for automatic credential verification (catching 10x more fraud) and a white-glove staffing service, enabling clients to staff teams of hundreds in just weeks. We handle the full 'human data ops' lifecycle: compliance, payroll, and project management, ensuring quality, enterprise-grade data delivery.

- Official technology site: https://fixpoint.co
- Public AI Tinkerers demos and talks: 1
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Fixpoint - stateful AI workflows and human-in-the-loop](https://nyc.aitinkerers.org/talks/rsvp_lk-th021eeo)

We've been making an open-source project for building stateful, multi-step AI workflows. https://github.com/gofixpoint/fixpoint/ The use-case: you have LLM workflows that have multiple states/steps, and you want to make your workflow recoverable and easier to control. We let devs connect multiple LLM agents (or just prompts) and keep track of agent + workflow state (memory, cache past steps). We just added a human-in-the-loop UI. Fixpoint focuses on giving the programmer tight control over what each AI is doing at each step of the workflow (compared to frameworks like Crew AI, which are a bit more autonomous). You can think of us kind of like someone took SQS or Temporal, and super-charged it with AI-specific features.

- Event context: AI Tinkerers July Meetup — 2024-07-24 — New York City
- Public talk page: https://nyc.aitinkerers.org/talks/rsvp_lk-th021eeo

## Related Technologies

- [Amazon SQS](https://aitinkerers.org/technologies/amazon-sqs) ([Markdown](https://aitinkerers.org/technologies/amazon-sqs.md)) — 1 public demo
- [Crew AI](https://aitinkerers.org/technologies/crew-ai) ([Markdown](https://aitinkerers.org/technologies/crew-ai.md)) — 4 public demos
- [GitHub](https://aitinkerers.org/technologies/github) ([Markdown](https://aitinkerers.org/technologies/github.md)) — 74 public demos
- [Temporal](https://aitinkerers.org/technologies/temporal) ([Markdown](https://aitinkerers.org/technologies/temporal.md)) — 10 public demos