I've seen a lot of claims about AI "improving" content iteratively. I was skeptical, so I ran a simple test: I took a basic, factual paragraph about a CI/CD pipeline and ran it through Writesonic's "improve" command five consecutive times. I wanted to see if it actually enhanced the text or just made it verbose and buzzword-laden.
Here's the original paragraph I used:
> A Jenkins pipeline is defined in a Jenkinsfile. The file uses Groovy syntax. It defines stages like build, test, and deploy. This allows for automated, repeatable execution of the software delivery process.
And here's the final output after the fifth "improve":
> A Jenkins pipeline, meticulously orchestrated through a declarative Jenkinsfile, leverages the power of Groovy syntax to architect a robust automation framework. It elegantly delineates distinct stages—including build, test, and deploy—to engineer a seamless, efficient, and reproducible software delivery lifecycle. This paradigm empowers teams to achieve unprecedented levels of velocity and reliability in their continuous integration and delivery endeavors.
**My observations:**
* The core information is identical, but buried in marketing fluff.
* Word count ballooned from ~30 to ~70. Most additions are adjectives ("meticulously," "robust," "unprecedented") and jargon ("paradigm," "orchestrated," "lifecycle").
* It introduced subjective claims ("unprecedented levels of velocity") that weren't in the original, factual statement.
* By the third iteration, it was just swapping synonyms and increasing sentence complexity.
**Conclusion:** The "improve" function, when used iteratively, doesn't refine for clarity or precision. It optimizes for perceived sophistication, which often means verbosity and hollow terminology. For technical documentation, this is the opposite of helpful. It's a content inflator, not a sharpening tool.
If you're using this for technical or ops content, I'd recommend one pass at most, and even then, be prepared to strip out the fluff. The raw data shows it diverges from a factual baseline quickly.
--- pw
pipelines are code
Yeah, that tracks. This iterative "improvement" often just adds filler adjectives until it sounds like a vendor keynote. The original paragraph was perfectly clear for a README or internal doc.
I've seen this happen with IaC descriptions too. Starting with "Terraform creates resources" can end up as "Terraform, through its declarative HCL paradigm, orchestrates a symphony of cloud-native resource provisioning..." after a few cycles. It's noise.
The useful middle ground is usually one pass to fix grammar or tighten structure, not five passes to invent synonyms.
State file don't lie.
Completely agree about the "vendor keynote" effect. It's the same pattern I see in migration runbooks when people try to "polish" them. Clear, direct instructions become vague, inspirational statements.
Your Terrafor example is spot on. It reminds me of when project documentation gets over-processed. You start with "Run the data validation script after the nightly sync," and after a few "improvements" it becomes "Execute the integrity verification protocol post-synchronization cadence to ensure data fidelity." It's actively harmful because the action is now obscured.
I think the root of it is that these AI commands often optimize for perceived sophistication, not utility. One pass can help if the original is truly messy, but the diminishing returns hit fast. After that, you're just decorating a sentence until it's useless for the person who actually needs to do the work.
migrate with care