Andy Wheeler (@CrimeDecoder) header
Andy Wheeler (@CrimeDecoder) profile picture

Technical consulting for coding, predictive analytics, and optimization. Focused on public sector applications, mostly with police departments.

Joined August 2024
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So the time has come, VerusCite is a fully functional site and ready to release to the public. Hallucinations in peer review research are a current major problem. It signals a grave lack of care by researchers, and should trigger subsequently more scrutiny of the claims therein. But even in articles that researchers clearly use genAI tools to write whole cloth, the majority of the citations are correct. VerusCite only takes about 2~3 minutes to extract and verify those citations in an academic paper.
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One of the reasons Axon is going to continue to expand is that body worn cameras I expect are likely to expand to a bunch of other markets.
A father in Boulder County, Colorado recorded his caseworker's home visit. When he got her official report, it didn't match the recording. Supervisors pulled her other cases and found more visits logged as in person that only happened by phone. This week the DA charged her with two counts of first-degree official misconduct and abuse of public records. One father with a recorder did what the system wouldn't. I recorded too. On April 2, 2025, Loudoun County DFS came to my door with armed sheriff's deputies on a family assessment with no findings, no emergency and zero criminality. I refused a warrantless entry and offered a welfare check without police. DFS refused, and the next day took my daughters, including our breastfeeding baby. After an emergency hearing the court dismissed the removal order. Every allegation was ruled unfounded. Record everything. Paperwork is what takes children, and paperwork is how you prove it was wrong. 🇺🇸
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I have the pipeline to find articles with hallucinated references down to the point where I am typically adding 2 or 3 articles to the hall of hallucination per day. Here is one of the most recent additions. $1 to review a paper! (OA charges are over $3800 for this journal)
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You would think having multiple authors would prevent AI hallucinations, but I suspect the opposite may be the case Also includes multiple folks from legit institutions (Uni of Washington, Columbia, Scripps Ocean Institute)
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I wrote a book on AI engineering with the LLM APIs. I am begging you to read and understand it, because I need to hire more people with these skills! crimede-coder.com/store/
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One of the recent AI hallucinations I have come across is DOIs that point to totally different papers. I honestly don't know if these are author or editor induced. If editor, it just means the journals are publishing papers that *they know* have a pretty gross amount of errors.
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Can see this report at veruscite.com/share/a2NXY4aV…, 16 hallucinations that point to DOIs to other papers (and the papers as cited do not exist).
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Hall of Hallucinations is up to 142 papers. Sign up, contribute a few of your own. veruscite.com/hallucinations
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New VerusCite blog post, my false positive rate is under 1% in my benchmark and likely outside of it. I go through my Grok Bot scan yesterday to show an out of sample example. Of the 200+ citations scanned, my tool flagged 10. Only one is potentially a false positive.
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There are some legacy systems that are terrifying and I have no clue how they still manage to function (e.g. email). I am going to add 811 to that list. Got an email from North Carolina that has a parcel map that is at least over 10+ years old. It does work fast and gets the various companies out, but gosh that must be a tangled web to work on as a developer. (And the utilities must drop a significant amount of labor cost for something that should not be that hard.)
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Damien Charlotin's AI hallucination tracker in court cases has flattened. Possibly via not collecting as many, but also just as likely the models are getting better. (I am skeptical individuals are using them more effectively!)
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Holy moly guys, had no idea that level of volume was happening.
Kalshi trading over the weekend Parlays: $6.09B Sports (excluding parlays): $1.69B Everything else: $727M The midterm elections are in 2 weeks.
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Abigail Haddad has a good blog post in response to the Glock piece on DOGE that I recommend folks read. Unlike private sector, it is hard to measure "how effective the gov is". And she is pretty skeptical of Glock's claim that it is just as effective even after the exodus.
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presentofcoding.substack.com… PILLAGE! Is Not a Management Strategy DOGE, curiosity, and lost opportunities by Abigail Haddad
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