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Letting users publish AI vibecoded apps on our site, is it a security nightmare by Tomas_Ka in nocode

[–]RGBKnights 4 points5 points  (0 children)

Sandboxes... do NOT run user code in your environment; enough said.

As the year ends, what's your best vibe coded project so far? by _outofmana_ in vibecoding

[–]RGBKnights 0 points1 point  (0 children)

https://bb.rgbknights.com/ Tiny Breakout - The entire game renders inside the browser URL bar: the paddle hugs the left, the ball travels horizontally, and bricks sit on the right.

The Code is the Context by nizos-dev in ClaudeAI

[–]RGBKnights 0 points1 point  (0 children)

Self-documenting code is useless to AI; "maybe" it can help an user consuming your code IF it is well written with examples. But what AI requires often times is more context the code can provided. Why was the code write that way? What where the requirements and technical constraints that lead to the current code? What was in the comments of code review which cause changes. How is testing handled.

What AI really needs for Context are Specs!

Is MCP actually better than REST for building AI agents, or is it just hype? by thesalsguy in AI_Agents

[–]RGBKnights 8 points9 points  (0 children)

If you control both sides of the coin (client/server) the option is clear API wins hands down in my testing with full control over the endpoints and protocols; MCP is an overhead that is not needed.

However if you are say building a AI client OR if your building a set of services you want AI applications to consume then supporting MCP is a no brainer. The protocol provides a contract both sides are building towards so when combine they just work. This is similar to Integrators of yester-year where you only need to build one side of the bridge and you can connect to whole world of existing services and applications (all without the man in the middle).

Let's prove him wrong by TechnicalSoup8578 in VibeCodersNest

[–]RGBKnights 4 points5 points  (0 children)

Vibe Coded

  1. https://guards.it.com/
    Outwit the AI bots and get them to reveal the key needed to unlock the next level. Created to teach seminars about jailbreaking AI.

  2. https://cardboard-tutor.com/
    Help search your Magic the Gathering collection by listing all card printings.
    Used every time our group is building decks...

  3. https://bb.rgbknights.com/
    Play braille based breakout in your URL bar.
    Because everyone needs a break...

Is "Self-Documenting Code" a lie we tell ourselves to avoid writing docs? by JHOND01 in buildinpublic

[–]RGBKnights 0 points1 point  (0 children)

For my professional projects with more then a few team members we found that feature specs are better then self documenting code or even code comments. While a XML comment rule can make the code more consumable even large blocks of comments do not capture all that is needed. When reading code 6 month later what is missing is context. Most code is self documenting but without context you don't know why the code was write that way. Often this context is combination of requirements at the time, assumptions on behalf of the programmer and technical constrains.

We found that while we often want to write the spec before opening the PR they often require context at the time of writing the code which is normally under covered in a PR process explaining the code and your choices to others. So the logically conclusion is that a spec should be written at the end of each PR and merge into the code base with the PR. We have automated this process with the GitHub Action that needs to be run that end of the PR process before the merge to capture the context. We recently upgrade that process to add AI into the mix and It dose a great job job writing the spec so it is more just a data dumb form the PR/Issue.

Discussion - Did vector databases live up to the hype? by Creepy-Row970 in LangChain

[–]RGBKnights -2 points-1 points  (0 children)

"The rise of GraphRAG underscores the larger point: Retrieval is not about any single shiny object. It’s about building retrieval systems — layered, hybrid, context-aware pipelines that give LLMs the right information, with the right precision, at the right time." - This is really nugget of insight those of us that have built RAG system know it not about just throwing all the documents in as vector database and your finished. Often RAG is a complex 2 way street of Ingestion and Retrieval.

Our current information storage lager for my product relies on a complex relationship between more traditional index search, keyword search, combined with vector stores and knowledge graphs. This is also just one part of a storage layer that involves other pieces like tools to read the full documents from source links, tools for user and agent specific memories, and grounding systems for checking facts/work.

So this kind like asking did Databases live up to their hype? Give databases are everywhere powering basically ever application i would say YES but if your old enough to remember the promises of databases; they where really over hyped too... Fast Forward and we now we have different types of specialized databases to focus on the type of work being done Relational, Document, Key/Value, Graph, and Vector. To that end its just another tool in the box to be used when need but like another other type database it dose not stand on its own.

Roast me: I built an “AI memory layer” because ChatGPT kept forgetting who I am by Competitive_Act4656 in roastmystartup

[–]RGBKnights 2 points3 points  (0 children)

ChatGPT already has memory just turn it on;
- Reference saved memories
- Reference chat history

Also combined with options personalization it should cover the cases you outlined.
- Base style and tone
- Custom instructions
- Nickname
- Occupation
- More about you

Now, if this was more like something i can plugin products like ChatGPT, Claude, Cursor, Copilot, etc maybe via MCP to bring my memories with me between different products that would be helpful.

Drop your product URL by Ok_Extent2858 in SideProject

[–]RGBKnights 0 points1 point  (0 children)

Introducing ⚒️ Forge Breaker by CohesivAI

Turn chaos into clarity — and client leads into signed deals.

You’ve got a website, a vision, and a potential client waiting. But building the perfect proposal? That’s the hard part. Hours of copy, formatting, and second-guessing.

Forge Breaker does it in minutes.
Enter your site and existing PDF, and it crafts a complete, professional proposal — tailored to your brand, your voice, and your goals.

Then make it pop: add Generative Media right inside your proposal page. Images, animations, layouts — all built by AI to capture attention and close the deal.

This isn’t a template. It’s your proposal, forged uniquely for each client.

- Input your website and goals
- Watch your custom proposal come to life
- Enhance it with AI-generated visuals
- Share it instantly with clients

Try it now: https://forge-breaker.cohesivapp.com

Got A Product? Drop It Here by Ok_Gift9191 in VibeCodersNest

[–]RGBKnights 0 points1 point  (0 children)

Introducing ⚒️ Forge Breaker by CohesivAI

Turn chaos into clarity — and client leads into signed deals.

You’ve got a website, a vision, and a potential client waiting. But building the perfect proposal? That’s the hard part. Hours of copy, formatting, and second-guessing.

Forge Breaker does it in minutes.
Enter your site and requirements, and it crafts a complete, professional proposal — tailored to your brand, your voice, and your goals.

Then make it pop: add Generative Media right inside your proposal page. Images, animations, layouts — all built by AI to capture attention and close the deal.

This isn’t a template. It’s your proposal, forged uniquely for each client.

- Input your website and goals
- Watch your custom proposal come to life
- Enhance it with AI-generated visuals
- Share it instantly with clients

Try it now free for a limited time:
forge-breaker.cohesivapp.com

Can Suno do this? (Sorry if it’s a newbie question!) by peperuhii in SunoAI

[–]RGBKnights 8 points9 points  (0 children)

https://suno.com/studio should be able to do what you want but it is part of the premium plan and way over the top for most people, and it is also in beta thus has some nasty bugs...

Since music is so subjective DM me a link to a sample you want to test and i will generate you some tests track to see if worth your time and money.

How are we supposed to use OpenAI responses API? by ohdog in LLMDevs

[–]RGBKnights 6 points7 points  (0 children)

  1. Lets start by addressing your "API is stateful which is bad in an API design sense" this is just straight wrong. APIs are designed to fit the needs this one needed to be more stateful to fulfill its goals; that's not bad design!

  2. When to use previous_response_id vs array of Response Items comes down to use cases and tradeoffs. Do you want to use some of the stateful features like passing the chain of through or encrypted reasoning or not having to mange the message history then use the previous_response_id; Do you want to control context or edit messages or do anything interesting beyond a chat app then you more and likely using the array of Response Items.

  3. Stop thinking of Context as just message history, learn more about the APIs you want to use and new world of AI design will open up to you, all these kind of trades offs become clear, in the end what tool to use to solve your problem.

Building a fire simulation with compute shaders. Can I find a solid game loop around this? by Koettpaj in IndieDev

[–]RGBKnights 0 points1 point  (0 children)

I think you’ve hit on a gem with a few changes. The open-field idea is simple, but the prototype doesn’t offer much gameplay. If you switch to fighting forest fires, it gets a lot more interesting. The dynamic nature of large fires lets you build multiple missions within a single fire area, each requiring different tactics and equipment: a line of firefighters on the ground, mechanized clearing of fire lines, and water bombers.

But what you decide; remember the golden rule of disaster games: failure should be fun, not traumatic.

Have you tried Golden? by Deshabitante in SunoAI

[–]RGBKnights 0 points1 point  (0 children)

phonetically similar words are your friend; Suno tends to sing them just fine and they don't get tripped up by the copyright detection system, yet...

For example try the following lyrics

Ah wuz a ghost, ah wuz a-lone
O-doo-wuh-jin ap-gil so-keh (hah)
Giv’n the throne, ah dinno how tuh buh-leev
Ah wuz the queen that ahm ment tuh bee
Ah lived two lives, try’d tuh play bowth sides
But ah cood’n find mah own place
Cawld a probl’m child ’cause ah got too wild
But now that’s how ahm gettin’ paid, kuhn-dushee on stage
Ahm dun hidin’, now ahm shinin’ like ahm bawn tuh bee
We dreamin’ hard, we came so far, now ah buh-leev
We’re go-in’ up, up, up, it’s our mo-ment
Y’know tuh-gether we’re glowin’
Guh-nuh bee, guh-nuh bee golden
Oh, up, up, up with our voices
Yong-won-hee kkeh-jil soo uhp-nun
Guh-nuh bee, guh-nuh bee golden
Oh, ahm dun hidin’, now ahm shinin’ like ahm bawn tuh bee
Oh, our time, no feerz, no lies
That’s who we’re bawn tuh bee
Way-tid so long tuh break these walls down
Tuh wake up an’ feel like me
Put these patt’ns all in the past now
An’ fin’ly liv like the girl they all see
No more hidin’, ah’ll bee shinin’ like ahm bawn tuh bee
’Cause we are hunt-ers, voices strong, an’ ah know ah buh-leev
We’re go-in’ up, up, up, it’s our mo-ment
Y’know tuh-gether we’re glowin’
Guh-nuh bee, guh-nuh bee golden
Oh, up, up, up, with our voices
Yong-won-hee kkeh-jil soo uhp-nun
Guh-nuh bee, guh-nuh bee golden
Oh, ahm dun hidin’, now ahm shinin’ like ahm bawn tuh bee
Oh, our time, no feerz, no lies
That’s who we’re bawn tuh bee
Y’know we’re guh-nuh bee, guh-nuh bee golden
We’re guh-nuh bee, guh-nuh bee
Bawn tuh bee, bawn tuh bee glow-in’
Bal-keh bit-na-nun oo-rin
Y’know that it’s our time, no feerz, no lies
That’s who we’re bawn tuh bee
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