What AI Leaves Out

THE TRANSLATION · September 2026

The sentence sounds professional, and you know it is wrong. You asked a model to translate your military experience; it returned someone who “drives operational excellence” but seems to have done nothing you remember doing.

You cannot point to a grammatical mistake. You can point to the absence of your work.

Keep What Makes It Yours

Access to a model is no longer much of a distinction. Another candidate can ask for the same polished language, then place it beneath a different name.

For a veteran, the loss can be harder to spot. The original language may be full of abbreviations, so almost anything that sounds civilian feels like progress.

But removing jargon is only half the job. The other half is preserving what the jargon was carrying: responsibility, scale, constraints, and decisions.

A useful line tells a reader what you were responsible for and where you had to exercise judgment. A polished line can avoid both questions while sounding certain of itself.

That is the trap in “make this sound corporate.” You have asked for a tone before deciding which facts must survive.

The model does not know what you actually did. It will invent scale if you let it, and it cannot tell you which direction you want to go.

You own those boundaries. Before asking for a rewrite, separate the record from the language: what happened, what you controlled, what changed, and what you can verify.

If a number is missing, leave a question. An empty field is more useful than a confident figure you cannot explain.

One Line, Three Versions

This is a constructed military maintenance role, not a real person or a TRP client. The role and numbers exist only for this example.

1. Raw Military Version

“Maintenance NCOIC for 18 91-series Soldiers; tracked PMCS and NMC status across 64 tactical vehicles; prioritized recovery and repair work against changing BN training requirements.”

2. AI Corporate Version

“Leveraged cross-functional teams to drive operational excellence, optimize strategic readiness, and deliver mission-critical outcomes in a dynamic, fast-paced environment.”

3. A Useful Translation

“Led 18 vehicle maintenance specialists supporting 64 vehicles; reset repair and recovery priorities when training schedules changed.”

The second version deletes the people, the vehicles, and the decision. It treats translation as a change of voice, replacing unfamiliar detail with familiar corporate phrasing because the instruction never required the evidence to survive.

The third version keeps the scale and names the judgment. Someone outside the military can understand the work without learning its vocabulary first.

Notice what it does not claim. There is no invented cost saving, improvement percentage, or suggestion that the person controlled the entire organization.

“Supporting 64 vehicles” describes the workload. It does not quietly promote the writer into ownership of an entire fleet.

“Reset priorities” describes a decision with competing demands. The reader can now ask how those priorities were set, rather than trying to decode what “strategic readiness” meant.

That restraint is part of the quality. The line gives a reader something concrete to ask about, and its writer something concrete to explain.

The lesson is not to collect stronger verbs. It is to keep the facts that make this experience belong to one person.

That is the whole idea behind The Translation, a free monthly letter from The Rinaldi Project. One teardown like this one, one tactic for using AI without sounding like everyone else, and one field note. Monthly.

Or keep reading for three ways to make a model work from your evidence.

Give It Better Instructions

1. Give it a specific destination.

Put the actual job description alongside the resume. Then: "Match each requirement to a fact I supplied. Mark anything unsupported as a gap; do not rewrite yet."

Review the matches yourself. If the job calls for budget ownership and you tracked spending without approving it, preserve that distinction.

2. Make it interview you first.

Before it drafts, have it ask you five questions about the line: What did I own? How many people or assets? What constraint mattered? What decision did I make? What changed, if I can verify it?

Then: "Write one sentence using only these answers. Do not add numbers, outcomes, authority, or responsibilities; list any detail you still need separately."

3. Run the interview test.

Read the line aloud, then answer: "Tell me exactly what you mean by that." Reject any sentence you could not defend in that conversation.

Check the verbs. Supported, coordinated, supervised, and owned describe different relationships to the work.

The Direction Stays Yours

Field note: make the record before you need the resume. September is National Preparedness Month; apply the principle to your transition by getting the facts straight before an application is due.

Keep a simple account of responsibilities and decisions while you can still recall the detail. Record what you know, identify what needs checking, and avoid turning an estimate into a fact through repetition.

Choose the kind of work you want those facts to support. A model can suggest wording for a target you name; it cannot choose the working life you want.

The tool does not remove your responsibility for what goes on the page. It makes that responsibility easier to overlook.

“A model can draft the sentence. It cannot take responsibility for it.”

The Rinaldi Project supports veterans and military families in the first year after separation or retirement through practical employment transition support.

Its four services are free to veterans: military-to-civilian resume translation, LinkedIn rebuild, interview preparation, and portfolio-ready work sample creation.

Keep The Translation Going

Subscribe to THE TRANSLATION, a free monthly letter from The Rinaldi Project.

Each month: one tactical piece on AI and the job search, one translation teardown like this one, and one field note.

The name is the premise: translation is the whole problem.

Keep the experience. Make it legible.

Or forward this to a veteran who is in it.

Rinaldi Project Corporation is a 501(c)(3) public charity. EIN 33-1429054.