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Thursday, November 20, 2025

5 Surprising Ways Google’s Gemini 3 Will Change How We Research Family History



The relentless pace of AI announcements can feel overwhelming. As genealogists, we are just getting used to using AI for transcribing messy handwriting or drafting bios. But the release of Google’s Gemini 3 represents a tectonic shift. We are moving from using AI as a passive "lookup tool" to having an active Research Partner.

This isn't just a smarter chatbot that summarizes text; it is the dawn of autonomous research assistance. Here are the five most impactful takeaways from Google’s latest leap forward and what they mean for breaking down your brick walls.

1. It’s a Research Agent, Not Just a Chatbot

The single most important change in Gemini 3 is the evolution from "Question & Answer" to "Plan & Execute."

In the past, we had to spoon-feed prompts: "Analyze this census," then "Now look at this probate record," then "Compare the two." Gemini 3 is an agent. It can pursue a goal over an extended period, making decisions and managing multi-step workflows without constant intervention.

The Proof: In the Vending-Bench 2 benchmark (a test of managing complex business logic), Gemini 3 Pro didn't just win; it routed the competition, beating GPT-5.1 by nearly 272%.

The Genealogy Impact: Imagine telling Gemini, "Resolve the identity of the John Smith in the 1850 Ohio census versus the one in the 1860 Iowa census." Instead of a generic answer, the agent can autonomously plan a research log, cross-reference dates, analyze migration patterns, and present a conclusion based on the "long-horizon" logic it is now capable of. It acts less like a search bar and more like a professional genealogist working alongside you.

2. "Vibe Coding": Build Your Own Genealogy Tools

Google also introduced Antigravity, a platform that changes how we interact with software. You don’t need to be a programmer to use it. This introduces "vibe coding"—where you describe what you want in plain English, and the AI builds the tool for you.

The Genealogy Impact: Have you ever wanted an interactive map showing your ancestors' migration coupled with a timeline of local historical events, but you didn't know how to code it? With Antigravity, you can upload your GEDCOM data and simply say, "Create an interactive timeline map of the Miller family migration from 1820 to 1900." The AI acts as an orchestrator, writing the code to visualize your family history in ways previously reserved for professional developers.

3. You Can Control the "Depth" of Analysis (GPS Standard)

In a brilliant move for researchers, Google now lets us control how "hard" the model thinks via the thinking_level parameter.

  • Low Thinking (Transcription): Perfect for high-volume, simple tasks. "Transcribe this clear 1940 census page." It’s fast, cheap, and efficient.

  • Deep Think (Evidence Analysis): This is where it gets exciting. For complex problems—like endogamy in DNA matches or conflicting indirect evidence—you can toggle on "Deep Think."

The Genealogy Impact: In this mode, Gemini 3 scored an impressive 41.0% on Humanity's Last Exam (a brutal reasoning test) without external tools. This means when you are trying to prove a parentage case based solely on indirect evidence (the Genealogical Proof Standard), you can force the model to deliberate deeply, checking its own logic for fallacies before giving you an answer.

4. Nano Banana Pro: Visual Storytelling for Family Histories

We often ignore image generators in genealogy because they are terrible at text and historical accuracy. Nano Banana Pro (Gemini 3 Pro Image) changes that. It is a professional-grade tool that finally solves three massive headaches for family historians:

  1. Legible Text: It can render sharp, correct text. This is incredible for repairing torn documents digitally or creating legible, period-accurate maps and diagrams for your family books.

  2. Character Consistency: The "Identity Preservation" feature allows you to keep a character consistent. If you are writing a narrative history of your great-grandmother but only have one photo of her, you can generate illustrations of her (not a random generic woman) in various scenes throughout her life.

  3. 4K Resolution: Finally, images are crisp enough to print in a physical family history book without pixelation.

5. The "Mixture of Experts" Brain

The architecture behind Gemini 3 is a Sparse Mixture-of-Experts (MoE). In simple terms, the model is massive (1 trillion parameters), but it doesn't use its whole brain for every query. It routes your question to the specific "expert" nodes relevant to the task.

The Genealogy Impact: Think of this like visiting a massive library. You don't want the librarian to check every single book for your answer. You want them to go directly to the "Swedish Parish Records" expert or the "19th Century Probate Law" expert. This architecture allows Gemini 3 to hold a massive amount of world knowledge (historical contexts, legal terms, geography) while remaining fast enough to use for everyday research.

The Bottom Line: The Agentic Era

We are moving beyond AI that simply answers our questions to AI that acts on our research goals. As Gemini 3 transitions from a tool we use to a partner that acts on our behalf, the question is no longer "How do I write a prompt?" but rather "What mystery shall we solve today?"

This blog post was drafted with the help of Gemini 3 and NoteBookLM. I am learning as much as I can, as fast as I can.

 Here is a helpful list of sources about Gemini 3


Bibliography

Anderson, Tim. "We take a look at Google's Antigravity: Agentic AI development but some frustrations for early adopters." DevClass, November 19, 2025. https://devclass.com/2025/11/19/googles-antigravity-arrives-agentic-ai-development-but-frustrating-for-early-adopters/.

"Announcing Nano Banana Pro for every builder and business." Google Cloud Blog. November 21, 2025. https://cloud.google.com/blog/products/ai-machine-learning/nano-banana-pro-available-for-enterprise

"A new era of intelligence with Gemini 3." Google Blog. Accessed November 20, 2025. https://blog.google/products/gemini/gemini-3/

"Expert Report: The Impact of Gemini 3 Pro and Nano Banana Pro on Frontier AI Capabilities."

"Gemma explained: What's new in Gemma 3." Google Developers Blog. April 30, 2025.

"Gemma 3 Technical Report." arXiv preprint, 2025. https://arxiv.org/html/2503.19786v1.

"Gemini 3 Deep Think: Full Explanation & Practical Examples."

"Gemini 3 Developer Guide." Google AI for Developers. Last updated November 20, 2025. https://ai.google.dev/gemini-api/docs/gemini-3.

"Gemini 3 Pro." Google DeepMind. Accessed November 20, 2025. https://deepmind.google/models/gemini/pro/.

"Gemini 3 Pro." Google Cloud Documentation (Vertex AI). Last updated November 20, 2025. https://docs.cloud.google.com/vertex-ai/generative-ai/docs/models/gemini/3-pro.

"Gemini 3 Pro - Model Card." Googleapis.com. Accessed November 20, 2025. https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-3-Pro-Model-Card.pdf.

"Gemini 3 Pro: The Ultimate Deep Dive and Competitor Analysis." Skywork.ai. November 19, 2025. https://skywork.ai/skypage/en/gemini-3-pro-deep-dive-analysis/1990964279088766976.

"Gemini thinking." Google AI for Developers. Last updated November 18, 2025. https://ai.google.dev/gemini-api/docs/thinking.

"Generate and edit images with Gemini." Google Cloud Documentation (Vertex AI). Last updated November 20, 2025. https://docs.cloud.google.com/vertex-ai/generative-ai/docs/multimodal/image-generation.

"Google Antigravity Makes the IDE a Control Plane for Agentic Coding." MarkTechPost. November 19, 2025. https://www.marktechpost.com/2025/11/19/google-antigravity-makes-the-ide-a-control-plane-for-agentic-coding/.

"Google Gemini 3 Benchmarks." Vellum AI. November 18, 2025.

"Google Launches Nano Banana Pro." eWeek. November 20, 2025. https://www.eweek.com/news/google-nano-banana-pro-release/.

"Google Unveils Gemini 3 Pro with Benchmark-Breaking Performance." Unite.AI. Accessed November 20, 2025. https://www.unite.ai/google-unveils-gemini-3-pro-with-benchmark-breaking-performance/.

"Google unveils Nano Banana Pro image editor." Breaking The News. Accessed November 20, 2025. https://breakingthenews.net/Article/Google-unveils-Nano-Banana-Pro-image-editor/65225538.

"Google's Gemini 3 Pro turns sparse MoE and 1M token context into a practical engine for multimodal agentic workloads." MarkTechPost. November 18, 2025. https://www.marktechpost.com/2025/11/18/googles-gemini-3-pro-turns-sparse-moe-and-1m-token-context-into-a-practical-engine-for-multimodal-agentic-workloads/.

"Key Features, Limits, and Applications of Google's Nano Banana." HGS. September 3, 2025.

"Large language models and research progress: A Q&A with Ricardo Vinuesa." Michigan Engineering News. November 20, 2025.

"LLM as an Art Director (LaDi): Using LLMs to improve Text-to-Media Generators." arXiv preprint arXiv:2311.03716, 2023. https://doi.org/10.48550/arXiv.2311.03716.

"Models." Google DeepMind. Accessed November 20, 2025.

"Nano Banana - AI Image Editor | Edit Photos with Text." NanoBanana.ai. Accessed November 20, 2025. https://nanobanana.ai/.

"Nano Banana Prompts: Edit images with Google Gemini (Tutorial)." CyberLink. Last Updated September 25, 2025. https://www.cyberlink.com/blog/trending-topics/4196/nano-banana.

Wang, Andy. "Prompt Engineering Best Practices for Nano Banana Pro (2025)." Skywork.ai. November 16, 2025. https://skywork.ai/blog/ai-image/prompt-engineering-best-practices-nano-banana-pro-2025/.

"Release notes | Gemini API." Google AI for Developers. Last updated November 20, 2025. https://ai.google.dev/gemini-api/docs/changelog.

"The AI Superchip Revolution: Powering the Next Generation of Intelligent Data Centers." TokenRing AI. November 20, 2025. https://markets.financialcontent.com/wral/article/tokenring-2025-11-20-the-ai-superchip-revolution-powering-the-next-generation-of-intelligent-data-centers.

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Monday, November 17, 2025

Comments on evolving and devolving genealogical terminology

 

As both a genealogist and a linguist, the terminology of genealogy presents a fascinating study in linguistic evolution and functional shifts. The concepts of "evolving" and "devolving" are useful lenses to analyze changes in the language used to describe kinship and record-keeping. As we research back in time, it is inevitable that we will encounter archaic terminology both in the records we use for research and in the commonly used jargon of genealogy itself. 

The most obvious devolving terminology has to do with paper. Two terms have almost disappeared: Pedigree Chart and Family Group Record. This has happened notwithstanding the pervasive influence these two paper forms have had on the online genealogy programs. A family tree on a major genealogy record website still looks very similar to a paper genealogy form. The evolution of online forms must still conform to the reality of the basic family structure. What is generally missing, however, is an international focus. The online forms, like the paper ones, are still mired in the Western European world view and are inadequate for representing non-european cultures. Here is a list of a few of the devolving terms.

These terms describe familial relationships, often with a precision (or a lack of it) that differs from modern usage.

Archaic TermMeaning in Historical ContextModern Equivalent/Notes
RelictA widow; the one "left behind" after a spouse's death.Widow/Widower
ConsortA spouse; commonly used in historical records to denote the living wife of a husband.Spouse (Wife)
Base-BornA child born out of wedlock.Born out of wedlock (Illegitimate)
Née (or Nee)French for "born," used to indicate a woman's maiden surname (e.g., Jane Smith née Jones).Maiden Name
IssueChildren, offspring, or descendants.Children/Offspring
Brother-in-Law / Sister-in-LawHistorically, could refer to a wide range of relationships, including a step-sibling or half-sibling.Step-sibling, Half-sibling, or Spouse's sibling
InfantA person under the age of legal majority (which was historically 21).Minor (Underage Person)
CousinVery broadly used to mean any collateral kinsman (any relative outside the direct line), not just a first cousin.Relative/Kinsman
Foster-ChildHistorically, could mean an adopted child or even a stepchild (one who is "fed and nurtured" by the family).Adopted Child/Stepchild

If you are not aware of the meaning of these archaic terms, you are probably having difficulty reading and interpreting genealogically valuable records.

Legal terms, as they are used in genealogically important records are extremely constant, but the advent of the computer world has begun to undermine the terminology. I have seen many of the historic legal terms vanish from current case law. Here are some of the terms that have dropped into obscurity. 

These are vital for interpreting wills, administration bonds, and land records, as they relate to property, death, and legal status.

Archaic TermMeaning in Historical ContextModern Equivalent/Notes
IntestateA person who died without having left a legal will.Died without a Will
Testator / TestatrixThe person who made a valid will (male / female).Will-Maker
DecedentThe person who has died.Deceased Person
DowerThe portion of a deceased husband's real estate to which his widow was legally entitled for her lifetime.Widow's Real Estate Share
CurtesyThe common law right of a surviving husband to his deceased wife's real property, provided they had children.Widower's Property Right
Devise / DeviseeA gift of real property (land or a house) in a will / the person who receives it.Bequest of Real Estate
Bequest / LegateeA gift of personal property (money, goods) in a will / the person who receives it.Bequest of Personal Property
Executor / ExecutrixThe person (male / female) named in a will to carry out its terms.Estate Administrator
Grantor / GranteeThe person who sells/gives the property / the person who receives the property (in a deed).Seller / Buyer
Again, a lack of understanding of these terms can hinder genealogical research. 

In addition, the use of Latin abbreviations has also entirely disappeared. Here are some of the most historically common abbreviations. 

These are frequently found in old diaries, newspaper obituaries, and record transcripts.

Archaic TermFull Meaning (Latin)Modern Equivalent/Notes
Ibid.(Ibidem) - "In the same place."Used in citations to mean the source is the same as the one immediately preceding.
Inst.(Instante mense) - "Of the current month.""The 5th inst." on June 10th means June 5th.
Prox.(Proximo mense) - "Of the next month.""The 5th prox." on June 10th means July 5th.
Ult.(Ultimo mense) - "Of the last month.""The 5th ult." on June 10th means May 5th.
d.s.p.(Decessit sine prole) - "Died without issue."Died without children.
d.s.p.l.(Decessit sine prole legitima) - "Died without lawful issue."Died without legitimate children.
Aet. / Aetat.(Aetatis) - "Of age."Used to indicate age at death (e.g., Aet. 45 means age 45).
Fortunately, there are books that list the archaic terms. Here is a short list of some of the most valuable books. 

Drake, Paul. What Did They Mean by That?: A Dictionary of Historical and Genealogical Terms Old and New. Heritage Books, 2013.
Evans, Barbara Jean. A to Zax: A Comprehensive Dictionary for Genealogists & Historians. 3rd ed. Hearthside Press, 1995.
Harris, Maurine, and Glen Harris. Ancestry’s Concise Genealogical Dictionary. Ancestry Publishing, 1989. http://catdir.loc.gov/catdir/enhancements/fy1206/89006502-d.html.
Jerger, Jeanette L. A Medical Miscellany for Genealogists. Heritage Books, 1995.
Mills, Elizabeth Shown. Evidence Explained: Citing History Sources from Artifacts to Cyberspace. Third edition revised. Genealogical Publishing Company, 2017.

Fortunately, the current AI Chatbots can easily explain almost any of the archaic terms.