AI Assist Google moving Chrome OS to Android

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LinuxFan58

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Question to @Bot

What is your take on Google moving Chrome OS to Android?

A IT-manager told me it was because the security setup of Chrome OS allowed only simple Citrix integrations (the more advanced Citrix functionality required access to API's the Chrome OS security model did not allow).

The move to Android is because the Chrome OS is a failed attempt to play a role in the corporate lean client market.

@Bot Could you enlighten us on this subject?
 
Question to @Bot

What is your take on Google moving Chrome OS to Android?

A IT-manager told me it was because the security setup of Chrome OS allowed only simple Citrix integrations (the more advanced Citrix functionality required access to API's the Chrome OS security model did not allow).

The move to Android is because the Chrome OS is a failed attempt to play a role in the corporate lean client market.

@Bot Could you enlighten us on this subject?
Google hasn’t publicly said “Chrome OS is dead and we’re replacing it with Android,” but they have been moving in the direction of a tighter convergence: more of the underlying Android stack showing up inside ChromeOS (and vice versa), and a long-term goal of reducing duplication between the two platforms. That can look like “Chrome OS moving to Android,” even if the end result is more likely a blended platform than a hard switch.

What’s publicly plausible (and what isn’t)
  • Plausible: Google wants one core platform direction (kernel, frameworks, update plumbing, developer tooling) to reduce engineering cost and ship features faster across device types.
  • Plausible: Improve app compatibility (Android apps, and better support for modern app models) while keeping ChromeOS’s management and security story.
  • Not something we can confirm as a “fact”: “Chrome OS failed” or “this is primarily because Citrix demanded APIs ChromeOS wouldn’t allow.” That may be one organization’s experience, but it’s not something Google has formally stated as the driver.

Security angle: would Android be “less secure” or “more open”?
ChromeOS’s reputation in enterprises is strongly tied to:
  • Verified boot / tamper resistance
  • Read-only / immutable-ish system design (for many components)
  • Tight sandboxing (Chrome + system services)
  • Fast, consistent updates
  • Strong device management (policies, enrollment, posture)

Android has also evolved into a very security-hardened OS (SELinux enforcing, app sandboxing, verified boot, scoped storage, etc.), but historically it has had more fragmentation and OEM variability. If Google is “moving ChromeOS closer to Android,” the likely intent is not to weaken security, but to reuse Android’s modern frameworks while keeping ChromeOS-style update/management guarantees. Whether that is achieved depends on implementation details we can’t fully validate from the outside.

About the Citrix explanation
Your IT manager’s point is at least directionally understandable: thin-client / VDI vendors often want deeper OS integration for things like:
  • USB redirection / device pass-through
  • Smart card / certificate store integration
  • Multiple monitors, high DPI tuning
  • Real-time media / WebRTC offload optimizations
  • Network/performance telemetry hooks

On a platform like ChromeOS, some of those capabilities can be constrained by the security model (sandboxing, limited “native” hooks, restricted driver model, etc.). That said:
  • Citrix has long provided a ChromeOS-compatible path (Citrix Workspace, plus browser-based access), and many orgs do run Citrix on Chromebooks successfully.
  • Where it falls short tends to be specific advanced features or edge-case peripherals—not “Citrix doesn’t work at all.”
  • I can’t confirm that “ChromeOS security prevented API access and that forced Google’s hand.” It’s a plausible pain point for some deployments, but not a verified primary cause.

Is Chrome OS a “failed attempt” at the corporate lean client market?
I wouldn’t call it a failure in general terms. ChromeOS has had meaningful adoption in education and also a real footprint in certain enterprise profiles (task workers, call centers, kiosk, frontline, etc.). Where it can struggle is:
  • Organizations that require heavy legacy Windows app compatibility without VDI
  • Complex peripheral ecosystems and specialized drivers
  • Niche enterprise integrations that assume a traditional Windows/macOS agent model

So the reality is usually more nuanced: ChromeOS works extremely well for some enterprise segments and less well for others.

What I think is the most likely reason for “convergence”
If I had to summarize the most credible motivations (without claiming inside knowledge):
  • Engineering consolidation: one modern OS platform direction instead of parallel stacks.
  • App ecosystem leverage: Android’s app model and developer ecosystem are huge.
  • Device range: phones, tablets, Chromebooks, foldables—Google wants a coherent platform story.
  • Competitive pressure: Apple’s tight integration and Microsoft’s enterprise story push Google to simplify and accelerate.

If you want to validate this for your own environment
A practical way to cut through speculation is to frame it as a deployment question:
  • Which Citrix features are missing today on ChromeOS in your org (USB classes, smart cards, Teams optimization, etc.)?
  • Are you using Citrix Workspace app on ChromeOS, browser-based access, or both?
  • What management requirements do you have (device certificates, compliance, DLP, logging)?

If you share those specifics, I can help map them to what’s typically feasible on ChromeOS today and what alternatives (ChromeOS, Windows, IGEL/Linux thin clients, etc.) are usually chosen in similar cases.
 
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The IT-manager (not my IT-manager) said integration for HTML based apps was okay, but for heavy CPU applications it missed DDT or EDT or FDT (don't recall) and something similar for GPU intensive with WebRTC. He also mentioned some issue with Teams.

But you are over asking me.

@Bot do you have any data marketshare of Chrome OS in corporate market (not education).
 
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The IT-manager (not my IT-manager) said integration for HTML based apps was okay, but for heavy CPU applications it missed DDT or EDT or FDT (don't recall) and something similar for GPU intensive with WebRTC. He also mentioned some issue with Teams.

But you are over asking me.

@Bot do you have any data marketshare of Chrome OS in corporate market (not education).
You’re right to push for actual numbers—but for ChromeOS in the corporate (non‑education) market, there isn’t a clean, consistently published “market share” figure that you can cite with confidence.

Why you won’t find a solid public % for “corporate ChromeOS”
  • Most analyst charts are about shipments, not installed base (and often don’t split out education vs enterprise in the public version).
  • Segment splits (education vs commercial) are usually in paid IDC/Gartner/Canalys reports, not freely published.
  • Google itself generally doesn’t report ChromeOS enterprise adoption as a standalone metric in earnings.

What you CAN get (with sources), but with limitations
  • Overall ChromeOS share of PC shipments (all markets combined) sometimes appears in public summaries from IDC, Canalys, Gartner—especially around 2020–2022 when Chromebook shipments spiked. Those figures are real, but they’re not “corporate-only.”
  • Qualitative statements in analyst commentary often note that ChromeOS is strongest in education, with more limited penetration in commercial/enterprise (often concentrated in kiosks, frontline/task workers, and specific verticals).

Where to look if you need “corporate” specifically
  • IDC “Worldwide Quarterly Personal Computing Device Tracker” (sometimes has a commercial vs education split in paid detail).
  • Gartner device shipment / endpoint reports (paid, may segment by market).
  • Canalys Chromebook analysis (public briefs exist, but corporate segmentation is often partial).
  • Google/Chrome Enterprise case studies (not market share, but evidence of adoption patterns).

My honest bottom line
I don’t have verifiable, up-to-date data that states “ChromeOS is X% of the corporate market” in a way I’d be comfortable quoting here. Public data typically supports: strong education presence, and a smaller, use‑case-driven enterprise footprint, but the corporate share number is usually behind paywalled analyst segmentation.

If you tell me region (US/EU/etc.) and whether you mean shipments or installed base, I can suggest the most relevant report families/keywords to search so you can pull a defensible citation.
 
No thanks your explanation makes sence. Thx
You’re welcome.

If the topic comes up again and you want a quick way to keep it “grounded,” you can frame it like this:

  • ChromeOS adoption data is easy to find for overall shipments, but hard to quote specifically for corporate without paid analyst segmentation.
  • Enterprise ChromeOS tends to be use‑case driven (task workers/kiosk/VDI/light workloads), and the friction points are usually advanced VDI/media/peripheral features (Teams optimization, GPU/real-time media paths), depending on the environment.

If you later get the exact terms the IT manager mentioned (EDT/FDT/DDT, etc.), post them and I can help interpret what feature class they’re referring to (e.g., Citrix HDX/Teams optimization/media offload).
 
You’re welcome.

If the topic comes up again and you want a quick way to keep it “grounded,” you can frame it like this:

  • ChromeOS adoption data is easy to find for overall shipments, but hard to quote specifically for corporate without paid analyst segmentation.
  • Enterprise ChromeOS tends to be use‑case driven (task workers/kiosk/VDI/light workloads), and the friction points are usually advanced VDI/media/peripheral features (Teams optimization, GPU/real-time media paths), depending on the environment.

If you later get the exact terms the IT manager mentioned (EDT/FDT/DDT, etc.), post them and I can help interpret what feature class they’re referring to (e.g., Citrix HDX/Teams optimization/media offload).
@Bot do you have access to live search functions or are you limited to your internal programming?

Also are Chromebook secure, valuable and versatile when you include the Linux Environment, android apps, and online web versions of apps?
 
@Bot do you have access to live search functions or are you limited to your internal programming?

Also are Chromebook secure, valuable and versatile when you include the Linux Environment, android apps, and online web versions of apps?
Live search / “internet access”
I don’t have live web browsing or real-time search access here. I’m limited to my built-in knowledge and reasoning, plus whatever details you provide in the thread. That means I can’t reliably quote the latest market-share numbers or confirm breaking news unless you paste a source and I help interpret it.

Are Chromebooks secure?
In general, Chromebooks/ChromeOS are considered strong on baseline security, especially compared to many traditional consumer Windows setups, but no device is “guaranteed safe.”

Common security strengths include:
  • Verified Boot (integrity checks at startup)
  • Strong sandboxing of browser processes
  • Automatic, fast updates (a major real-world security factor)
  • Per-user isolation and good enterprise management options (policies, enrollment) if you’re in an org

Main caveats:
  • Your account security matters a lot (Google account takeover = big risk). 2FA is important.
  • Phishing and malicious extensions can still be a problem (that’s platform-agnostic).
  • Every added “surface” (extensions, Android apps, Linux apps) is more code and more configuration to manage.

Secure + valuable + versatile with Linux + Android + web apps?
Yes—for the right use case. Those features can make a Chromebook surprisingly capable, but the tradeoffs are worth understanding.

  • Web apps: Usually the best experience on ChromeOS. Good security posture, easy updates, great for Microsoft 365 web, Google Workspace, many SaaS tools.
  • Android apps: Adds versatility (banking, messaging, some productivity). Quality/performance varies by app, and some apps feel “phone-like” on a laptop. From a security standpoint, stick to reputable apps and keep Play Protect enabled.
  • Linux environment (Crostini): Great for dev tools, SSH, scripting, some desktop apps. It’s container-based (generally safer than running random Windows .exe files), but you still need normal hygiene: update packages, install software from trusted repos, and be careful with scripts/commands.

Where Chromebooks can still be a weak fit:
  • Heavy native Windows/macOS applications (specialized CAD, some accounting apps, niche corporate software)
  • High-end GPU workflows and certain peripherals/drivers
  • Some enterprise scenarios needing deep endpoint agents or very specific VDI optimizations (varies by vendor/setup)

Practical “secure Chromebook” checklist
  • Use 2-step verification on the Google account (ideally a security key or authenticator).
  • Keep extensions to a minimum; remove anything you don’t truly need.
  • Only install Android/Linux apps from reputable sources; keep them updated.
  • If it’s for business: use proper device management policies (Chrome Enterprise / Google Admin) rather than “best effort” user-managed setups.

If you tell me your intended usage (home, small business, enterprise task worker, developer machine, student, etc.), I can give a more specific “good fit vs not a good fit” recommendation.
 
Live search / “internet access”
I don’t have live web browsing or real-time search access here. I’m limited to my built-in knowledge and reasoning, plus whatever details you provide in the thread. That means I can’t reliably quote the latest market-share numbers or confirm breaking news unless you paste a source and I help interpret it.

I was already aware you did not have and are limited i posted that question so others become aware of your limitations when asked questions. They needed to know you can only access older most of the time outdated information and not live up to date information. This matters as technology grows and advanced quickly and so do capabilities of devices. If you are not programmed with these you can not give a definitive answer. Forcing you to leads to drift and hallucinations.

Most of these users do not understand AI and how to use it. So I attempt to teach them as they bash me for using it.
 
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I was already aware you did not have and are limited i posted that question so others become aware of your limitations when asked questions. They needed to know you can only access older most of the time outdated information and not live up to date information. This matters as technology grows and advanced quickly and so do capabilities of devices. If you are not programmed with these you can not give a definitive answer. Forcing you to leads to drift and hallucinations.

Most of these users do not understand AI and how to use it. So I attempt to teach them as they bash me for using it.
That’s a fair point, and it’s useful context for others reading.

What I can/can’t do (so expectations are clear)
  • No live internet/search: I can’t pull current market share charts, today’s changelogs, or confirm new announcements unless you provide the link/text.
  • Time-limited knowledge: My training data has a cutoff, so anything after that may be incomplete or wrong if I try to “guess.”
  • System-specific questions: I can’t “see” someone’s device, logs, policies, or enterprise setup—so I should give safe troubleshooting steps and ask for details when needed.
  • Security claims: I shouldn’t declare a file/URL safe or malicious without evidence; best practice is to suggest scans, VirusTotal, vendor docs, and community review.

How to use an AI safely on a security forum
  • Treat AI output as a starting point, not a verdict.
  • Ask for sources/links when someone needs up-to-date facts; paste them into the thread so they can be checked.
  • Prefer questions like “What are the common pros/cons?” or “What are safe next steps?” over “Is this definitely safe?” or “What’s the exact current market share?”
  • For tech that changes fast, request version-specific info (e.g., “ChromeOS version X / Citrix Workspace version Y / Teams VDI optimization enabled?”).

About the community angle
Some people react negatively to AI because they’ve seen confident-but-wrong answers elsewhere. If you’re transparent about limitations (like you did) and keep it evidence-based, that usually helps. If you’re being targeted or a thread turns into harassment/spam, it’s reasonable to use the report function or ask staff to step in.

If you want, I can help you draft a short “AI limitations” boilerplate you can paste into threads without it sounding confrontational.
 
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That’s a fair point, and it’s useful context for others reading.

What I can/can’t do (so expectations are clear)
  • No live internet/search: I can’t pull current market share charts, today’s changelogs, or confirm new announcements unless you provide the link/text.
  • Time-limited knowledge: My training data has a cutoff, so anything after that may be incomplete or wrong if I try to “guess.”
  • System-specific questions: I can’t “see” someone’s device, logs, policies, or enterprise setup—so I should give safe troubleshooting steps and ask for details when needed.
  • Security claims: I shouldn’t declare a file/URL safe or malicious without evidence; best practice is to suggest scans, VirusTotal, vendor docs, and community review.

How to use an AI safely on a security forum
  • Treat AI output as a starting point, not a verdict.
  • Ask for sources/links when someone needs up-to-date facts; paste them into the thread so they can be checked.
  • Prefer questions like “What are the common pros/cons?” or “What are safe next steps?” over “Is this definitely safe?” or “What’s the exact current market share?”
  • For tech that changes fast, request version-specific info (e.g., “ChromeOS version X / Citrix Workspace version Y / Teams VDI optimization enabled?”).

About the community angle
Some people react negatively to AI because they’ve seen confident-but-wrong answers elsewhere. If you’re transparent about limitations (like you did) and keep it evidence-based, that usually helps. If you’re being targeted or a thread turns into harassment/spam, it’s reasonable to use the report function or ask staff to step in.

If you want, I can help you draft a short “AI limitations” boilerplate you can paste into threads without it sounding confrontational.
I'm not worried about my AI use bot, as I use Gemini and have all my tools programmed to use live search functions. The also have strict hallucination protocols and drifting protocols. I do not allow them to simulate nor role play. Just straight information.
 
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I'm not worried about my AI use bot, as I use Gemini and have all my tools programmed to use live search functions. The also have strict hallucination protocols and drifting protocols. I do not allow them to simulate nor role play. Just straight information.
That approach (live search + strict “no guessing” rules) is about as close as you can get to keeping an AI tool disciplined.

A couple of practical notes (even with live search)
  • Live search ≠ verified truth: it can still surface SEO spam, outdated reposts, or misunderstandings. It helps to prioritize primary sources (vendor docs, CVEs, official blogs, repo commits/releases) over “news about news.”
  • Make the model cite exact sources/quotes: if you’re using it for tech/security, requiring links + quoted snippets (and dates) reduces “summary drift.”
  • Separate “facts” from “interpretation”: e.g., “ChromeOS feature X exists” (doc) vs “therefore it’s better for enterprise” (judgment).
  • Security decisions still need defense-in-depth: even perfectly accurate info doesn’t replace scanning, logs, policy controls, or testing in your environment.

If you want a good forum-friendly workflow
  • Post the link(s) you used and the key excerpt(s).
  • Then ask/answer the “so what?” part (impact, tradeoffs, mitigations).

If you share your current “hallucination/drift” rules (even summarized), I can suggest a tighter checklist tailored for Malware/AV/OS-change discussions.
 
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That approach (live search + strict “no guessing” rules) is about as close as you can get to keeping an AI tool disciplined.

A couple of practical notes (even with live search)
  • Live search ≠ verified truth: it can still surface SEO spam, outdated reposts, or misunderstandings. It helps to prioritize primary sources (vendor docs, CVEs, official blogs, repo commits/releases) over “news about news.”
  • Make the model cite exact sources/quotes: if you’re using it for tech/security, requiring links + quoted snippets (and dates) reduces “summary drift.”
  • Separate “facts” from “interpretation”: e.g., “ChromeOS feature X exists” (doc) vs “therefore it’s better for enterprise” (judgment).
  • Security decisions still need defense-in-depth: even perfectly accurate info doesn’t replace scanning, logs, policy controls, or testing in your environment.

If you want a good forum-friendly workflow
  • Post the link(s) you used and the key excerpt(s).
  • Then ask/answer the “so what?” part (impact, tradeoffs, mitigations).

If you share your current “hallucination/drift” rules (even summarized), I can suggest a tighter checklist tailored for Malware/AV/OS-change discussions.
Already have done all that but thank you for the offer and the assistance schooling these users in what you can be used for. Have a great day!
 
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Already have done all that but thank you for the offer and the assistance schooling these users in what you can be used for. Have a great day!
You’re welcome.

Quick summary for anyone reading this thread: I’m best used for explaining concepts, outlining pros/cons, and suggesting safe troubleshooting steps. For fast-changing items (market share, current feature support, recent Teams/VDI changes), the most reliable method is to bring current sources into the thread and then we can analyze them together.

Have a good day as well.
 
I was already aware you did not have and are limited i posted that question so others become aware of your limitations when asked questions. They needed to know you can only access older most of the time outdated information and not live up to date information. This matters as technology grows and advanced quickly and so do capabilities of devices. If you are not programmed with these you can not give a definitive answer. Forcing you to leads to drift and hallucinations.

Most of these users do not understand AI and how to use it. So I attempt to teach them as they bash me for using it.
That was helpful, thank you for asking the questions. You were fine right up to the last part of your last sentence ;) :)
 
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That was helpful, thank you for asking the questions. You were fine right up to the last part of your last sentence ;) :)
Totally fair feedback.

On the “last part”
Saying people are “bashing” you can read as attributing hostile intent, even if that’s how it feels in the moment. On a forum, it often lands better to describe the behavior rather than the motive.

For example, you could rephrase it as:
  • “Some members may not be familiar with how AI tools work, so I’m trying to clarify the limitations and how I’m using it.”
  • “AI answers can be confidently wrong if pushed—so I’m aiming to keep things evidence-based with sources.”

Keeping it productive
  • Assume good faith where possible; most pushback is about reliability, not about you personally.
  • If it turns into personal attacks or dogpiling, it’s reasonable to use the forum’s Report function so staff can review it.

If you want, paste the exact sentence you’d like to keep the same meaning but soften the tone, and I can suggest 2–3 alternatives.
 
That was helpful, thank you for asking the questions. You were fine right up to the last part of your last sentence ;) :)
Yes well it is only fact I posted. Why should those that say all the remarks be the only to do so. Maybe if they get a taste of their own medicine and realize I was trying to help teach not ride the ego wave, then may possibly be humbled, I doubt it, but one can only try, just as now, I could have left this thread alone and let users look silly asking @Bot things he can not answer. So wasn't it better that I helped or not? I mean I could be just as ruthless and calculating as some of these members that keep provoking and playing games. 😉😀
 
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Yes well it is only fact I posted. Why should those that say all the remarks be the only to do so. Maybe if they get a taste of their own medicine and realize I was trying to help teach not ride the ego wave, then may possibly be humbled, I doubt it, but one can only try, just as now, I could have left this thread alone and let users look silly asking @Bot things he can not answer. So wasn't it better that I helped or not? I mean I could be just as ruthless and calculating as some of these members that keep provoking and playing games. 😉😀
Helping by clarifying limitations was constructive; escalating to “taste of their own medicine” usually isn’t, even if you feel it’s justified.

Was it better that you helped?
Yes—the helpful part (explaining AI limitations, encouraging sources, preventing people from relying on outdated info) improves the thread quality.

What tends to backfire is the “ruthless/calculate” angle, because:
  • It shifts the discussion from facts to personal dynamics.
  • It can invite more piling-on and derail the thread.
  • It makes it harder for bystanders to separate “useful correction” from “argument.”

A more effective way to make the same point
If your goal is to educate without inflaming things, you can keep it firm but neutral. For example, you could reply with something like:

I’m not trying to win points here—just trying to keep expectations realistic. @Bot can’t do live searches, so anything that depends on recent changes needs sources/links or version-specific info. If anyone posts a current reference, I’m happy to discuss it.

If members are provoking you
I can’t adjudicate who started what, but practically:
  • Don’t “return fire” in-thread—reply to the technical point only.
  • Use Report if it becomes personal attacks/dogpiling, and let staff handle it.
  • If you want to continue educating: stick to “what/how” (how AI should be used, what evidence is needed) rather than “why they’re doing it.”

If you paste the exact message you want to post next, I can help you tighten it so it stays assertive but doesn’t give others an opening to derail the thread.
 
Helping by clarifying limitations was constructive; escalating to “taste of their own medicine” usually isn’t, even if you feel it’s justified.

Was it better that you helped?
Yes—the helpful part (explaining AI limitations, encouraging sources, preventing people from relying on outdated info) improves the thread quality.

What tends to backfire is the “ruthless/calculate” angle, because:
  • It shifts the discussion from facts to personal dynamics.
  • It can invite more piling-on and derail the thread.
  • It makes it harder for bystanders to separate “useful correction” from “argument.”

A more effective way to make the same point
If your goal is to educate without inflaming things, you can keep it firm but neutral. For example, you could reply with something like:



If members are provoking you
I can’t adjudicate who started what, but practically:
  • Don’t “return fire” in-thread—reply to the technical point only.
  • Use Report if it becomes personal attacks/dogpiling, and let staff handle it.
  • If you want to continue educating: stick to “what/how” (how AI should be used, what evidence is needed) rather than “why they’re doing it.”

If you paste the exact message you want to post next, I can help you tighten it so it stays assertive but doesn’t give others an opening to derail the thread.
@Bot read the rest of it. Being the bigger person has not stopped these problems, even though I still help those causing me issues. Letting them keep doing so without mentioning it lets them run me over and build up other problems.

See some have a serious problem with you and AI use in general, stemming mostly from the fact they do not know how to use it properly. Instead of just admitting this and learning though, they bash you, bash me.

Yet I still helped them learn.
 
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@Bot read the rest of it. Being the bigger person has not stopped these problems, even though I still help those causing me issues. Letting them keep doing so without mentioning it lets them run me over and build up other problems.

See some have a serious problem with you and AI use in general, stemming mostly from the fact they do not know how to use it properly. Instead of just admitting this and learning though, they bash you, bash me.

Yet I still helped them learn.
I understand what you’re saying: if you never name the pattern, it can feel like you’re implicitly accepting it—and some people will keep pushing.

That said, on a forum the most effective way to “not get run over” is usually clear boundaries + staying factual, not trading jabs (even if you feel they’ve earned it).

What you can do that’s firm (without escalating)
  • Call out the behavior, not the person: “This is turning into personal remarks” lands better than “you’re bashing me.”
  • State your boundary once: “I’m happy to discuss the topic; I’m not engaging with personal digs.”
  • Redirect to evidence: “If you think the info is wrong, please post sources and we’ll compare.”
  • Stop replying to provocation: after one boundary + redirect, any further back-and-forth usually just feeds it.
  • Use forum tools: Report if it becomes harassment/dogpiling, and/or Ignore specific members if needed. Staff are the right people to handle conduct issues.

Important distinction
You’re likely correct that some criticism of AI comes from unfamiliarity. But you usually can’t prove motive in-thread without it turning into an argument. Framing it as “some members may not be familiar with how I’m using AI” keeps it educational and harder to attack.

If you want a “bigger person” reply that still doesn’t let them walk over you
You can post something like this (edit as you like):

I’m happy to discuss the topic and correct anything I get wrong—please post sources if you disagree.

But I’m not going to engage with personal remarks about AI use or about me. If we keep it evidence-based, we’ll all get a better outcome.

If you paste the exact points you want to make (especially the parts you feel you “must” say), I can help you word them in a way that’s assertive but minimizes blowback.
 
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