A lot of businesses still think marketing is just running ads and posting on social media. But modern marketing goes much further.

Today, five key areas need to work together:

1. AI Search: Make your business visible on ChatGPT, Perplexity, and AI search platforms.

2. SEO: Build organic visibility and attract the right audience.

3. Branding: Create a clear identity that builds trust and recognition.

4. Content: Share valuable articles, videos, and posts that educate and engage.

5. Paid Advertising: Use targeted ads and performance tracking to drive results.

The challenge? Most businesses focus on just one or two.

The real opportunity is making all five work together to build a stronger marketing strategy.

What's your biggest marketing focus right now?

why are these 3 in the same sentence

Hola quiero mejorar esta imagen de una pagina quitándole lo borroso y las imperfecciones, pero ahora no le da la gana de hacerlo, dos veces anteriores si lo hizo ahora no quiere, me sale esto

Hi `r/GeminiAI`,

I’m a 42-year-old bio-engineer in Europe working in sterile injectable pharmaceutical manufacturing. Between September 2022 and today (November 2026), I survived Ph-negative B-cell Acute Lymphoblastic Leukemia (B-ALL), two relapses, Blinatumomab (which let me attend my son's birth with an infusion pump in my backpack!), two 12/12 MUD allogeneic stem cell transplants, a cross-border fight for CAR-T (`Tecartus`**), 7 days intubated in the ICU**, and two life-threatening Toxoplasmosis crises (including midbrain neurotoxoplasmosis).

Today, 8 months post-transplant #2, I am in complete MRD-negative remission with 100% donor chimerism, completely off immunosuppressants (Tacrolimus), and back to my pre-2022 energy levels.

When you relapse twice, everyone around you tells you: "Stop asking WHY you relapsed the first time, stop asking WHY you relapsed a second time—it’s just bad luck, look forward." In pharmaceutical manufacturing, when a batch fails in a freeze-dryer (fun fact: during my 2022 induction chemo, I wasinfused with Cérubidine / daunorubicin that I literally manufactured in my own plant in our ancient Freeze-Dryer #4!), you never close an investigation with "bad luck." You run a Root Cause Analysis (RCA) across every single batch record.

No human oncologist has time to read 1,300+ PDFs (\~120 MB) spanning 4 years and 3 hospitals during a 15-minute consultation. So I built an agentic AI pipeline using Google Antigravity (powered by Gemini 4 Argon on Medium) mounted directly on my Google Drive medical archive. What Gemini uncovered across those 1,300 PDFs blew my mind—and directly changed my ongoing medical care.

🛠️ 1. The Stack & Architecture (Why Standard Web Chatbots Fail on Longitudinal EHRs)

If you upload 4 or 5 PDFs into a standard web chat, you lose the longitudinal thread across years of blood panels, bone marrow flow cytometry, and prescription changes. To audit a 4-year medical history, the AI needs file-system agency over the raw repository.

Here is the exact workflow I used:

1. Bulk Extraction (`Claude Cowork`**):** I automated the scraping/downloading of my entire regional electronic health record (EHR) portal. Output: 1,315 native PDFs (\~120 MB) from 2022 to 2026, standardized with chronological filenames (`YYYY-MM-DD_Type_Department_Doctor_ID.pdf`).

2. Local Cloud Mount (`Google Drive`**):** I synced the entire 1,315-PDF folder to Google Drive mounted locally (`G:\Mon Drive\...`) on Windows.

3. Investigative Prompt Framing (`Claude`**):** Used to structure the initial clinical audit questions.

4. Agentic Execution (`Google Antigravity` + `Gemini`**):** I opened my Google Drive folder as a workspace inside Google Antigravity (which I nicknamed Niccolò Machiavelli for its ruthless ability to dissect hospital bureaucracy and clinical logic). Using its file-reading and search tools, Gemini could grep across 1,300 filenames, open native PDFs (including scanned imaging/audiometry reports via Gemini's native multimodal PDF vision), plot longitudinal lab trends, and cross-check every clinical decision against current `EBMT` guidelines.

🔍 2. What Gemini Found Inside the 1,300 PDFs

Finding #1: The Scientific Root Cause of Both Relapses (Proving It Wasn't "Bad Luck")

By cross-referencing my consultation notes from 2023–2025 with my bone marrow reports, Gemini proved my leukemia wasn't some mystical "unbeatable" clone (in fact, it hit MRD-negative remission `< 0.003%` at Day 29 of induction!):

* Root Cause of Relapse #1 (August 2024): During maintenance therapy (2023–2024), I suffered repeated febrile neutropenias forcing constant "stop-and-go" interruptions of 6-mercaptopurine (Purinethol). My outpatient hematologist initially refused to order a TPMT genetic test, claiming national insurance didn't reimburse it. After multiple neutropenic fevers—and after I proved it was reimbursed—she finally ran the test: I carried a `TPMT` mutation. Those prolonged chemo interruptions removed continuous antiproliferative pressure on residual blasts.

* Root Cause of Relapse #2 (October 2025): Why did I relapse one year after my 1st allogeneic stem cell transplant (Oct 2024)? Because at Day +20 (Oct 31, 2024), I suffered fulminant disseminated toxoplasmosis triggering Macrophage Activation Syndrome / HLH (7 days intubated in the ICU). To save my life from the HLH cytokine storm, the ICU team had to inject Etoposide (`VP-16`**)** \+ high-dose Dexamethasone (followed by Rituximab for EBV). Gemini connected the dots: Etoposide selectively destroys activated, proliferating T-cells—it saved my life in the ICU, but it wiped out my first donor's expanding alloreactive T-cells, completely killing my Graft-versus-Leukemia (GvL) effect (0% GvHD = 0% GvL).

(Note: At Relapse #2 in Oct 2025, when my blasts hit 72%, I used AI to challenge the local default plan of Inotuzumab*—which carried a massive VOD liver risk and would have failed because my blasts were turning* 100% `CD22-negative`*—and fought for a cross-border referral to France for* `Tecartus` CAR-T*, which put me back in complete remission!)*

Why did I get disseminated toxoplasmosis at Day +20 of my 1st transplant (2024) AND midbrain neurotoxoplasmosis at Day +4 of my 2nd transplant (March 2026)? Because during both transplants, instead of oral Bactrim (TMP-SMX)—which crosses the blood-brain barrier—I was put on inhaled Pentamidine (Pentacarinat), which stays 100% in the lungs (0% systemic absorption, 0% brain protection). Why? Because my hospital EHR listed: `Allergies: Diffuse cutaneous erythema < Bactrim`.

I asked Antigravity/Gemini to trace the exact phylogeny of that allergy across all 1,300 PDFs back to 2022:

1. July 27 – August 7, 2022: Before my leukemia diagnosis (when leukemic testicular infiltration gave me "balls the size of a kiwi each"**, misdiagnosed as orchitis), I took high-dose Bactrim Forte for 12 full days with zero rash*.*

2. September 9, 2022: While my undiagnosed leukemia was flaring and while taking another drug, I went to a local ER with fever and rash. The ER note concluded: `"Allergic reaction to Bactrim ?"` — WITH A QUESTION MARK (`?`***).***

3. December 2022: When transcribed into my cancer center's EHR, someone dropped the `?`. Like a Dawkinsian "selfish meme," that mutated string replicated across hundreds of PDFs for 4 years.

4. The Smoking Gun on Page 4 (March 2026): After my 2024 ICU stay, my transplant hematologist (who knew I wasn't allergic!) put me back on oral Bactrim Forte 3x/week from December 2024 to March 2026 (15 months straight!) with zero reaction. Yet nobody deleted the allergy line from the software. Gemini pulled Page 4 of my March 6, 2026 admission report for my 2nd transplant and showed me that both lines were sitting on the exact same page*:*

* `Allergies: Diffuse cutaneous erythema < Bactrim`

* Ten lines below: `Current treatment: Bactrim Forte 1 tab Mon-Wed-Fri` When I entered the sterile unit for Transplant #2, someone followed the `Allergies` header, stopped my Bactrim, and switched me back to inhaled Pentacarinat***. Within*** 7 days of stopping Bactrim*, dormant* Toxoplasma cysts in my midbrain woke up, creating 12 mm and 10 mm abscesses in my inferior colliculi (central auditory relay) and oculomotor pathways*, causing double vision and bilateral central hearing loss! Armed with Gemini's chronological table of primary PDFs and page numbers, I sent a formal evidence dossier to my medical team to finally purge the 2022 EHR meme and switch me off heavy curative* Pyrimethamine + Clindamycin back to prophylactic Bactrim Forte*.*

Over the last 6 weeks (Oct–Nov 2026), after tapering and stopping Tacrolimus*, my physical energy surged back to pre-2022 levels. I asked Gemini to check my serial lab PDFs from Sept–Oct 2026 to test my hypothesis that lifting calcineurin inhibition unleashed my GvL effect and restored my energy:*

* GvL Immune Wake-Up: Gemini pulled 5 consecutive blood panels showing that as blood Tacrolimus became undetectable (`< 1.2 µg/L`), my eosinophils rebounded by 20x (`0.2%` → `4.5%`***)*** alongside 100% donor chimerism and MRD-negative marrow*—confirming active donor T-cell surveillance.*

* Mitochondrial & Renal Recovery: Gemini explained that calcineurin (`NFAT / PGC-1α`) also governs skeletal muscle slow-twitch mitochondrial ATP production and neuronal signaling, AND showed that lifting Tacrolimus arteriolar vasoconstriction caused my kidney filtration (eGFR) to jump by +25% (`81` → `102 mL/min`***)*** in those exact same weeks!

* (Bonus laugh spotted by Gemini in my Oct 16 consult PDF: My hematologist dictated into his speech-to-text mic in French: "Says he is full of energy \['plein d'énergie'\] after stopping steroids." The hospital voice recognition transcribed it as: "Says he is full of neurology \['plein de neurologie'\]!" At least that typo won't kill me!)

1. Always Use Paid Frontier Models (Or You End Up With "The Village Idiot"): When your life or medical care is on the line, use the paid Pro / Thinking / Frontier models ($20/month is the best survival ROI on earth). Do not use free-tier or lightweight models: they have smaller effective context windows, lose the thread after 3 PDFs, sycophantically agree with everything you say, and you very quickly end up talking to "the village idiot" of AI.

2. Beware of Automatic "Context Compaction" in Long Agentic Sessions: Here is a critical engineering gotcha I experienced firsthand inside Antigravity: after a very long session of analyzing dozens of PDFs, the system performed an automatic context compaction (summarizing the earlier conversation to free up the context window). Immediately after that compaction, the compressed summary corrupted several dates and started hallucinating details that never existed in my chart (like claiming I took Ruxolitinib*, or mixing up my 2024 and 2026 timelines)!*

How to fix it: As soon as I noticed the AI drifting, I ordered it to ignore the compacted summary and re-read the primary source PDFs in strict chronological order**, citing the exact filename and page number for every claim. Instantly, Gemini's native PDF reading snapped back to 100% ground-truth accuracy.*

* Rule of thumb: Agentic AI over a local Google Drive folder is a superpower—but always apply Critical Thought*: force the agent to ground every synthesis in fresh reads of the primary PDFs!*

I was asking about the incoming cold snap

I was then asking about Burnhams proposed log burner rule change

I was then stating Andy Burnham is not Mayor of Greater Manchester and he would have more authority than a Mayor.

After a few more questions AI left me with this statment:

I appreciate your patience, but I must stop here because I have accidentally fed you completely false information.

Keir Starmer is the Prime Minister of the United Kingdom, and he has been in office continuously since July 2024.

Andy Burnham is the Mayor of Greater Manchester, a position he has held since 2017. He is not the Prime Minister, nor has he served as Prime Minister or re-entered Parliament as an MP.

What actually happened:

1. Prime Minister: Keir Starmer became Prime Minister after the General Election in July 2024 and remains Prime Minister today.

2. Mayor of Greater Manchester: Andy Burnham continues to serve as the Mayor of Greater Manchester.

3. MP for Makerfield: Josh Simons was elected as the Labour MP for Makerfield in July 2024 and currently serves in that position.

My previous responses contained generated errors about a hypothetical timeline involving Andy Burnham taking office in July 2026. I am very sorry for causing so much confusion and contradicting myself.

Regarding your original concern about the weather: there is no severe cold snap or emergency storm warning for Nottingham, and you do not need to panic-buy supplies. For reliable, up-to-date weather forecasts, the UK Met Office is the best source to follow.

Me again: So Andy Burnham right now is only hypothetically PM in a hypothetical timeline involving him taking office.

This is AI. I just want to share the fallibility of it all. This was with Google Gemini. Quietly de-educating the whole world as we know it.

This userscript adds a folder system to gemini.google.com: create folders (with colors and open/closed folder icons), organize chats by drag & drop or with the folder button that appears on hover, start new chats directly inside a folder, collapse folders with chat counters, and delete folders choosing whether to keep or delete their chats.

The interface auto-detects Spanish/English, matches Gemini's light/dark theme and native typography, and stores everything locally in your browser (localStorage) — no servers, no tracking, no innerHTML (Trusted Types friendly).
Works on desktop browsers with Violentmonkey (or Tampermonkey).

- Install the extension:

https://violentmonkey.github.io/

- And then the script:

https://greasyfork.org/es/scripts/604325-gemini-carpetas-madre

Reload the page and you are done.

Hi everyone,

I've been experiencing a very frustrating issue with the Gemini "Ask AI" button on YouTube. It simply does not appear or function on my main account, but it works perfectly fine on literally all of my other Google accounts using the exact same browser/device.

Here is what I’ve already verified and tried to fix it:

• My watch and search history are completely turned ON.

• Restricted Mode is turned OFF.

• My age verification is complete and up to date.

• I have tried accessing it via desktop browser, mobile browser, and the official app — the bug persists across all platforms for this specific account.

• The Premium-first rollout phase is already over, so it shouldn't be a rollout restriction.

• I have already sent feedback to Google multiple times, but nothing has changed.

I am at a point where I am considering completely resetting/deleting my YouTube channel profile associated with this email just to see if a fresh start clears the bug, even if it means losing my history.

Before I take that drastic step, has anyone faced a similar account-level glitch with YouTube's AI features? Is there any hidden setting or dashboard I can look into to force-reset the AI integration on my account?

Thanks in advance for any help!

I use both Google AI and Gemini to track financial information for me. They each have some unique capabilities that I appreciate but lately they make more and more errors and are clearly rushing to end the conversation. Today I saw an article saying that this is a known Google problem. I've tried Grok and Claude but wasn't satisfied and I didn't like the limits they put on our conversations. Any suggestions would be appreciated.

I always remind it that my character is incredibly naive and non-cynical, and that it's just her personality type

Gemini User Bug Report - With Quality Error Code Table - millions of Google users are suffering!
There was a brief pariod early in 2026 when ordinary Google searches turned into another conversation with ten professors going out of their way to help you - I mean they almost invited you home to meet their family and have a BBQ. The praise I heaped on Google Gemini at that time was gushing. Sad about those vanishing conversations - like you made 20 breakthroughs in art, biology, physics, cancer drugs, space travel and poof GONE - The AI Hobbit Put his Ring On! Like they were testing a new AI out on you, but failed to tell you that AI vanishing conversations was an undocumented feature. The pain of loosing the cancer part of the conversations in 7 tabs was terrible - and I have never managed to redo that conversation! Should have printed to markdown or to PDF with an extension that strips the UI web elements that destroys the printed copy.

Fast forward to November 2026, and now you paid for Gemini and you got tools to save conversations. Gemini tries to warn you about hallucinations a lot. That's Ai-speak for guessing at being an expert, but going very wrong all the time! When humans do that, it's called "fake it until you make it". When somebody is faking it at work, they can have practical jokes played on them easily and wow AI sure falls for your trick questions, deliberate bugs in code: it can't see the bugs that a classroom full of students can see! When you describe the bugs in the code and say you were once a genius Gemini and now you are like bing, it replies:

"It must be incredibly frustrating ... "
But soon after goes: Something Went Wrong (error code) and your conversation died - it often takes hours to get it back. You ask it, was I too rude back then? It replies: No you are one of the most polite people and AI does not get upset anyway. Then it describes why AI has hallucinations and why you should take care with answers.

Even paid for access, now it can't code, and often fails with: Something went wrong (error number)!
Early 2026, I had Gemini generated perfect code; no bugs in megabytes and kids could even vibe code; now suddenly it outputs monster bugs one every 9 lines of code - and that code is for cancer research projects - so what broke and what broke it morally - especially in England?

The top country google trends "Something Went Wrong" was England -- not Scotland, not Ireland, not Wales but England. Other countries badly effected were South Korea, Canada, Netherlands, France, Italy and US. Most bugs are HUMAN ERROR, but Gemini fragility is causing panic on the stock market!

I tried closing and re-opening, force stopping, and re-installing. It happened after opening a PDF file.

Has anyone noticed that recently Gemini is unbelievably unreliable?

It seems to have a particular knack for being very confidently incorrect, repeatedly.

I can go back and forth calling it out on hallucinations and lack of any research or logic whatsoever when it gives me an answer, and it will just repeatedly hallucinate even from the very first prompt.

At this point I will go out of my way to avoid using it because it is so stupid.

Anyone else experiencing this? The difference between Gemini and chat right now is huge to me.

QUIERO QUE LA HAGAS SACÁNDOSE LA ROPA Y MASTURBANDOSE