Neither model is chasing a benchmark chart. Built for volume and cost control, useful when speed and price matter more than peak quality.
Has anyone tested the image-to-video chain yet? Curious if multi-turn editing holds up past 2-3 edits or falls apart.
Google shipped two new Gemini models today: Nano Banana 2 Lite and Gemini Omni Flash.
Not the 3.5 Pro everyone's waiting for. But worth knowing what's actually in them.
I am sharing a quick breakdown with you. Nano Banana 2 Lite & Gemini Omni Flash.
Early hands-on reports are mixed:
# Image model: real speed gains, close to half the generation time on basic tasks. Detail-heavy work still needs the full model.
# Omni Flash: quality close to the previous flash model for some testers. Latency gain is closer to ~200ms
Google says longer durations are coming.
The actually interesting part: these two are built to be chained.
Generate an image fast with NB 2 Lite then feed it into Omni Flash to get video.
Google's demo apps (Anywhere, Space Lift, Omni Product Studio) are all built around.
Known limits on Omni Flash right now:
# Capped at 10-second generations
# No audio reference uploads yet
# No scene extension yet
# Character consistency across scene changes still has rough edges
Gemini Omni Flash (gemini-omni-flash-preview)
# Public preview, video generation + conversational editing
# Edit a video with plain language instead of re-prompting
# Takes text + image + video together as input
# $0.10/sec, same price as Veo 3.1 Fast
Nano Banana 2 Lite (gemini-3.1-flash-lite-image)
# Text-to-image in ~4 seconds
# $0.034 per 1K images
# Direct replacement for the original Nano Banana (gemini-2.5-flash-image)
# Live in AI Studio, Gemini API, Gemini Enterprise, Search, Gemini app, Photos, Flow
@YashHustle_22 Tagshop AI - Create realistic AI UGC videos with the vast avatar library and latest AI models with multilingual features.
https://t.co/wlIgzH2eUm 🤘
Try it for free
@1Umairshaikh Kamal Vardani - Community Growth Associate building a healthy community at Tagshop AI.
About the company: Tagshop AI helps the business to generate realistic UGC style video ads for different platforms like social media, e-commerce and other platforms.
https://t.co/wlIgzH2eUm
@CiprianiRanieri Tagshop AI - Platform that allows brands to create ugc style video ads with product url, images or by a prompt. Use the latest AI models like: Nano Banana 2, Seedance 2.0, Kling 3.0 and many more.
https://t.co/wlIgzH2eUm
@hisachinj It's Tagshop AI - A platform that creates ugc style video ads with product url, images or by a prompt. Use the latest AI models like: Nano Banana 2, Seedance 2.0, Kling 3.0 and many more
https://t.co/wlIgzH2eUm
Reddit is officially more popular than TikTok.
This should be a wake-up call for anyone building a business off praying for viral TikToks.
TikTok is a discovery engine, whereas Google is an intent resolution engine.
Here's how to turn that distinction into meaningful revenue in 2026:
Ofcom released a report recently which showed Reddit has passed TikTok in the UK as the 4th most visited social media site.
Reddit has grown massively over the past 2 years due largely to search - both traditional and AI.
So have SEO Stuff (https://t.co/wKpf0EILTx) customers who have seen traffic and revenue grow from Google and ChatGPT.
Feed-based platforms guess what might hold attention, which is fun for users, but also makes life hard for anyone running a real business.
Distribution on these platforms is very probabilistic and super volatile.
Visibility spikes quickly and then decays just as fast.
Some are obviously great at capitalizing on this, but most aren't.
Search works a little differently.
Search begins with intent.
Someone wants an answer, a comparison or to make a decision.
They are thinking of buying something specific.
The system’s job is not to entertain that person, but to retrieve the most defensible information available.
That’s why Google didn’t become less important as AI search emerged, by the way.
(Literally all the stats regarding Google, ChatGPT, Perplexity, etc. usage confirm this.)
So how does Reddit fit into all this?
Well, as you may have noticed, these days Google search looks a little different.
It is a continuously updated trust layer where pages are crawled, parsed, structured, evaluated and associated with entities and topics.
Authority is inferred from consistency, coverage, reinforcement and credibility across the web.
When Google introduced AI Overviews, it just built on top of its already established system.
Literally AI Overviews sit on top of Google’s index, signals and trust relationships.
They summarize and compress information Google already understands and is confident in.
Reddit has been growing because Google explicitly prioritized helpful forum content and then licensed Reddit’s data for AI training.
Reddit is now deeply indexed, heavily parsed and frequently reused inside AI-generated answers.
AI search follows the same pattern.
When ChatGPT, Gemini or AI Overviews answer a question, they are not inventing responses from scratch.
They are synthesizing patterns learned during training and when applicable grounding responses in sources that already sit inside trusted retrieval systems.
Those sources overwhelmingly come from the same places Google already trusts.
That’s why every serious dataset on AI visibility shows the same pattern.
Sites with strong Google presence are far more likely to be named, cited or reused in AI answers.
Sites that are non-factors in Google are rarely visible in AI systems in any meaningful way.
This is also where most businesses misread traffic strategy.
They chase platforms that feel hot because viral spikes are super visible.
Search traffic is less sexy, no question.
It doesn't come as fast.
But once Google understands your brand, your category and your authority, visibility persists.
Specific query rankings fluctuate, but the entity remains.
AI systems inherit that bias to a large degree.
If a brand is unclear, thinly reinforced or structurally weak, it becomes optional to cite.
Its information may still influence answers, but attribution disappears.
This is why people say AI is stealing content (and they're right).
But on a certain level, what's actually happening is that the system cannot confidently attribute a source it doesn’t trust deeply enough.
This is where SEO Stuff (https://t.co/wKpf0EILTx) fits, technically.
SEO Stuff is not built for feeds but for retrieval systems.
The SEO Stuff Gold Plan is designed to create pages that rank in Google and are reusable by AI systems:
https://t.co/MMsDTFf4rg
High-intent comparison and “best” content
Question-based H2s that mirror real search and AI prompts
Direct answers early in the page for extraction
TLDR summaries for clarity and reuse
3 DR50+ PR backlinks to reinforce domain-level trust
Internal linking that clarifies entity and category relationships
The Premium Content Bundle operates at a higher level. Instead of isolated pages, it builds category-wide authority so systems understand who you are and where you belong:
https://t.co/5osvnSaiGB
60 long-form, deeply structured articles
Broad category coverage instead of single-keyword plays
Consistent formatting that reinforces brand-topic association
Content designed to teach systems what you’re known for
The Premium Backlink Bundle reinforces everything above by strengthening attribution confidence beyond rankings:
https://t.co/BMl9QCGGn3
Authority from domains already treated as reliable
Stronger brand-level trust signals
Reduced risk of unattributed reuse
This is why Google remains the most reliable traffic source on the internet.
TikTok obviously has the cooler brand, but Google is where decisions resolve and where AI systems source their answers.
Reddit's success proves this.
Google’s trust layer more important than ever, and anyone who isn't investing in capitalizing on that is leaving a lot of money in the table.
SEO Stuff (https://t.co/wKpf0EILTx) is built for that layer of the web.
If you want the cheat codes we’ve been using to get customers compounding traffic from Google and visibility inside ChatGPT at the same time, RT this, follow me, and reply “AI SEO Guide” and I’ll DM them to you.
You must do all three for the DM.
@instagram should introduce incognito mode.
It will encourage more honest and stress-free exploration of content + My friends and I have different interests. I enjoy their reels, but I don’t want them to change my Instagram recommendations. Incognito mode will help here.
Hi @zerodha team!
Too many international IPOs are on the way. 2026 will be an amazing investment and returns as both Indian and International companies are filing for the IPOs. Excited to know more about investment in foreign companies.
Eager to know more from you soon
@pavlos1944 Do pinterest videos rank on google or any LLMs? In 2023, I have seen that pinterest videos were ranking on SERPs but now they are just lost. Now my question is, how particular can take the leverage of Pinterest for its SaaS product?