Steve Little
@digitalarchivst.bsky.social
1.3K followers 1.4K following 130 posts
AI Program Director, National Genealogical Society; Family History AI Show podcast; Founder: AIGenealogyInsights.com Husband, Dad, birder, chess dilettante, film & TV fan, AI & genetic genealogist, Methodist pastor, photog, reader, writer, skygazer, NC, VA
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"While large language models excel at pattern recognition and insight generation, TODAY they cannot (do not?) verify facts in real-time. Treat their outputs — both factual claims and their supporting references — as sophisticated research leads requiring independent verification." ... 1/3 🧵
Mollick uses the word 'weird' frequently to describe LLMs, and I get it.

Here's a complementary technique to preface your meta-prompting: "Research and articulate the basic use and best practices of [METHODOLOGY or TOOL]." This gets good information into the context window and into your prompt.
Asking a model to critique or improve your prompts--called "meta-prompting"--is a strong and good use of these tools. And both OpenAI and Anthropic has tools to help you craft better prompts.
console.anthropic.com/dashboard
Reposted by Steve Little
I think this is my favorite use of ChatGPT so far.

Get the guide here: www.theformidablegenealogist.com/product-page...

#genealogy
Reposted by Steve Little
The barrier between an idea and a compelling image has essentially disappeared.
Here's a prompt to add a spectral wire sculpture to an image, inspired by the context and contents of the image (link to full prompt in first comment).
The prompt to generate the image was itself crafted with a strong writer, o3, and is interesting to read in its own.
I crafted the prompt below with an earlier version of OpenAI's o3 model. The image was generated with their GPT-4o model. (Full prompt in image.)
Virginia’s Great Seal (1776)—devised by revolutionaries George Wythe and George Mason—shows the Roman goddess Virtus, spear grounded, sword poised, standing over a deposed, crown-fallen tyrant; its motto “Sic semper tyrannis” (“Thus always to tyrants”) proclaims unending resistance to oppression.
Predicted, now here: GPT-4o generates accurate in-image text. However, "AI Reconstruction" by GPT-4o prompts debate: what do we call these things?!?

Image: The man on the left is my grandfather; the man on the right is not.

aigenealogyinsights.com/2025/06/10/e...
Ep.25 of Family History AI Show: GPT-4o’s photorealism & OpenAI’s o3 geolocation reasoning impress—accurate within blocks. Plus, Google Gemini Veo 3 hints at next-gen video/audio generation.
The Grammarly response was interesting: the service reported that the phrase was not plagiarized, but it also assured me it was not AI generated.
That struck me. It crystallized the text, but is quite poetic compared to its source, an academic passage on ethics (Liautaud's Power). It sounded so good, I thought I'd check Google (zero hits on the phrase) and Grammarly.
Some models are better with words than others. I was using OpenAI's o3 to help me understand some text, so I prompted a summary, and it responded:

"ignorance is the seedbed of unintended harm"
Reposted by Steve Little
You guys...? We did it. 🥰

We won the FULL NEW YORK STATE DEATH INDEX FOR 1880-2017!

We beat the largest government agency in the state of New York (@nysdoh.bsky.social), in the highest court of the state, through a Freedom of Information Law (#FOIL) suit.
www.reclaimtherecords.org/records-requ...
The FULL New York State Death Index, 1880-2017 - Reclaim The Records
www.reclaimtherecords.org
Your questions go to the top of the list. The role of subject matter experts is vital; you see first and best where these tools currently fall short technically and where unintended, unseen, or overlooked consequences may be lurking. Can't promise easy answers but crucial all are aware of questions.
Ask Hard Questions! Drop your toughest AI-in-genealogy questions below. Ahead of Sunday’s NGS panel on Guiding AI Principles—Accuracy, Disclosure, Privacy, Education, Compliance—I’ll be on stage with Lynn Broderick and BCG president David Ouimette. What should we tackle? ⬇️
My improv on "Please" and "Thank you": the wink.😉
Reposted by Steve Little
Tonight is the 250th anniversary of Paul Revere’s midnight ride. May his memory remind us all to resist the tyranny forming in our government.
Reposted by Steve Little
#genchat More on ethics & #Genealogy
Do you use AI in your genealogical writing or research? Check out Ethical AI for Genealogists buff.ly/3mb23Pa for tips on being transparent and writing disclosure statements. #GenealogyBlogging #AIandGenealogy #Genealogy #EthicsinGenealogy
Meet Linka, an AI assistant introduced by Borland Genetics, who helps Kevin Borland code the site to help users. If you'd like to learn how beginners can create your own AI assistants, Andrew Redfern is teaching a free webinar on saved prompts. #genealogy

Details on both in comments. 🔗⬇️