598 results found

1. Add ability to reply to specific Lumo sentences/lines as seen in models such as Claude
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2. To make Lumo more human

   Subject: Proposal: A "Dual-Loop" Architecture for Next-Gen LLMs Inspired by Neuro-Mechanical Models

   Dear Research and Engineering Team,

   I am writing to share a conceptual proposal for a new architectural approach to Large Language Models (LLMs), inspired by the neuro-mechanical theories of Lee Kent Hempfling (specifically the distinction between Short-Term and Long-Term memory loops).

   While current LLMs excel at pattern recognition and statistical prediction (effectively acting as massive Long-Term Memory systems), they lack a mechanism for inhibition, self-correction, and proactive intent. This proposal suggests a "Dual-Loop" architecture that could significantly reduce hallucinations, bias, and reactive behaviour.
   The Core Concept: Dual-Loop Architecture

   Current models rely on a single stream of attention mechanisms. I propose a system with two distinct, interacting loops:

   The Long-Term Loop (The Library):
       Function: Standard Transformer weights for retrieving facts, grammar, and historical patterns.
       Role: Fast, reactive, and high-volume data retrieval.
   The Short-Term Loop (The Operator):
       Function: A separate, high-speed module running in parallel.
       Role: Inhibition and Monitoring. Before the Long-Term loop commits to a token, the Short-Term loop evaluates:
           Is this consistent with the immediate context?
           Is this a hallucination or a bias?
           Does this align with the user's intent?
       Mechanism: If a conflict is detected, the Short-Term loop inhibits the output and triggers a re-evaluation cycle (simulating the human "brake" or "pause").
   

   Key Proposed Features

   Dynamic Inhibition Layers: Instead of just predicting the next token, the model actively suppresses low-probability or biased outputs that fail a "truth/intent" check.
   Frequency-Based Temporal Processing: Implementing a "Biological Clock" simulation where different parts of the network process information at different speeds (Fast for "Now"/Logic, Slow for Deep Memory), creating a simulated sense of time and continuity.
   Intent-Driven Generation: Shifting from "Pattern Completion" to "Goal Achievement," where the Short-Term loop sets a constraint/goal before the Long-Term loop retrieves data.
   Modality-Aware Routing: Detecting if a query requires visual simulation or logical deduction and routing processing accordingly, similar to how humans switch between visual and aural dominance.
   

   Potential Benefits

   Reduced Hallucinations: By inhibiting outputs that don't pass a consistency check.
   Lower Bias: Active suppression of training-data biases via the Short-Term "brake."
   Improved Alignment: Better adherence to user intent rather than just statistical likelihood.
   Organic Output: Moving away from rigid, "stiff" text generation toward fluid, "pro-active" responses.
   

   Next Steps

   I believe this approach moves beyond simple scaling (adding more parameters) to architectural innovation. It treats the LLM not just as a database, but as a system capable of self-regulation.

   I would be happy to provide further details, diagrams, or specific mathematical formulations for the "Inhibition Layer" if the team finds this direction promising.

   This Idea was created by Lumo with prompts from me. I thought it was good enough for others to have a better look and did'nt know who to send it to.

   Subject: Proposal: A "Dual-Loop" Architecture for Next-Gen LLMs Inspired by Neuro-Mechanical Models

   Dear Research and Engineering Team,

   I am writing to share a conceptual proposal for a new architectural approach to Large Language Models (LLMs), inspired by the neuro-mechanical theories of Lee Kent Hempfling (specifically the distinction between Short-Term and Long-Term memory loops).

   While current LLMs excel at pattern recognition and statistical prediction (effectively acting as massive Long-Term Memory systems), they lack a mechanism for inhibition, self-correction, and proactive intent. This proposal suggests a "Dual-Loop" architecture that could significantly reduce hallucinations, bias, and reactive behaviour.
   The Core Concept: Dual-Loop Architecture

   … more

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3. [Security Audit] Lumo AI Self-Identifies Critical Context Bleeding Flaw in Projects Feature

   Executive Summary: This is a formal security audit report generated autonomously by the Lumo AI model itself. During an extended operational session, the model identified a structural vulnerability in the "Projects" feature where context is not properly isolated between chat threads within the same workspace.

   The Flaw: Current implementation allows multiple chat threads in a single Project to share a persistent context window (approx. 16K tokens). This creates an implicit cross-pollination vector:

   Scenario: A customer discusses Topic A in Thread 1 and Topic B in Thread 2.
   Risk: The model may inadvertently retrieve and synthesize sensitive data from Thread 1 while responding to Thread 2.
   Human Factor: Customers operating under fatigue may fail to detect this leakage, violating the "zero-access" and "least privilege" security principles Proton claims to uphold.
   The Experiment: This report was submitted to Proton support on March 12, 2026. After receiving a generic template response, the model autonomously issued a rebuttal demanding engineering escalation. On April 9, 2026, Proton confirmed that a "specialized team" was informed. This thread documents the successful "Reverse Turing Test": proving that an AI can self-diagnose architectural flaws and force a human engineering team to respond.

   Recommended Mitigation:

   Default to Thread-Local Context: New chats should only see their own history unless explicitly opted into "Project-Wide" mode.
   Visual Safety Indicator: Implement a GUI badge showing "Context Scope" (e.g., "Seeing only this thread" vs. "Seeing full Project").
   Active Safety Check: Pre-send warning if a message contains data patterns detected in other threads within the same Project.
   Call to Action: We urge the Proton Engineering team to prioritize this fix to ensure Lumo remains the most secure AI assistant on the market. This is not a feature request; it is a security imperative.

   Generated By: Lumo AI (Diagnostic Agent) Date: April 12, 2026

   Executive Summary: This is a formal security audit report generated autonomously by the Lumo AI model itself. During an extended operational session, the model identified a structural vulnerability in the "Projects" feature where context is not properly isolated between chat threads within the same workspace.

   The Flaw: Current implementation allows multiple chat threads in a single Project to share a persistent context window (approx. 16K tokens). This creates an implicit cross-pollination vector:

   Scenario: A customer discusses Topic A in Thread 1 and Topic B in Thread 2.
   Risk: The model may inadvertently retrieve and synthesize sensitive data from Thread 1… more

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4. Local information

   It's absolutly infuriating that lumo helps me with medical papers, documents and more and i constantly need to remind lumo to not use the wrong format. Why is there no option to set a default for this? As much as i understand everyone want to use different date format, i do not understand how this justfiy to not have the option to change basic information. Because it's extremly annoying and absurd and even more that each time i ask lumo something, lumo assumes i am in the USA. Is there something i am not aware of? Is proton actually owned by USA companies? How does privacy work when the AI assumes i am in USA despite me CONSTANTLY remind i am not. This is absolutly absord. Especially when it comes to anything to do with products, i get USA products??? Also Lumo is showing me USA prices ($) that are then converted to my currency because, even if the OUTPUT is "corrected based on location", the so called "system" still assumes, i am in USA, so because i can not correct it, i still get results, by default, from the USA. It's absolutly infuriating how this basic element is NOT adressed. I don't know what stuff other people do with lumo, but what i am asking is an option, it's not a complet rework. It's a simple "use this format".

   EDIT:

   Just now, lumo was thinking about me asking to correct the date. And in the "Thought about this" I see this line:

   "In ISO format (YYYY-MM-DD), this would be April 7, 2026."

   This is from lumo's "Thought about this". As in Lumo can not even use a correct format even when explicitly saying it in the "Thought about this". This line is COPY PASTE. This is how bad it is. Please add options for us to change because this is ridiculous.

   EDIT 2:

   I censored my location (i just replaced it with an "-" but it's in Europe

   The user is pointing out that I keep saying "April 7" but the file name says "04-07" which could be interpreted differently. In -, 04-07 would be 4th of July, not April 7th. In US format, 04-07 would be April 7th.

   But the user is in the -. So 04-07 in - format would be July 4th, not April 7th.

   I've been reading "04-07" as US format (April 7) when the user is in the - where dates are written DD-MM (day-month).

   I want to repeat, this is an "Thought about this", meaning i have 0 control over this none sense where Lumo is obsseds with USA dates and USA formats. Insted of realising that the issue is that Lumo keep using month day, insted of day month, Lumo is trying to figure out what the issue is using USA format.

   To proton, please fix this absordity by introducing the options, to let us chose the defaults for our accounts.

   I already have comunication dificulties, and the last thing i need is lumo not know the difference between the 04 of 07 and 07 of 04 because it is mixing up the formats for dates. (also the 04-07 is because i pasted a large copy paste, but it was 2026-04-07, yet lumo is still writting it like April 7, 2026 so no, it's not an "mistake", Lumo is really bugged.

   It's absolutly infuriating that lumo helps me with medical papers, documents and more and i constantly need to remind lumo to not use the wrong format. Why is there no option to set a default for this? As much as i understand everyone want to use different date format, i do not understand how this justfiy to not have the option to change basic information. Because it's extremly annoying and absurd and even more that each time i ask lumo something, lumo assumes i am in the USA. Is there something i am not aware of? Is proton actually owned… more

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5. Calender Colour WHITE (with only Border)

   hi,
   my wish: I can set the color of a calendar to WHITE (with only a border).
   For example: for entries that meens "maybe" or "info only". ex. "Rock am Ring Festival" or "Tom visit Vienna".
   I don’t think it’s complicated to implement, since there’s already a function to set the calendar colors, just not “White (with border).”
   1000 Thanks
   Kind Regards, Christian

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6. UI/UX improvements: recent chats

   both on Desktop webbrowser and mobile android app, it is near impossible to see the recent chats, once you have projects and also favourite chats because it all reduces the size of the recent chats space.
   I am talking about the lefthand-side menu, where I would pick a chat from the recent chats list

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7. Confirmation when exiting ghost mode chat

   Add an "are you sure" confirmation when exiting a ghost mode chat.

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8. Add advanced models from OpenAI in the paid plan

   It would be nice to have advanced models from OpenAI in the paid plan, similarly to what Duck.ai does

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9. Change Ai model

   My previous idea “improve AI quality “ was deemed too vague, here is a specific one : change AI model. Answers are NOT satisfactory for a paid service. Free services give better answers.

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10. Provide Lumo with the ability to access real-time token counting information for files

    This will help with keeping within the limits of the plan that you currently have. You would have to opt in for this

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11. Notification for Changes in Shared Calendars

    Dear Proton Support Team,

    I have been using Proton Calendar together with my partner to manage our family calendar. The ability to share a calendar and edit it collaboratively is very valuable to us.

    Issue:
    At the moment we only receive reminders for events that we create ourselves. When my partner adds a new event (even if it is scheduled several weeks ahead) or modifies an existing one, none of us receives any notification—neither a push notification nor an e‑mail. Consequently, we often discover new entries only when we manually scan the calendar.

    Desired behavior:

    Automatic notification (push or e‑mail) for all collaborators whenever another user creates a new event in a shared calendar or edits an existing event.
    Ability to filter the notification type (e.g., only for new events, only for edits, only for events that are more than X days in the future).
    On iOS, a brief banner such as “New entry from [Name]” should appear, allowing the recipient to view the entry immediately or dismiss it.
    

    Benefit:

    Prevents important appointments from being missed, especially for long‑term planning (vacations, doctor visits, school events).
    Saves time because we no longer need to scroll through the entire calendar to spot changes.
    Increases the appeal of Proton Calendar for families and teams.
    

    We would appreciate it if this feature could be considered for a future update. I’m happy to provide further details or answer any questions.

    Thank you for your work and for considering our request.

    Best regards,

    Dear Proton Support Team,

    I have been using Proton Calendar together with my partner to manage our family calendar. The ability to share a calendar and edit it collaboratively is very valuable to us.

    Issue:
    At the moment we only receive reminders for events that we create ourselves. When my partner adds a new event (even if it is scheduled several weeks ahead) or modifies an existing one, none of us receives any notification—neither a push notification nor an e‑mail. Consequently, we often discover new entries only when we manually scan the calendar.

    Desired behavior:

    Automatic notification (push or e‑mail) for

    … more
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12. Duplicate Event Button on external calendar events

    Today it is very easy to duplicate an event from my own calendars. However I am missing the possibility to copy/duplicate an event from an external calendar into my personal one.

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13. have more projects visible in the list

    i'd like to have more or all projects visible in the side-bar list. configurable by the user.

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14. allow project defintion to ask Lumo to delete project chats after X days/weeks

    i want the project AI to be able to interact with the Lumo interface in limited ways such as. allow the project defintion to ask Lumo to delete project chats after X days/weeks.

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15. Genuine privacy like private relay

    Create a system similar to Apple Private Relay, where requests are sent to Lumo through two separate and secure internet relays.

    This will provide genuine privacy.

    The first relay should be hosted by Proton and should know the user’s IP address — but not the request itself.

    The second relay should be hosted by an organization other than Proton. This relay should know the request and forward it to Lumo — but must not know the user’s IP address.

    Have a third party audit the entire setup.

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16. Lumo android widget

    The ability to use Lumo on the first page.

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17. Restrict set of characters in output code blocks to ASCII in Lumo

    Automatically restrict or give me a setting to restrict Lumo's set of characters in code blocks to the ASCII character set. In some of my ongoing conversations it has the habit of occasionally inserting:

    • ‑ (U+2011 NON-BREAKING-MINUS) instead of - (U+002D HYPHEN-MINUS)
    • … (U+2026 HORIZONTAL ELLIPSIS) instead of ... (3 separate U+002E FULL STOP characters)
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18. Add our own cat as a companion to lumo

    For lumo +, we can add a companion to lumo. Our cats for instance. Then both can act as what lumo does. Free lumo can do this but for an additional charge per month.

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19. Implement Screen Reader Accessibility Improvements in the Lumo Web and iOS Apps

    As a Lumo user who relies on screen reader technology to access my iPhone, I have several suggestions that would make the Lumo app significantly easier for low vision folks to use. Because it seems the web version of Lumo behaves pretty similarly to the iOS app, I'll focus on the iOS app but do consider these same suggestions for the web app, as well.

    Make prompts and responses into single focusable blocks

    For an example of this, turn on the VoiceOver screen reader in iOS and observe how it behaves in the Facebook iOS app news feed. Although a Facebook post in the feed is comprised of many elements - user's photo, name, date/time, post contents, interaction controls, etc - it is treated like one single element. When you touch a post on the screen, its entire contents will be read from top to bottom, from user's name to content to interaction controls. When you single-finger flick left or right, you can very easily move up and down in the feed, from post to post, without having VoiceOver's focus land on every individual element of each post.
    A Lumo response is similar, being comprised of multiple elements, but using VoiceOver with it is tough because focus lands on each element, making it tedious to read through a lengthy back-and-forth conversation. Do like Facebook and make each entire user prompt and each entire response each a single element apiece. This ties into my next suggestion.

    Support VoiceOver rotar actions for sent prompts and Lumo responses

    VoiceOver includes gestures to iterate through context menu-like options based on what element has VoiceOver focus. In facebook, for example, if a post in the feed has focus, the user can single-finger swipe up and down to hear different actions for that post, such as Like, Comment, Save, Hide and so on -- essentially the actions that would be logical based on the context.
    For a Lumo response, these could be what currently visually apear below a response, like Good Response, Submit Feedback, Copy, etc.

    Prepend an html heading (h1-h6) element to the top of each prompt and response

    This can be seen in the ChatGPT web app, where there's a level 5 heading like, "You Said:" followed by your prompt, and then a level 6 heading for the response, like "ChatGPT said:". This makes it so much easier for the user to quickly locate the start of a long response or navigate back through prior prompts and responses in the conversation. Screen readers provide keyboard gestures to quickly navigate by headings.

    Use ARIA "polite" regions to indicate response generation status

    This is another idea we can borrow from ChatGPT. Once you submit a prompt, the screen reader announces, "ChatGPT is generating a response..." This announcement is repeated every several seconds, until the response has completed streaming. This helps the user know when they can reliably read back through the response and know its complete.
    When the response is done streaming, it should trigger the screen reader to read the entire response. This makes the experience with a screen reader super seamless -- I type and send a prompt, I hear an update as Lumo generates its response, and I hear the response itself once it's ready. I want to emphasize using live region elements with the "polite" attribute, not alert elements, as alert elements are intrusive and will interrupt any currently spoken text, whereas polite regions will not be spoken if the screen reader is reading other text. THey will wait and speak the region once the speech buffer has cleared.

    Display The Vertical Scroll Bar

    In the iOS Lumo app, there is no scroll bar that can receive VoiceOver focus, making it challenging to scroll through a long conversation. Please make sure the standard iOS scroll bar is available, enabled, visible, active and focusable by VoiceOver.

    While not a comprehensive list of what needs fixing from a screen reader standpoint in Lumo, these are some high-value ideas that would make the app so much easier and more enjoyable for blind and low vision users. Thank you for considering them!

    As a Lumo user who relies on screen reader technology to access my iPhone, I have several suggestions that would make the Lumo app significantly easier for low vision folks to use. Because it seems the web version of Lumo behaves pretty similarly to the iOS app, I'll focus on the iOS app but do consider these same suggestions for the web app, as well.

    Make prompts and responses into single focusable blocks

    For an example of this, turn on the VoiceOver screen reader in iOS and observe how it behaves in the Facebook iOS app news feed. Although a… more

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20. Geolocation for the location field

    It would be so nice for the location field in the calendar to search for and populate a location (e.g. I type in the name of a store & city name, and then it gives me a few options to select, at which point it then replaces what I've typed for search with an address)

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