PROMPT ENGINEERING

Prompt Differentiation Risk and Third-Party Audit Solutions

By

–

09 July 2025 5h03

If your prompt is the sole differentiator, you are in trouble. But also, why is that your problem as a buyer? And third party prompt audits can solve this.

Companies Must Allow Third-Party AI System Prompt Audits

By

–

09 July 2025 4h59

At the very least, companies should allow third party audits of system prompts. You can see how much an unannounced system prompt change (or other forms of unannounced fine-tuning, who knows?) can alter behavior by just looking at what happened today on X.

What is an agent and how to implement one?

By

–

09 July 2025 4h55

Ask what they think an agent is, and how they implemented it.

Understanding LLM Limits: System Prompts and Hidden Risks

By

–

09 July 2025 4h51

There is no secret magical LLM that these companies have access to that you cannot access yourself. You want to understand the limits of their systems, whether they are using system prompts to manipulate their users (or introduce other risks), and how they are using context.

Critical Due Diligence Questions for SaaS AI Buyers

By

–

09 July 2025 4h49

If you are a buyer of a SaaS AI product & you have the leverage to do so, ask: What model(s) are they using (there are only a handful), how often they upgrade, what are their system prompts for various pieces, & how they handle RAG/context. Don't let them launder AI risk for you

→ View original post on X — @mattshumer_

Fine-tuned AI models remain brittle despite optimization efforts

By

@mattshumer_

–

09 July 2025 3h08

Even fine-tuned super well, they are just too brittle and the experience suffers

→ View original post on X — @thatroblennon

Free n8n Templates Lack Quality AI Prompts

By

@thatroblennon

–

09 July 2025 1h13

free n8n templates are great, but have you seen some of the prompts inside them? why go through all that effort to build a flow and then power the whole thing with a generic 2-sentence prompt? you're automating mediocrity at scale