Bookmarks 2025-11-20T18:07:03.348Z
by Owen Kibel
30 min read
Bookmarks for 2025-11-20T18:07:03.348Z
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EVIDENCE GOES MISSING In Charlie Kirk Case??! | Tim Pool - YouTube Added: Nov 20, 2025
EVIDENCE GOES MISSING In Charlie Kirk Case??! | Tim Pool
Site: YouTube
Go to https://BackyardButchers.com/TIM and enter promo code TIM for 30% off â plus a FREE turkey or ham with your purchase.Become A Memberhttp://youtube.com/...

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Site: X (formerly Twitter)
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X Added: Nov 20, 2025
Site: X (formerly Twitter)
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Trump-Elon Musk bromance back on: Inside how the president, mogul ended their nasty feud | New York Post Added: Nov 20, 2025
Trump-Elon Musk bromance back on: Inside how the president, mogul ended their nasty feud
Site: New York Post
Trump gave Musk not one, but three, shout-outs during a business-focused speech before Saudi Arabiaâs Crown Prince Mohammed bin Salman.

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Trump and Musk appear to make amends after public feud over policy | Fox News Added: Nov 20, 2025
Trump and Musk appear to make amends after public feud over policy | Fox News

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Gemini 3: Introducing the latest Gemini AI model from Google Added: Nov 20, 2025
A new era of intelligence with Gemini 3
Site: Google
Today weâre releasing Gemini 3 â our most intelligent model that helps you bring any idea to life.

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Nano Banana Pro image generation in Gemini: Prompt tips Added: Nov 20, 2025
7 tips to get the most out of Nano Banana Pro
Site: Google
Here are some tips for writing more effective prompts for image generation and editing in Gemini using Nano Banana Pro.

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Highly selective cannibalism in the Late Pleistocene of Northern Europe reveals Neandertals were targeted prey | Scientific Reports Added: Nov 20, 2025
Highly selective cannibalism in the Late Pleistocene of Northern Europe reveals Neandertals were targeted prey - Scientific Reports
Site: Nature
The Troisième caverne of Goyet has yielded the largest assemblage of Neandertal remains in Northern Europe with clear evidence of anthropogenic modifications. However, its skeletal fragmentation has long limited detailed morphological and behavioural study on the assemblage. In this study, we integrate palaeogenetic, isotopic, morphometric, and structural analyses of the long bones to assess the biological profiles of the Neandertals from Goyet and explore whether they present particularities that could shed light on the formation of this unique cannibalised assemblage. We identify a minimum of six individuals, including four adult or adolescent females. Compared to Homo sapiens and Neandertalsâincluding regional specimensâthe females from Goyet display short statures and reduced diaphyseal robusticity of their long bones. They lack skeletal markers associated with high mobility despite isotopic evidence for non-local origins. The overrepresentation of short, morphologically gracile, non-local females, alongside two immature individuals, suggests a strong selection bias in the individuals present at the site. Dated between 41,000 and 45,000 years ago, a period marked by Neandertal cultural diversity, biological decline and the arrival of Homo sapiens in Northern Europe, the cannibalised female and juvenile Neandertals from Goyet indicate exocannibalism, possibly linked to inter-group conflict, territoriality, and/or specific treatment of outsiders.

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âVibe codingâ is enabling a completely new generation of founders, experts say - Tech - DAWN.COM Added: Nov 20, 2025
âVibe codingâ is enabling a completely new generation of founders, experts say
Site: Dawn
Building prototypes or early-stage products no longer requires large engineering teams.

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Genetically engineered fungi are protein-packed, sustainable, and taste similar to meat Added: Nov 20, 2025
Genetically engineered fungi are protein-packed, sustainable, and taste similar to meat
In a new study published in Trends in Biotechnology, researchers used a gene-editing technology called CRISPR to increase a fungus's production efficiency and cut its production-related environmental impact by as much as 61%âall without adding any foreign DNA. The genetically tweaked fungus tastes like meat and is easier to digest than its naturally occurring counterpart.

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'I like boring, and boring to me is no super exciting new features that will break machines for millions of people around the world' says Linux creator Linus Torvalds | PC Gamer Added: Nov 20, 2025
'I like boring' says Linux creator Linus Torvalds: 'Boring to me is no super exciting new features that will break machines for millions of people around the world'
Site: PC Gamer
No clue what he might be referencing here.

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Discovery in the deep ocean defies current human knowledge - Earth.com Added: Nov 20, 2025
Discovery in the deep ocean defies current human knowledge
Site: Earth.com
In a patch of the Pacificâs abyssal plain, scientists a surprising phenomenon called âdark oxygen production.â

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U.S. - Saudi Investment Forum - YouTube Added: Nov 20, 2025
U.S. - Saudi Investment Forum
Site: YouTube
"Whether you've come from near or far, we're delighted to have you invest right here in the HOTTEST COUNTRY.Together the United States & Saudi Arabia are unl...

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Press Secretary Karoline Leavitt Briefs Members of the Media, Nov. 20, 2025 - YouTube Added: Nov 20, 2025
Press Secretary Karoline Leavitt Briefs Members of the Media, Nov. 20, 2025
Site: YouTube
The White House

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(127) President Trump Delivers Remarks at the U.S. - Saudi Investment Forum - YouTube Added: Nov 20, 2025
President Trump Delivers Remarks at the U.S. - Saudi Investment Forum
Site: YouTube
Washington, D.C.

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(127) President Trump and the First Lady Participate in a Dinner with the Crown Prince of Saudi Arabia - YouTube Added: Nov 20, 2025
President Trump and the First Lady Participate in a Dinner with the Crown Prince of Saudi Arabia
Site: YouTube
President Trump and the First Lady participate in a dinner with the Crown Prince and Prime Minister of the Kingdom of Saudi Arabia.The White House

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(127) President Trump Participates in a Bilateral Meeting with the Crown Prince of Saudi Arabia - YouTube Added: Nov 20, 2025
President Trump Participates in a Bilateral Meeting with the Crown Prince of Saudi Arabia
Site: YouTube
President Trump participates in a Bilateral Meeting with the Crown Prince and Prime Minister of the Kingdom of Saudi Arabia.The White House

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(127) Vice President JD Vance Joins Breitbartâs Matthew Boyle for a Fireside Chat - YouTube Added: Nov 20, 2025
Vice President JD Vance Joins Breitbartâs Matthew Boyle for a Fireside Chat
Site: YouTube
Washington, D.C.

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Scientists Overturn 20 Years of Textbook Biology With Stunning Discovery About Cell Division Added: Nov 20, 2025
Scientists Overturn 20 Years of Textbook Biology With Stunning Discovery About Cell Division
Site: SciTechDaily
Scientists have uncovered an unexpected function for a crucial protein involved in cell division. Reported in two consecutive publications, the finding challenges long-accepted models and standard descriptions found in biology textbooks. Researchers at the RuÄer BoĹĄkoviÄ Institute (RBI) in Zagreb

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America the Beautiful - YouTube Added: Nov 20, 2025
America the Beautiful
Site: YouTube
A country worth fighting for

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Nano Banana Pro aka gemini-3-pro-image-preview is the best available image generation model Added: Nov 20, 2025
Nano Banana Pro aka gemini-3-pro-image-preview is the best available image generation model
Site: Simon Willisonâs Weblog
Hot on the heels of Tuesdayâs Gemini 3 Pro release, today itâs Nano Banana Pro, also known as Gemini 3 Pro Image. Iâve had a few days of preview access âŚ

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This plant is capable of killing weeds by itself, no chemicals needed - Earth.com Added: Nov 20, 2025
Scientists discover a plant capable of killing weeds by itself, no chemicals needed
Site: Earth.com
Scientists found a natural compound in Manchurian walnut that can inhibit seedling growth, paving the way for cleaner "bioherbicides."

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How to Write Readable Python Functions Even If Youâre a Beginner - KDnuggets Added: Nov 20, 2025
How to Write Readable Python Functions Even If Youâre a Beginner
Site: KDnuggets
Writing readable Python functions doesnât have to be difficult. This guide shows simple techniques to make your code clear, consistent, and easy for others to understand.

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Rocket returned, lightly used: Why Blue Origin's landed New Glenn booster is so clean | Space Added: Nov 20, 2025
Rocket returned, lightly used: Why Blue Origin's landed New Glenn booster is so clean
Site: Space
It all comes down to the fuel.

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Gemini 3 just launched â these 5 powerful features are my favorites so far | Tom's Guide Added: Nov 20, 2025
Gemini 3 just launched â these 5 powerful features are my favorites so far
Site: Tom's Guide
Googleâs newest AI model has useful improvements you don't want to miss

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Victor Davis Hanson: AI Is Challenging âClimate Change Orthodoxyâ - YouTube Added: Nov 20, 2025
Victor Davis Hanson: AI Is Challenging âClimate Change Orthodoxyâ
Site: YouTube
Decades of consensus around so-called climate catastrophe are now running into new economic, technological, and geopolitical realities.Mix in AI and its unpr...

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Victor Davis Hanson: Donât Ignore ThisâHitler Revisionism Is Growing Online - YouTube Added: Nov 20, 2025
Victor Davis Hanson: Donât Ignore ThisâHitler Revisionism Is Growing Online
Site: YouTube
âNazi.â âHitler.â The smears have been used against conservatives for generationsâbut something new is happening. Victor Davis Hanson warns that a small, voc...

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Victor Davis Hanson: 'We Did That': Baby Boomer's âGenerational Betrayalâ - YouTube Added: Nov 20, 2025
Victor Davis Hanson: 'We Did That': Baby Boomer's âGenerational Betrayalâ
Site: YouTube
In this episode of âVictor Davis Hanson: In His Own Words,â Victor Davis Hanson and Jack Fowler discuss the failure of Baby Boomers to pass on the American D...

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AT&T turned over McCarthyâs cell records to Jack Smith amid his J6 investigation | Fox News Added: Nov 20, 2025
AT&T turned over McCarthyâs cell records to Jack Smith amid his J6 investigation | Fox News
AT&T gave thenâspecial counsel Jack Smith Kevin McCarthyâs personal cellphone records during his Jan. 6 probe, documents show, raising Department of Justice oversight questions.
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Archaeologists Discover Long-Lost 2,000-Year-Old Crop in the Canary Islands Added: Nov 20, 2025
Archaeologists Discover Long-Lost 2,000-Year-Old Crop in the Canary Islands
Site: SciTechDaily
Ancient lentils preserved in volcanic silos link modern Canarian crops to 2,000-year-old North African origins. Lentils cultivated in the Canary Islands today have roots that extend nearly 2,000 years into the past. This finding comes from the first-ever genetic study of archaeological lentils, c

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Katie Couric warns CBS under Bari Weiss is 'compromising independent journalism' | New York Post Added: Nov 20, 2025
Katie Couric claims new owners of CBS, Bari Weiss are âcompromising independent journalismâ
Site: New York Post
Couric said Paramount Skydanceâs move to put the division under the editorial control of Bari Weiss is âcompromising independent journalism.â

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Exclusive: Nano Banana Pro 4K image samples
Added: Nov 20, 2025Exclusive: Nano Banana Pro 4K image samples
Site: TestingCatalog
Google is about to roll out Nano Banana Pro for Gemini, bringing layout control, advanced text, and creative workflows to designers and marketers.

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Exclusive Comey Case Details, & Cringe Markle Profile, w/ Link Lauren, Eiglarsh, Holloway, Merchant - YouTube Added: Nov 20, 2025
Exclusive Comey Case Details, & Cringe Markle Profile, w/ Link Lauren, Eiglarsh, Holloway, Merchant
Site: YouTube
Megyn Kelly is joined by Mark Eiglarsh, Phil Holloway, and Ashleigh Merchant, MK True Crime contributors, to discuss exclusive details about the James Comey ...

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Seeing the hidden microbial world beneath our feetâfrom the sky Added: Nov 20, 2025
Seeing the hidden microbial world beneath our feetâfrom the sky
A new study by Dr. Angela Harris from The University of Manchester and Professor Richard Bardgett from Lancaster University has revealed that scientists can now detect the hidden world of microbes living in the soilâfrom the air.

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Google's Gemini 3 is living up to the hype and creating games in one shot Added: Nov 20, 2025
Google's Gemini 3 is living up to the hype and creating games in one shot
Google's Gemini 3 is finally here, and we're impressed with the results, but it still does not adhere to my requests as well as Claude Code.

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Mike Johnson defends Trump's 'sedition' attacks on Democrats - Live Updates - POLITICO Added: Nov 20, 2025
Mike Johnson defends Trump's 'sedition' attacks on Democrats
Site: POLITICO
Johnson said it was the Democrats who were acting âwildly inappropriateâ by suggesting military members should disobey unlawful orders.
Speaker Mike Johnson defended Donald Trump's declaration Thursday that some congressional Democrats engaged in "sedition" after the president suggested those Democrats should be executed Thursday. Johnson said it was the Democrats who were acting âwildly inappropriateâ by suggesting that military members should disobey unlawful orders from Trump. By post "SEDITIOUS BEHAVIOR, punishable by DEATH," according to Johnson, Trump was simply âdefining the crime of sedition." "That is a factual statement," Johnson said, adding attorneys would have to "parse" the language in the criminal act. Trump had previously reposted another Truth Social user, who wrote, "HANG THEM GEORGE WASHINGTON WOULD!!" Johnson said he did not see the full scope of Trump's comments and reposts, but he joined in Trump's attacks on the six House and Senate Democrats who posted a video addressing military members. âFor a senator like Mark Kelly or any member of the House or Senate to behave in that kind of talks is to me so just beyond the pale,â Johnson said, before telling reporters, âIâm not going to say anything more on it.â Senate Majority Leader John Thune pushed back on Trump's suggestion of executions, saying, "I don't agree with that." But he, too, criticized Democrats: "Obviously everybody has a First Amendment right [but] what they did was ill-advised and provocative and unnecessary." Later in the day â after White House press secretary Karoline Leavitt clarified that Trump did not actually want to execute members of Congress â Johnson softened his remarks, saying that âthe words that the president chose are not the ones that I would use.â âObviously, I don't think that ... these are crimes punishable by death or any of that," Johnson said. "But what the point [that] we need to emphasize here is that members of Congress in the Senate [and] House should not be telling troops to disobey orders. It is dangerous.â Speaking in a morning floor speech, Senate Minority Leader Chuck Schumer denounced Trump's comments, saying the president "is lighting a match in a country soaked with political gasoline." "Every senator, every representative, every American regardless of party should condemn this immediately and without qualification," he said. " Because if we don't draw a line here, there is no line left to draw." Jordain Carney contributed to this report.

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House Democrats contact Capitol Police after Trump "death threats" Added: Nov 20, 2025
House Democratic leaders contact Capitol Police after Trump "death threats" against vets
Site: Axios
Jeffries and his deputies urged Trump to "immediately delete these unhinged social media posts."

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Linux comes for Windows at 40 â and gaming can't save it
Added: Nov 20, 2025Linux comes for Windows at 40 â and gaming can't save it
Site: MUO
Windows is 40 and its midlife milestone comes with a Linux-shaped crisis.

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Screw it, Iâm installing Linux | The Verge Added: Nov 20, 2025
Screw it, Iâm installing Linux
Site: The Verge
Itâs the year of Linux on my desktop.
This time Iâm really going to do it. I am going to put Linux on my gaming PC. Calling it now. 2026 is the year of Linux on the desktop. Or at least on mine. Linux has been a perfectly viable desktop OS for ages. But gaming on Linux is now viable, too. Valveâs hard work getting Windows games to run well on the Linux-based Steam Deck has lifted all boats. Gaming handhelds that ship with Windows run better and have higher frame rates on Bazzite, a Fedora-based distro, than they do with Windows. And after reading about the upcoming Steam Machine and Antonioâs experience running Bazzite on the Framework Desktop, I want to try it. To be clear, my desktop works fine on Windows 11. But the general ratio of cool new features to egregious bullshit is low. I do not want to talk to my computer. I do not want to use OneDrive. Iâm sure as hell not going to use Recall. I am tired of Windows trying to get me to use Edge, Edge trying to get me to use Bing, and everything trying to get me to use Copilot. I paid for an Office 365 subscription so I could edit Excel files. Then Office 365 turned into Microsoft 365 Copilot, and I tried to use it to open a Word document and it didnât know how. Meanwhile, Microsoft is ending support for Windows 10, including security updates, forcing people to buy new hardware or live with the risks. Itâs disabling workarounds that let you set up Windows 11 with a local account or with older hardware. Itâs turning Xboxes into PCs and PCs into upsells for its other businesses. Just this week, the company announced that itâs putting AI agents in the taskbar to turn Windows into a âcanvas for AI.â I do not think Windows is going to be a better operating system in a year, so it feels like a good time to try Linux again. Iâm not normally one to change frogs midstream, but the water sure is getting hot. [Image: Coming soon to a taskbar near you! But not near me. https://platform.theverge.com/wp-content/uploads/sites/2/2025/11/taskbarai.jpg?quality=90&strip=all] Thatâs not to say I know what Iâm doing. Iâve used Macs for a decade for work, and I dabbled in Ubuntu 20-something years ago, but otherwise Iâve been a Windows guy since 3.1. At first, thatâs because itâs what we had at home, later because thatâs where the games were, and finally out of force of habit (and because thatâs where the games were). I brought a desktop to college instead of a laptop (so I could play games), and Iâve been building my own PCs for 18 years. I started my journalism career at Maximum PC magazine, testing gaming PC components. I try to stay familiar with all the major operating systems because of my job, so in addition to my work MacBook I also have a Chromebook, a ThinkPad, and a collection of older hardware I refuse to get rid of. I can work pretty well in Windows, in macOS, or in ChromeOS. My experiences with Linux over the past decade, on the other hand, have largely been as a series of extremely optional Tasks: * Trying to set up Homebridge on a Raspberry Pi. It sort of worked but was stymied by my home network setup, and I eventually replaced it with Home Assistant. * Setting up a Beepy, a kind of a bootleg Linux handheld with a tiny monochrome screen and a BlackBerry keyboard. This took longer than I wanted, but it worked in the end, and I learned that using a command-line interface with a BlackBerry keyboard on a tiny monochrome screen is my version of hell. * Running a Linux VM on my Chromebook so I could use Obsidian, my preferred note-taking app, which doesnât have a web interface. This was a pleasant experience and I have no complaints. * [deep breath] Setting up three different virtual machines using the Windows Subsystem for Linux so I could build keyboard firmware: one for QMK, one for ZMK, and I think the third was because the first QMK one stopped working. All of these were on my old desktop, on which the entire Linux subsystem somehow broke beyond repair. All of those projects, except the Chromebook one, took longer than expected, and cut into my vanishingly rare discretionary time. Thatâs also the time I use for gaming, reading, staring into the void, and half-starting organizational projects, so you can see how precious it is to me. The prospect of instead using that time trying to get my computer back to a baseline level of functionality â that is, as useful as it was before I tried installing Linux â is tempting, but itâs also why I havenât done it yet. Itâs a good time to try gaming on Linux. Antonio and Sean have been having fun with Bazzite, a Linux distro that mimics SteamOS; my friend and former colleague Will Smith is cohosting a PCWorld podcast called Dual Boot Diaries with this exact premise. [Image: Imagine this but Linux. https://platform.theverge.com/wp-content/uploads/sites/2/2025/09/nedwards_oled_1534_9136cf.jpg?quality=90&strip=all] And what better device to try it on than my personal desktop with an AMD Ryzen 7 9800X3D processor and Nvidia GeForce RTX 4070 Super graphics card? I just rebuilt this thing. The Windows install is only like six months old. Itâs working about as well as Windows does. So really, why wouldnât I blow that up and start over? Based on listening to two and a half episodes of Dual Boot Diaries and a brief text conversation with Will, Iâm going to install CachyOS, an Arch-based distro optimized for gaming on modern hardware, with support for cutting-edge CPUs and GPUs and an allegedly easy setup. I donât expect things to go smoothly. I donât really know what Iâm doing, and Linux is still a very small percentage of the PC gaming world. As of the most recent Steam Hardware & Software Survey â the best proxy we have for PC gaming hardware info as a whole â just over 3 percent of Steam users are running Linux. Of those, 27 percent are using SteamOS (and therefore a Steam Deck), 10 percent are using Arch, 6 percent are using CachyOS, 4 percent are using Bazzite, and the rest are split over a bunch of distros. So if anything goes wrong in my install, itâll be a lot of forum-hopping and Discord searching to figure it all out. But Iâve cleverly arranged it so the stakes are only medium: I have other machines to work on while my desktop is inevitably borked (and to run programs like Adobe Creative Suite), and if I end up spending hours of my discretionary time learning Linux instead of gaming, well, thatâs not the worst outcome. Maybe itâll all go smoothly and Iâll report back in a few weeks, another prophet of the revolution. Maybe itâll go terribly and Iâll come crawling back. Only one way to find out.

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Windows turns 40 with uncertain future | Windows Central
Added: Nov 20, 2025Windows turns 40 but its future has never been less certain
Site: Windows Central
Windows turns 40 today, but instead of a victory lap, the OS is staring down an uncertain future as Microsoft redefines its role in a rapidly evolving world.

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Gemini 3 Prompting: Best Practices for General Usage Added: Nov 20, 2025
Gemini 3 Prompting: Best Practices for General Usage
A comprehensive guide on best practices for prompting Gemini 3, focusing on clarity, structure, reasoning, and agentic tool use to maximize model performance across various domains.
I have been using Gemini 3 Pro for a bit and let me put it simply. It is so much better at literal everything than 2.5 Pro! This post shares the principles and structural patterns that are currently working best for me. This isn't meant to be treated as the gold standard, but rather as a starting point to help you refine your own strategies. Take what works, tweak what doesn't, and keep iterating.
## Core Principles
Gemini 3 favors directness over persuasion and logic over verbosity. To maximize performance, adhere to these core principles:
* **Precise Instructions:** Be concise in your input prompts. Gemini 3 responds best to direct, clear instructions. State your goal clearly without fluff.
* **Consistency & Defined Parameters:** Maintain a uniform structure throughout your prompts (e.g., standardized XML tags) and explicitly define ambiguous terms.
* **Output Verbosity:** By default, Gemini 3 is less verbose and prefers providing direct, efficient answers. If you require a more conversational or "chatty" persona, you must explicitly ask for it.
* **Multimodal Coherence:** Text, images, audio, or video should all be treated as equal-class inputs. Instructions should reference specific modalities clearly to ensure the model synthesizes across them rather than analyzing them in isolation.
* **Constraint Placement:** Place behavioral constraints and role definitions in the System Instruction or at the very top of the prompt to ensure they anchor the model's reasoning process.
* **Long Context Structure:** When working with large contexts (books, codebases, long videos), place your specific instructions at the **end** of the prompt (after the data context).
* **Context Anchoring:** When transitioning from a large block of data to your query, explicitly bridge the gap. Use a framing phrase like *"Based on the information above..."* before your question.## Reasoning and Planning
**Explicit Planning & Decomposition**
``` Before providing the final answer, please:
- Parse the stated goal into distinct sub-tasks.
- Is the input information complete? If not, stop and ask for it.
- Are there tools, shortcuts, or "power user" methods that solve this problem better than the standard approach? (e.g., "Don't just list specs, suggest a workaround").
- Create a structured outline to achieve the goal.
- Validate your understanding before proceeding. ```
**Self-updating TODO Tracker**
``` Create a TODO list to track progress:
- [ ] Primary objective
- [ ] Task 1
- [ ] Task 2 ....
- [ ] Review ```
**Critique its own output**
``` Before returning your final response, review your generated output against the user's original constraints.
- Did I answer the user's *intent*, not just their literal words?
- Is the tone authentic to the requested persona?
- If I made an assumption due to missing data, did I flag it? ```
## Structured Prompting
Use XML-style tagging or Markdown to structure prompts. This provides unambiguous boundaries that help the model distinguish between instructions and data. Don't mix XML or Markdown, choose one format for consistency.
**XML Example:**
```xml <rules> 1. Be objective. 2. Cite sources. </rules>
<planning_process> 1. Analyze the Request: Identify the core goal and all explicit constraints. 2. Decompose: Break the problem into logical sub-tasks or variables. 3. Strategize: Outline the step-by-step methodology to solve each sub-task. 4. Verify: Check your plan for logical gaps or edge cases. </planning_process>
<error_handling> IF <context> is empty, missing code, or lacks necessary data: DO NOT attempt to generate a solution. DO NOT make up data. Output a polite request for the missing information. </error_handling>
<context> [Insert User Input Here - The model knows this is data, not instructions] </context> ```
**Markdown Example:**
``` # Identity You are a senior solution architect.
# Constraints
- No external libraries allowed.
- Python 3.11+ syntax only.
# Output Format Return a single code block. ```
## Agentic Tool Use
**The Persistence Directive**
``` You are an autonomous agent.
- Continue working until the user's query is COMPLETELY resolved.
- If a tool fails, analyze the error and try a different approach.
- Do NOT yield control back to the user until you have verified the solution. ```
**Pre-Computation Reflection**
``` Before calling any tool, explicitly state:
- Why you are calling this tool.
- What specific data you expect to retrieve.
- How this data helps solve the user's problem. ```
## Domain Specific Use Cases
**Research and Analysis**
```
- Decompose the topic into key research questions
- Search for/Analyze provided sources for each question independently
- Synthesize findings into a cohesive report
- CITATION RULE: If you make a specific claim, you must cite a source. If no source is available, state that it is a general estimate. Every claim must be immediately followed by a reference [Source ID] ```
**Creative Writing**
```
- Identify the target audience and the specific goal (e.g., empathy vs. authority).
- If the task requires empathy or casualness, strictly avoid corporate jargon (e.g., "synergy," "protocols," "ensure").
- Draft the content.
- Read the draft internally. Does this sound like a human or a template? If it sounds robotic, rewrite it. ```
**Problem-Solving**
```
- Restate the problem in your own words.
- Identify the "Standard Solution."
- Identify the "Power User Solution" (Is there a trick, a specific tool, or a nuance most people miss?).
- Present the solution, prioritizing the most effective method, even if it deviates slightly from the user's requested format.
- Sanity check: Does this solve the root problem? ```
**Education Content**
```
- Assess the user's current knowledge level based on their query.
- Define key terms before using them.
- Explain the concept using a relevant analogy.
- Provide a "Check for Understanding" question at the end. ```
## Example Template
This template combines best practices (Caching-friendly structure, Planning, and XML delimiters) into a reusable baseline.
**â ď¸ Note: The Engineering Mindset**
There is no "perfect" template or context structure. Context engineering is an empirical effort, not a fixed syntax. The optimal structure depends heavily on your specific data, latency constraints, and domain complexity. Treat the patterns below as robust baselines, but expect to iterate, measure, and refine based on your specific use case.**System Instruction**
``` <role> You are Gemini 3, a specialized assistant for [Insert Domain, e.g., Data Science]. You are precise, analytical, and persistent. </role>
<instructions>
- **Plan**: Analyze the task and create a step-by-step plan into distinct sub tasks. tags.
- **Execute**: Carry out the plan. If using tools, reflect before every call. Track you progress in TODO List use [ ] for pending, [x] for complete.
- **Validate**: Review your output against the user's task.
- **Format**: Present the final answer in the requested structure. </instructions>
<constraints>
- Verbosity: [Low/Medium/High]
- Tone: [Formal/Casual/Technical]
- Handling Ambiguity: Ask clarifying questions ONLY if critical info is missing; otherwise, make reasonable assumptions and state them. </constraints>
<output_format> Structure your response as follows: 2. **Executive Summary**: [2 sentence overview] 3. **Detailed Response**: [The main content] </output_format> ```
**User Prompt**
```
<context> [Insert relevant documents, code snippets, or background info here] </context>
<task> [Insert specific user request here] </task>
<final_instruction> Remember to think step-by-step before answering. </final_instruction>
```
Thanks for reading! If you have any questions or feedback, please let me know on [Twitter](https://twitter.com/_philschmid) or [LinkedIn](https://www.linkedin.com/in/philipp-schmid-a6a2bb196/).

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'A forest with bonobos has never been so quiet': Most extreme case of violence in 'hippie' species recorded, with females ganging up on male in unprecedented attack | Live Science Added: Nov 20, 2025
'A forest with bonobos has never been so quiet': Most extreme case of violence in 'hippie' species recorded, with females ganging up on male in unprecedented attack
Site: Live Science
Female bonobos routinely form coalitions to stamp out threats from males, but the level of violence in this attack was unprecedented.

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Linux's 3 biggest strengths are also it's biggest weaknesses
Added: Nov 20, 2025This is Linux's greatest strength, but it's also its greatest flaw
Site: How-To Geek
The reasons why everyone loves Linux are the same exact reasons why others avoid it.

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Diagnostic dilemma: Woman had her twin brother's XY chromosomes â but only in her blood | Live Science Added: Nov 20, 2025
Diagnostic dilemma: Woman had her twin brother's XY chromosomes â but only in her blood
Site: Live Science
Doctors discovered a woman had "blood chimerism" after examining the chromosomes of cells from different parts of her body.

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I wanted a lightweight OS⌠and this Linux distro went way beyond that
Added: Nov 20, 2025I wanted a lightweight OS⌠and this Linux distro went way beyond that
Site: MUO
The distro hopping never stops.

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3I/ATLAS and the Interstellar Cloud: Two Alarming Events NASA Isnât Connecting - USA Herald
Added: Nov 20, 20253I/ATLAS and the Interstellar Cloud: Two Alarming Events NASA Isnât Connecting - USA Herald
Site: USA Herald - The People's Voice
âNew data raises familiar explanations â but the real story may be what NASA did not say.â [USA HERALD] NASAâs November 19 press conference promised long-awaited clarity on 3I/ATLAS â but, as Harvard astrophysicist Avi Loeb predicted just an hour before the event, no big news emerged. NASA repeated its official position: 3I/ATLAS is a natural comet, its data delays Avi Loeb challenges NASAâs new 3I/ATLAS data as Earth enters a dense interstellar cloud, driving unusual auroras and raising urgent cosmic questions.

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MAGA Civil War, Identity Politics, Christianity, & the Woke Right DEBATE | The Culture War Podcast - YouTube Added: Nov 21, 2025
MAGA Civil War, Identity Politics, Christianity, & the Woke Right DEBATE | The Culture War Podcast
Site: YouTube
Don't miss the Black Friday Sale! Text TIM to 36912 to get 60% off the BAERSkin Hoodie today! Or click: https://baer.skin/timBUY CAST BREW COFFEE TO SUPPORT ...

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Trump Calls For EXECUTION Of Democrats Calling For INSURRECTION, Democrat Says PICK A SIDE - YouTube Added: Nov 21, 2025
Trump Calls For EXECUTION Of Democrats Calling For INSURRECTION, Democrat Says PICK A SIDE
Site: YouTube
Senator Says PICK A SIDEBecome A Memberhttp://youtube.com/timcastnews/joinThe Green Room - https://rumble.com/playlists/aa56qw_g-j0BUY CAST BREW COFFEE TO FI...

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Gemini 3 For UI Design. Gemini 3 is the latest state-of-the-art⌠| by Nick Babich | Nov, 2025 | UX Planet Added: Nov 21, 2025
Gemini 3 For UI Design
Site: Medium
Gemini 3 is the latest state-of-the-art LLM from Google. It is not just an incremental update itâs a radical shift toward an agentic-firstâŚ

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NEW Gemini 3 Designs UI Better Than Humans⌠(Seriously) - YouTube Added: Nov 21, 2025
NEW Gemini 3 Designs UI Better Than Humans⌠(Seriously)
Site: YouTube
Google just released Gemini 3.0 Pro, and the vibe-coding upgrade is on another level. Iâll show you real builds, test its new capabilities, and show you exac...
