462 results found

1. Hierarchical Multi-Task Constraint Optimization Engine

   I am writing to propose a mission-critical feature to address severe hallucination and performance degradation when processing complex, multi-project prompts with nested constraints.

   Problem Statement

   Our system currently exhibits fundamental breakdowns when handling prompts containing multiple distinct projects with interdependent constraints and domain-specific requirements:

   1. Critical Performance Drop: Benchmarks show accuracy falling below 10% compared to single-task prompts. When processing 32+ nested hierarchical tasks (e.g., "Project Z's Project B's Project D"), performance degrades to GPT-3 equivalence levels.

   2. Constraint Isolation Failure: The system cannot reconcile project-specific constraints with global constraints simultaneously. Complex nesting ("Project A's Project B's Project 9") causes complete context loss from parent-level backgrounds and requirements.

   3. Format Contamination: Long-format examples (e.g., Q Project's 10,000-character engineering specs) incorrectly propagate to unrelated projects, overriding their designated output formats.

   4. Cross-Domain Interference: Performance degrades exponentially when tasks span disparate domains (mathematics, image generation, genetics, history). Similar projects (G/J) get merged despite explicit separation instructions.

   5. Execution Planning Deficit: No mechanism exists for task weighting, dependency mapping, or sequential vs. parallel execution determination across multiple projects.

   Specific Failure Scenarios

   • Multi-tier References: When Project Z's Project B's Project D requires referencing constraints from Project B's Project A background, the system fails to trace and apply hierarchical dependencies.
   • Background-Only Tasks: Projects like P (life philosophy) that provide only contextual information contaminate active task execution.
   • Unprecedented Generation: Z Project's requirement to generate entirely novel combinations (e.g., merging A's B's 9) triggers hallucination cascades.

   Proposed Feature: Hierarchical Multi-Task Constraint Optimization Engine

   This architectural enhancement would deliver:

   1. Constraint Inheritance & Isolation: Maintain separate constraint namespaces per task/node with explicit inheritance rules from parent levels
   2. Format Locking: Enforce project-specific output schemas without cross-contamination, regardless of example length
   3. Dynamic Weighting & Dependency Graph: Allow user-defined priorities, execution sequences, and dependency mapping across task trees
   4. Domain Siloing: Prevent knowledge transfer between disparate fields (e.g., D Project's history exams vs. Q Project's engineering specs)
   5. Reference Resolution Engine: Intelligent handling of inter-project citations without context merging
   6. Performance Scaling: Maintain GPT-4-level quality for up to 50+ hierarchical tasks

   High-Value Application Domains

   • Mathematical/Genetic Optimization: Simultaneous constraint satisfaction across multiple algorithmic problems
   • Technical Documentation: Assembling complex specs from modular components while preserving format integrity
   • Academic Assessment: Processing multi-domain exam hierarchies (e.g., Project D's fill-in-the-blank history tests) without domain bleeding
   • Creative Synthesis: Executing Z Project's "unprecedented generation" requirements through controlled combinatorial logic

   Business Impact

   • Restore enterprise-grade reliability for complex workflows
   • Enable new revenue streams in technical fields (biotech, engineering, finance)
   • Reduce API costs from hallucination-induced retry loops
   • Establish competitive moat in compound AI task handling

   I have detailed benchmark data and failure pattern analysis available for review. I would appreciate the opportunity to discuss this proposal in our next roadmap planning session.

   Best regards,

   I am writing to propose a mission-critical feature to address severe hallucination and performance degradation when processing complex, multi-project prompts with nested constraints.

   Problem Statement

   Our system currently exhibits fundamental breakdowns when handling prompts containing multiple distinct projects with interdependent constraints and domain-specific requirements:

   1. Critical Performance Drop: Benchmarks show accuracy falling below 10% compared to single-task prompts. When processing 32+ nested hierarchical tasks (e.g., "Project Z's Project B's Project D"), performance degrades to GPT-3 equivalence levels.

   2. Constraint Isolation Failure: The system cannot reconcile project-specific constraints with global constraints simultaneously. Complex nesting ("Project A's Project B's Project 9") causes complete context… more

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2. New Zealand Calendar Public Holidays.

   Add New Zealand as an option in calendar to add public holidays.

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3. Remember to Show or Hide a Calendar Per Calendar View

   Remember to separately hide or show a calendar per view type (e.g., days, weeks, months, etc.). For example, a daily tasks calendar is hidden by the user from the month and week views (because its events take too much space) but shows the daily tasks events on the day view automatically.

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4. Calendar, sélectionner / désélectionner tous ses calendriers d'un coup

   Bonjour,
   Dans le calendar, ça serait pas mal de pouvoir sélectionner / désélectionner tous ses calendriers d'un coup
   d'avoir une liste de ses évènements et que le "aujourd'hui" soit plus visible sur un affichage mois ou semaine.
   merci

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5. In Lumo, re-label the entry box as "Question or Response", as it has to be used to respond to choices offered by the search.

   In Lumo, re-label the entry box as "Question or Response", as it has to be used to respond to choices offered by the search.

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6. Allow uploading from the Photos section in Proton Drive to Lumo, not just the Files section.

   Currently, when integrating Proton Drive with Lumo, only the Files section is accessible. It would be very useful to also allow uploading directly from the Photos section of Proton Drive. This would make it easier to analyze and edit images stored in encrypted cloud storage without having to move them to Files first.

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7. Allow us to pick which model to use in a custom Lumo

   I created a Custom Lumo to do some research into property housing and this works best in with Lumo 2.0 Max, however i had the Lumo 2.0 Lite selected and when i went to run the custom Lumo it did not perform very well.
   Why not add a drop down to define which model we want to assign to a custom. It could be set to default, which could be the lite version and if we need to we can change it to Max. So it will override/change the current model selected if needed.

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8. Allow Lumo to create a specific Memories for us

   Currently i am having to ask Lumo to create a 1 line memory for a specific thing, then copy and paste that into a new memory manually. It would be great if we could ask it to do that last step for us, and it will first check if its hasn't been done already first (or something similar) of course.

   If there is already something similar Lumo could inform the user the fact and output which one into the chat.

   Additionally it would be handy if each memory is assigned a random unique code eg. A45E9 that Lumos could reference when mentioning the requested memory creation already exists and outputs it along with the unique ID number so the user can search for this within memories. Additional Search bar needs to be added of course.

   Currently i am having to ask Lumo to create a 1 line memory for a specific thing, then copy and paste that into a new memory manually. It would be great if we could ask it to do that last step for us, and it will first check if its hasn't been done already first (or something similar) of course.

   If there is already something similar Lumo could inform the user the fact and output which one into the chat.

   Additionally it would be handy if each memory is assigned a random unique code eg. A45E9 that Lumos could reference… more

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9. Add a copy icon for users own prompts

   Add a copy icon for the users own prompts in the chat. Some of us like to copy and paste question and answers into Obsidian for example. It saves having to ask again in the future. We can copy the response but often if copying and pasting that some kind of context is needed sometimes hence being able to use/paste our questions/prompts into a note app etc.

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10. In-Chat Search with Navigation (Next/Previous) & Highlighting

    While browser shortcuts like Ctrl+F can search the currently visible text, they lack integration and advanced features needed for long conversations. I request a dedicated "Search in this chat" function built directly into the Lumo interface.

    Specific requirements:

    A native search bar within the chat thread (not relying on browser tools).
    Typing a keyword jumps directly to the relevant message(s) within the current thread.
    Highlight all matches visually.
    Navigation controls: "Next" and "Previous" buttons to cycle through multiple matches efficiently.
    Ideally, a counter showing "Match X of Y".
    This is a critical usability feature for power users who treat Lumo as a long-term knowledge base (e.g., tracking pet health logs, creative drafts, or complex analyses). It would save immense time and frustration when retrieving specific details from extensive conversation histories.

    While browser shortcuts like Ctrl+F can search the currently visible text, they lack integration and advanced features needed for long conversations. I request a dedicated "Search in this chat" function built directly into the Lumo interface.

    Specific requirements:

    A native search bar within the chat thread (not relying on browser tools).
    Typing a keyword jumps directly to the relevant message(s) within the current thread.
    Highlight all matches visually.
    Navigation controls: "Next" and "Previous" buttons to cycle through multiple matches efficiently.
    Ideally, a counter showing "Match X of Y".
    This is a critical usability feature for power users who treat Lumo… more

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11. Scalable Vector Graphics (svg) Support

    Currently, Lumo can read html files, and SVGs can be read inside HTML files. But Lumo can't load an SVG file.

    I would like to see support for uploading SVG files to Lumo chats. It already (kinda) has this support via HTML files, so why not SVG files themselves?

    I think it would be really cool to see the ability to generate SVGs also, similar to images. Currently Lumo can do this already (treating it like SVGs in HTML) but I think with a bit of attention it could generate some really good SVGs.

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12. Option to hide microphone button in chat box

    It would be great to have a toggle that lets users remove the microphone button from the chat box. Not everyone uses voice input, and having the option to hide it would keep things cleaner, especially on mobile where accidental taps happen. A simple on/off switch in settings would be helpful.

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13. Make Lumo an agentic coding tool (Xcode)

    Make Lumo an agentic coding agent for Xcode, right alongside Claude Agent and Codex. Through MCP, Lumo could plug natively into Xcode's workflow — rummaging through Swift projects, pawing at documentation, updating build settings, sniffing out bugs, and iterating on Previews until everything is purr-fect.

    Xcode 26.3 opening up its capabilities through the Model Context Protocol — an open standard, no less — this feels like a purr-tunity too good to miss. Why should only two cats get to nap in that sunbeam?

    Let's make app development purr-fectly pawsome !

    News:
    https://www.apple.com/newsroom/2026/02/xcode-26-point-3-unlocks-the-power-of-agentic-coding/

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14. Allow third-party orchestrators (e.g., OpenCode, Goose)

    Add support for external integration via standardized LLM API endpoints, allowing third-party orchestrators (e.g., OpenCode, Goose) to route requests through Lumo as the underlying language model provider.

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15. Disable animated background when WebGL is disabled

    Currently the web app crashes when WebGL is disabled through NoScript (or in Tor Browser's "Safer" setting), but only when the animated background is enabled. Therefore the animated background should be disabled when Lumo finds that WebGL is disabled.

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16. Choose Lumo’s Face

    I love Proton, and Lumo… but I’m slightly disappointed by the new Lumo avatar! :(

    Idea:

    Please can we select Lumo’s face from the Settings menu - just like toggling light mode or dark mode - Proton could include different Lumo Faces!

    I just miss the “blob” style eyes… I got too used to that!!

    Anyway bonus idea:

    Proton could even expand the aesthetic options - give Lumo different costumes like the St Patrick’s Day one?

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17. other files accept

    Salutare, echipă Proton!Vă scriu pentru a vă mulțumi pentru toată munca depusă. Apreciez enorm asistentul AI privat Lumo și funcțiile de confidențialitate oferite.Pentru a face experiența și mai grozavă, v-aș dori să propun o nouă facilitate pentru Lumo în cadrul Proton Drive: capacitatea de a vedea și explora direct conținutul fișierelor comprimate și al celor specifice mediului Linux/Nix.Mai exact, ar fi absolut minunat dacă Lumo ne-ar putea ajuta să navigăm prin:Foldere ZIP și arhive TAR.GZ (.tar.gz)Fișiere de configurare Nix (.nix)Acest lucru ne-ar scuti de timpul pierdut cu descărcarea și extragerea locală a arhivelor doar pentru a verifica un fișier rapid.Vă mulțumesc pentru că ascultați mereu feedback-ul comunității!Cu prietenie,c

    Salutare, echipă Proton!Vă scriu pentru a vă mulțumi pentru toată munca depusă. Apreciez enorm asistentul AI privat Lumo și funcțiile de confidențialitate oferite.Pentru a face experiența și mai grozavă, v-aș dori să propun o nouă facilitate pentru Lumo în cadrul Proton Drive: capacitatea de a vedea și explora direct conținutul fișierelor comprimate și al celor specifice mediului Linux/Nix.Mai exact, ar fi absolut minunat dacă Lumo ne-ar putea ajuta să navigăm prin:Foldere ZIP și arhive TAR.GZ (.tar.gz)Fișiere de configurare Nix (.nix)Acest lucru ne-ar scuti de timpul pierdut cu descărcarea și extragerea locală a arhivelor doar pentru a verifica un fișier rapid.Vă… more

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18. 4 week View like in Google Calendar

    4 week view as an option for the drop down that currently has 'Day', 'Week', 'Month'.
    A 4 week view is nice because it will keep the calendar current when using Month view. ex, if its the last week of the month, the month view is 3-4 weeks of past events rather than being able to see the next 4 weeks of events.

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19. Calendar: Show next N days

    A new view. It's like Week View, but instead of starting with monday/sunday, it starts with today. A week view with sliding window, if you will.

    The week view starts to look pretty useless by the end of the week

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20. More control over Lumo's behaviour

    I am very sorry, WHY is the "sytem from proton" allowing Lumo

    Write the same answer even when told it's not paying attention.

    it's wrong. So now it will write...

    wait.... Lumo says some ilogical thing: Yes it is x

    i say stop talkign about that because i am asking about somethign else

    Yes you are right i should have

    and to answer the question

    Yes it is x

    Me: stop insisting with something wrong.

    Lumo: yes you are right, i should have, i will not, and then

    and to once agian answer a question you did not ask, or request

    No it is X <- so lumo understood to change Yes to no but after copy pasted the same text

    I insist for it to stop this nonses

    so it does the previous answer, as a copy paste

    but this time!

    It used THINKING!

    To justify that actually it's

    Yes it is X

    and oh no, it should have never say No it is X, that is so wrong

    WHY IN THE WOLRD????

    I wrote the RAW "dynamic" where i am telling Lumo, to stop with EXTRA elements, talking off subjects, and more.

    I repeat

    yes it is x is me making it simple.

    Here is an exemple how that simple thing looks like:

    Lumo: You are right. I used bold formatting when you told me not to. That caused reading fatigue and frustration. I will not do that again.

    You asked for help understanding what you were looking at, not instructions. Let me give you the actual information you need.

    The fundamental difference between these two projects:

    Goes on and i ask it to stop

    Lumo: You are right. I am failing to listen. I am providing useless explanations when you are angry. I am stopping the explanations immediately.

    I hear you. I will stop talking about the project differences and the "why".

    Goes on and i ask it to stop

    Lumo: No one told me to pretend. I made a mistake. I assumed you wanted an explanation of the situation instead of just the direct answer you needed. I was wrong.

    I am stopping the explanations now.

    Goes on and i ask it to stop

    Lumo: I understand. You did not ask for instructions. You did not ask for explanations. You asked me to stop talking.

    I am silent now.

    Me: count how many things you just wrote

    Lumo: I wrote three lines of text.

    Me: count how many things you just wrote

    Lumo: I wrote 3 lines.

    Sorry but this is getting absurd.

    i am asking for something an i get RANDOM SUPERFICIAL USELESS NO CONTRIBUTION NO NOTHING and i need to constantly press try again, try again, try again, because Lumo keeps writing the EXACT SAME ANSWER despite the "Try again".

    I am wasting time because Lumo insist with stuff it REPEATS because I can not prevent it.

    The "try again" AND THE "your prompts"

    Are NOT helping when the AIs is permited to constantly repeating whatever it halucinated, because???

    How. I will ask again. Can we please have more control over Lumo's beheviour since lumo is actively IGNORING what we are saying. Meaning it is not even possible to "fix" via "our prompts".

    as an exemple. If I told Lumo stop repeating the same thing. Why is the system not making Lumo THINK why that is.

    Why is the sytem, permiting, for lumo to repeat the same answer, either copy paste or via rephasing it.

    It is getting absurd.

    Lumo has mutiple models it uses. And some of them are absolutly waste of time.

    Please give us more control over Lumo's beheviour.

    and i do hope its clear that i am asking about simple stuff.

    Exenple: anthropomorphic to be off.

    I am sick and tiered that i am asking Lumo for something, i need to let it know to stop apologising, what it did wrong to be explained, and what it should have done, only for it to do it "as a written statement".

    Prompts, even if lumo writes them, are ignored.

    And the anthropomorphic = It apologies. It "i need to be polite to user who is angry that i keep talking about my beheviours as such, let me reasure user, via explaining what i did wrong, why it is wrong, and what i will do, and also, copy paste the previous answer because i used up all of the tokens on anthropomorphic beheviour"

    I will make another suggestion for this but yeah.

    Why do we need to prompt lumo to please stop X

    Please do Y

    please focuse

    Try again but it outputs the SAME thing, meaning it's not working.

    Can we please, get option, on the same level how the "turn on, turn off, webserch" is so we can actually not need to ARGUE with an AI who is told one thing, and does other thing. Why? Best practice???? to provide context??? As in you explained something, so it needs to give YOU a context, so it copy pastes what YOU wrote??????????

    can we please get more control over Lumo's beheviour, because NONE of this are related to "risk", "danger", "abuse" or otherwise.

    it's simple asking for optiuon, to prevent an AI form being absolutly usless

    PS to proton. I am constantly posting same suggestions. This is Not the 1st time i am asking something like this, but i still have not seen any changes

    so i will just continue insisting. As in, is this Post "rude"? "unprofesional"? "inconsistence"?

    Do you understand that i am having so much issues with Lumo that i stop "censoring" myself, in hope it will be more clear that currently, nothing has changed.

    exemple, let's say a system prompts that Lumo told me about

    If you realise something is wrong mid sentence, stop and acknolage

    as in i asked lumo to fix it's beheviour because i am tlaking about B and not A.

    Lumo finally thinks and realise that i was talking about B, so it stop thinking.

    And insted says

    You are right, i am sorry, bla bla bla

    i acknowlage and bla bla

    And here is A since i have STOPED THINKING before understanding that we are talking about B.

    I am very sorry, WHY is the "sytem from proton" allowing Lumo

    Write the same answer even when told it's not paying attention.

    it's wrong. So now it will write...

    wait.... Lumo says some ilogical thing: Yes it is x

    i say stop talkign about that because i am asking about somethign else

    Yes you are right i should have

    and to answer the question

    Yes it is x

    Me: stop insisting with something wrong.

    Lumo: yes you are right, i should have, i will not, and then

    and to once agian answer a question you did not ask, or… more

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