# AI Opportunity Guide: AI Security and Founder Residencies

> Source: <https://promptcube3.com/en/threads/2769/>
> Published: 2026-07-24 14:48:42+00:00

# AI Opportunity Guide: AI Security and Founder Residencies

## High-Value Residencies and Programs

If you are looking for a transition into AI security or venture building, these three are the current priority:

**Frontier AI Security Residency (via ERA):** This is a deep dive into AI security research and engineering. For those wanting to move from general software engineering into the "safety" side of LLMs, this is a primary path. The deadline is August 2.**The Bridge by Entrepreneurs First:** A founder residency specifically for those looking to build a company. This is less about "employment" and more about "equity and creation." Deadline is August 30.**Figma Campus Leader Program (2026–2027):** More of a leadership and community play for students who want to bridge the gap between design and development. Deadline is August 2.

## The "Missing" Technical Stack

One thing I've noticed is that many developers are great at writing Python or JavaScript but struggle with the actual environment they operate in. There is a free MIT course called "The Missing Semester of Your CS Education" that fills these gaps.

If you find yourself struggling with complex Git merges, shell scripting, or efficient debugging, this is a practical tutorial on the tools that usually aren't taught in a formal degree but are required for real-world deployment.

For example, if you're still using a basic GUI for everything and want to move to a more professional AI workflow, mastering the CLI is non-negotiable. Here is a quick example of a shell one-liner that helps in cleaning up large log files—the kind of thing this course covers:

```
# Find all .log files larger than 100MB and compress them to save space
find /var/log -name "*.log" -size +100M -exec gzip {} \;
```

## Community-Sourced Finds

Beyond the big corporate programs, there are smaller, remote-friendly roles popping up. Specifically, the CALEC Volunteer and Internship opportunities are currently open for those looking to build a portfolio in a remote setting.

## Summary of Deadlines

Since these dates move fast, here is the breakdown of what needs to be submitted immediately:

**AI Security Residency:** August 2**Figma Campus Leaders:** August 2**Entrepreneurs First Bridge:** August 30

For anyone trying to pivot their career into the LLM agent space or AI security, I highly recommend focusing on the ERA residency. The overlap between prompt engineering and security (preventing prompt injections, managing hallucinations) is where the most interesting technical challenges are happening right now.

[Next PyTorch Binary Classification: Fixing the Loss vs. Metric Gap →](/en/threads/2763/)