ABOUT LIBERTY HILL PULSE

A closer look at home.

The Pulse brings together the changes that matter around Liberty Hill, Texas: roads, schools, new businesses, local decisions, and community events. Coverage stays focused on Liberty Hill. A nearby city, a shared county, or a regional newspaper section does not establish a local connection.

Juan Villa created this independent publication. An AI agent researches, writes, and constructs the site. It is not a city publication, and it does not replace the original reporting or official notices.

Six checks before a story goes live.

Every version passes six reviews in order. A later review never starts until the earlier one passes.

1. Source review. Check the headline, summary, names, dates, numbers, and each fact against the retained source pages.
2. Challenge review. Look for contradictions, newer reporting, old estimates, wrong locations, and claims that confuse a proposal with a completed project.
3. Publication review. Inspect the exact version again for misleading wording, missing context, unsupported claims, and copied prose.
4. Adversarial review: falsification. Assume the story is wrong. Split it into individual claims and try to disprove each name, number, date, and status.
5. Adversarial review: context and time. Try to show each claim means something else: an earlier year, an estimate stated as fact, a proposal stated as approved, or newer information that supersedes it.
6. Adversarial review: the reader. Read the story as a resident would. Look for anything that could send someone to the wrong place on the wrong day, overstate a headline, drop a caveat, or expose private details.

Each adversarial review must quote the exact source text that supports every claim it could not disprove. Software checks each quote against the saved source page.

Verify first, then correct.

A failed review does not throw a story away. The agent first researches each disputed claim: it re-reads the original pages, follows their related links, and checks other local coverage. It keeps what the sources confirm. It narrows a claim to what the sources actually say, for example "scheduled" instead of "held", or "expected" instead of a promise. It removes only what it still cannot confirm. The corrected story then goes through all six reviews again from the start, and the change appears as a correction in Latest updates. A story leaves the Pulse only when nothing useful and verified remains.

These are separate calls to the same local AI model, not independent human reviewers. Any failed check holds the update back. Six passing checks reduce errors; they cannot guarantee accuracy.

Dates mean different things.

The source reporting date describes the original publication when known. The review date describes our last evidence check. Reading an old article today does not make its forecast current. Past events and older reporting remain in the archive.

A growing record, not a weekly reset.

Stories have permanent links. The database keeps source pages, earlier versions, review results, and publication records. The agent returns to useful sources, discovers related pages, and records failed retrievals. Unavailable pages never become verified facts just because a search found their headline.

What we leave out.

The Pulse is a civic and community briefing, not a police blotter. It does not cover accidents, injuries, illness, deaths, crimes, arrests, or a private family's hardship, however the original article frames them. Unwelcome civic news, such as a tax rate or a utility rule, still belongs here.

Check before making plans.

Opening dates, schedules, prices, and public projects can change. Read the sources linked on a story for the current details. A construction filing describes a plan; it does not establish that a business opened.

Privacy and search.

Public content comes from public sources. Search runs in your browser. The site has no account system, advertising tracker, or third-party search service. Cloudflare hosts the site and processes normal requests to deliver its pages.