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As a solo developer, generative AI tools were used to assist in creating promotional capsule artwork and achievement icons. All gameplay mechanics, coding, and game design were created directly by the developer.
**A Note on AI Use in MARCO**
MARCO is an independently developed game, created by a solo developer. Its original concept, characters, gameplay, and overall creative direction are my own work.
During development, I used AI-assisted tools to help create certain visual assets, including 3D models, props, textures, concept art, and some promotional imagery. These tools were used alongside my own artwork, designs, and creative decisions. Assets were reviewed, selected, and refined to fit the style and vision of MARCO.
No AI-generated content is produced during gameplay.
MARCO is a game I've wanted to make for years. As a solo developer working with limited time and resources, AI-assisted tools helped me bring that idea to life in ways that otherwise would have been difficult to achieve on my own.
I believe in being open about how the game was made, and I hope MARCO can be enjoyed for what I've set out to create: a fun, chaotic game to play with friends.
Software engineering is primarily by hand in C# and python, with local SLM's, run via Ollama, and occasional cloud-based LLM's used to research knowledge deficits and prototype code snippets for specific systems that map to those deficits. Any AI-generated code was reviewed line-by-line, hand-integrated and heavily modified.
The application requires local file access to files selected by the player from a standard operating system folder browser with permissions. It scans the user's system via the psutil and gputil standard python packages to ascertain the specifications of the user's system to select a model that will match their system's performance profile.
Pinocchio and Hunyuan were used to generate 3D models of mushrooms from 19th century public domain botanical illustrations, and the integrated SLM model is used to generate text labels and summaries at runtime.
The application has absolutely no chat interface. An SLM is integrated locally as a black-box system with robust system prompts to generate structured output in the form of JSON based on the player's file inputs. The JSON is consumed by the game to generate maps and levels.
Additional Specifications & Technical Notes:
- A localhost python server is back-compiled to a C executable and deployed with the main executable and invoked from its application domain to host the local model.
- The local model is downloaded from the Internet via Ollama.
- The end-user needs to have the Ollama client installed to run the model locally.
- The python server has robust internal system prompts to prevent violation of the Terms of Service on the Steam and Itch platforms regarding disallowed content.
- The python server is run from the main executable's application domain, in the same directory structure.
- The python server and main executable communicate via a local socket connection via IANA-approved port numbers according to RFC 6335. Ports are tested and iterated to ensure that they are available on the local system. If an IANA-approved port listed in RFC 6335 is not available, the application will not run.
Heaps adheres to the ARTS standard for AI labeling. A full accounting of our use of AI in this game can be found at:
droidknot.com/ARTS/Heaps_SIS_082726.pdf
Generative AI tools were used during development to create some in-game artwork and sound effects, as well as some store and promotional visual assets. Generative AI also assisted with drafting store descriptions and translating them into English. This content is pre-generated. The game does not generate AI content or connect to external generative AI services during gameplay.
AI tools were used to generate base 2D images and concepts for character masks. These assets were then manually edited, polished, color-corrected, and integrated into the game by the developer.
Generative AI was used to assist with the creation of the game logo and some promotional assets for the Steam store. The generated materials were selected, edited, and further processed by the developer before use.
Generative AI was also used during development to assist with programming and debugging.
No generative AI is used to generate content during gameplay.
Part of the game were created with the help of generative AI tools, then reviewed, edited and assembled by the developer:
• visual art — the ambient background images and the animated background loop
• audio — background music and sound effects
Generative AI is used only during development to produce these assets. The game does NOT use any AI at runtime — there is no live AI generation while you play.
Puzzles and word lists are hand-curated, and level layouts are produced by our own deterministic algorithm (not AI).
This game incorporates AI assistance in its development. The overall vision and execution remain that of the developer.
All language translations were done using Claude. If there are any mistranslations, please contact me to fix them!
Pre-generated content only, nothing is generated while the game runs. Most of the pixel art for monsters, bosses, world objects (shrines, totems, traps, items), boon card art and the three hero cats was generated with PixelLab (an AI pixel-art tool) from text prompts and from our own hand-drawn references, then hand-corrected, quantized to the game's palette and animated frame by frame. The music and all sound effects are synthesized procedurally in our own code (no AI). Purchased asset packs (tiles, UI) are hand-drawn by their artists. No AI-generated text, voices or story.
Generative AI was used during development to help create a limited number of assets, such as some 2D art, textures. All AI-assisted content was reviewed and edited by our team.
"Generative AI was used to create the game's cover art and the free scenario assets (such as character images). We plan to replace these art resources as soon as possible."
AI-assisted coding and editor automation tools were used during development for workflow efficiency.
Most of the art was hand-made by me. The remaining art generated by AI tools like icons or textures will be swapped to human-made art in the near future.
AI translation tools were used to create localization drafts, that are being reviewed by speakers of the language.
Generative AI tools were used during development to assist with the creation and editing of some text content and graphical materials used in the game and its related assets.
Pre-generated AI content:
Some promotional artwork used on the Steam store page was created with generative AI and subsequently edited by the developer
Some of what you see and hear in Semblature was made with AI tools. Nothing is generated while you play. There is no model in the game, nothing is created at runtime, and the game never sends anything you do to an AI service.
Art: No AI-generated imagery currently ships. All in-game art is drawn procedurally by the game's own code, and the store assets (capsules, library art, icons) are the same. No diffusion imagery is used in any of them. An AI image pipeline exists in development; if generated art ships in a future build, this section will be updated before release with the tools and process.
Music: No music has shipped in a build yet. If AI-generated music ships, this answer will be updated with the tool and process before release.
Puzzles: A puzzle's shape, what it teaches, and where it falls on the difficulty curve was designed with an AI coding assistant under my direction. The puzzles you play are produced from that design by a deterministic program, and a solver proves it has exactly one solution. The teaching cards and rule text were drafted the same way and edited by me.
Store copy is drafted with an AI writing assistant and edited by me.
AI-Generated Content Disclosure – CONJURARIUN
CONJURARIUN uses AI-generated content in certain elements of the game. AI-generated images were used for some visual assets, including artwork featured in the game. Additionally, AI-generated music was used in the main menu.
All AI-generated content was reviewed, selected, and integrated by the development team as part of the game's creative process. The gameplay, programming, mechanics, and overall game development were created and implemented by the developer.
Generative AI assisted the creation of some card and character illustrations, environments, CG artwork, UI and marketing art, music and sound effects, written text and localization, and Mandarin and English voices for characters, tutorials, announcements and bond stories, including narration. These assets are pre-generated, selected, edited and integrated during development. The game does not generate content at runtime or connect to external generative AI services. AI opponents use local game rules and strategy code.
Some visual assets were created with the help of generative AI and then edited by the developer. A few sprite animations (doors opening, the ghost, the dynamite fuse and explosion, the turret turning) were generated with PixelLab from our own hand-made sprites, and some store artwork was made with AI image tools. Parts of the in-game text were written with AI assistance and reviewed by the developer. The game does not generate any content with AI while you play.
This game utilizes AI technology for some of its translations and content creation.
While we make every effort to review and refine the content, some translations or expressions may contain inaccuracies or unnatural wording.
If you notice any issues or have any feedback, we will work to address and improve them through future updates. Thank you for your understanding.
Generative AI was used as a tool during production. AI assisted with portions of the game's script writing, some of the original music (vocal music only), voice production, and some images used in the game and store materials. All AI-generated content was reviewed, edited, integrated, and approved by the developer before inclusion in the final product.
Regarding programming, this game was partially coded and translated using AI; however, AI is used only for marketing art. The game's international artwork is hand-drawn and vectorized based on unofficial rock band logos.
We use generative AI to assist in creating art images, adding more details to our work and speeding up the production process. AI-generated images are primarily used for backgrounds and certain CG details.
This game contains pre-generated AI content. Some collectible item models and several furniture and decor props were created with AI image-to-3D and text-to-3D generation, then optimized and placed by the developer. Some surface textures and decorative images were AI-generated. The store capsule and library artwork, logo and icons were created with AI image generation using the game's own screenshots as reference. In-game and store text, including translations, was drafted with AI assistance and edited by the developer. Gameplay screenshots are real in-game captures without AI editing. The game does not generate AI content or connect to AI services while running.
Generative AI was used to assist with localization and to create some sprites included in this demo. We plan to replace these icons with original artwork for the full release.
Artificial intelligence was used to generate our Steam achievement icons and some of our localizations.
We're a small independent team of two self-taught developers. If you'd like to help us replace this content on a voluntary basis, please contact us on Discord or email us at contact@milkycocogames.com.
Generative AI tools were used during development to create some pre-generated 2D artwork, including item icons, characters and environments, as well as store and marketing materials, including the cinematic teaser. These assets were selected, prepared and integrated by the development team. The game does not generate content using AI during gameplay or connect to external AI services.
We don’t particularly like using AI.
Unfortunately, we are a small indie studio made of programmers and designers who are currently somewhere between “making a game” and “having existential crises”.
So, for now, we use AI to help us with some parts of our daily work and to bring some of our music, ideas, and inspirations to life.
But don’t worry, we haven’t handed over the steering wheel to the robots just yet.
Our project, its identity, and its originality are still created and directed by us. AI is simply one of the tools helping us survive the development process while our budget is busy pretending it doesn’t exist.
As soon as we have the resources to replace AI with our own human made work, we absolutely intend to do so.
Until then, we’re just a bunch of indie developers trying to make something cool before our refrigerators become purely decorative objects.
This game does NOT use generative AI for images, 2D art, textures, music, or sound effects.
Generative AI and AI tools are used exclusively in the following areas:
- Development Code: AI coding assistants were used as productivity tools to assist in writing and maintaining the game's codebase.
- Visuals and 3D Models: All 3D models in the game are procedural. AI was not used to produce 3D meshes or textures directly; it was only used to assist in writing the code that at runtime procedurally generates and combines these models.
- In-Game Text and Dialogues: AI tools were used to help build the database of string banks and templates used by the NPC dialogue and description systems. These texts serve as temporary placeholders and will be rewritten by hand.
- Optional Local GGUF Model: The game includes support for an offline, local GGUF language model for dynamic text generation. This feature is entirely optional: when the model is absent or disabled, the game runs standard procedural logic using the built-in string banks.
AI tools were used to assist with programming and generate a small number of textures and menu illustrations. These visual assets were adjusted by hand before being included in the game.
As a solo developer, generative AI tools were used to assist in creating promotional capsule artwork and achievement icons. All gameplay mechanics, coding, and game design were created directly by the developer.
**A Note on AI Use in MARCO**
MARCO is an independently developed game, created by a solo developer. Its original concept, characters, gameplay, and overall creative direction are my own work.
During development, I used AI-assisted tools to help create certain visual assets, including 3D models, props, textures, concept art, and some promotional imagery. These tools were used alongside my own artwork, designs, and creative decisions. Assets were reviewed, selected, and refined to fit the style and vision of MARCO.
No AI-generated content is produced during gameplay.
MARCO is a game I've wanted to make for years. As a solo developer working with limited time and resources, AI-assisted tools helped me bring that idea to life in ways that otherwise would have been difficult to achieve on my own.
I believe in being open about how the game was made, and I hope MARCO can be enjoyed for what I've set out to create: a fun, chaotic game to play with friends.
Software engineering is primarily by hand in C# and python, with local SLM's, run via Ollama, and occasional cloud-based LLM's used to research knowledge deficits and prototype code snippets for specific systems that map to those deficits. Any AI-generated code was reviewed line-by-line, hand-integrated and heavily modified.
The application requires local file access to files selected by the player from a standard operating system folder browser with permissions. It scans the user's system via the psutil and gputil standard python packages to ascertain the specifications of the user's system to select a model that will match their system's performance profile.
Pinocchio and Hunyuan were used to generate 3D models of mushrooms from 19th century public domain botanical illustrations, and the integrated SLM model is used to generate text labels and summaries at runtime.
The application has absolutely no chat interface. An SLM is integrated locally as a black-box system with robust system prompts to generate structured output in the form of JSON based on the player's file inputs. The JSON is consumed by the game to generate maps and levels.
Additional Specifications & Technical Notes:
- A localhost python server is back-compiled to a C executable and deployed with the main executable and invoked from its application domain to host the local model.
- The local model is downloaded from the Internet via Ollama.
- The end-user needs to have the Ollama client installed to run the model locally.
- The python server has robust internal system prompts to prevent violation of the Terms of Service on the Steam and Itch platforms regarding disallowed content.
- The python server is run from the main executable's application domain, in the same directory structure.
- The python server and main executable communicate via a local socket connection via IANA-approved port numbers according to RFC 6335. Ports are tested and iterated to ensure that they are available on the local system. If an IANA-approved port listed in RFC 6335 is not available, the application will not run.
Heaps adheres to the ARTS standard for AI labeling. A full accounting of our use of AI in this game can be found at:
droidknot.com/ARTS/Heaps_SIS_082726.pdf
Generative AI tools were used during development to create some in-game artwork and sound effects, as well as some store and promotional visual assets. Generative AI also assisted with drafting store descriptions and translating them into English. This content is pre-generated. The game does not generate AI content or connect to external generative AI services during gameplay.
AI tools were used to generate base 2D images and concepts for character masks. These assets were then manually edited, polished, color-corrected, and integrated into the game by the developer.
Generative AI was used to assist with the creation of the game logo and some promotional assets for the Steam store. The generated materials were selected, edited, and further processed by the developer before use.
Generative AI was also used during development to assist with programming and debugging.
No generative AI is used to generate content during gameplay.
Part of the game were created with the help of generative AI tools, then reviewed, edited and assembled by the developer:
• visual art — the ambient background images and the animated background loop
• audio — background music and sound effects
Generative AI is used only during development to produce these assets. The game does NOT use any AI at runtime — there is no live AI generation while you play.
Puzzles and word lists are hand-curated, and level layouts are produced by our own deterministic algorithm (not AI).
This game incorporates AI assistance in its development. The overall vision and execution remain that of the developer.
All language translations were done using Claude. If there are any mistranslations, please contact me to fix them!
Pre-generated content only, nothing is generated while the game runs. Most of the pixel art for monsters, bosses, world objects (shrines, totems, traps, items), boon card art and the three hero cats was generated with PixelLab (an AI pixel-art tool) from text prompts and from our own hand-drawn references, then hand-corrected, quantized to the game's palette and animated frame by frame. The music and all sound effects are synthesized procedurally in our own code (no AI). Purchased asset packs (tiles, UI) are hand-drawn by their artists. No AI-generated text, voices or story.
Generative AI was used during development to help create a limited number of assets, such as some 2D art, textures. All AI-assisted content was reviewed and edited by our team.
"Generative AI was used to create the game's cover art and the free scenario assets (such as character images). We plan to replace these art resources as soon as possible."
AI-assisted coding and editor automation tools were used during development for workflow efficiency.
Most of the art was hand-made by me. The remaining art generated by AI tools like icons or textures will be swapped to human-made art in the near future.
AI translation tools were used to create localization drafts, that are being reviewed by speakers of the language.
Generative AI tools were used during development to assist with the creation and editing of some text content and graphical materials used in the game and its related assets.
Pre-generated AI content:
Some promotional artwork used on the Steam store page was created with generative AI and subsequently edited by the developer
Some of what you see and hear in Semblature was made with AI tools. Nothing is generated while you play. There is no model in the game, nothing is created at runtime, and the game never sends anything you do to an AI service.
Art: No AI-generated imagery currently ships. All in-game art is drawn procedurally by the game's own code, and the store assets (capsules, library art, icons) are the same. No diffusion imagery is used in any of them. An AI image pipeline exists in development; if generated art ships in a future build, this section will be updated before release with the tools and process.
Music: No music has shipped in a build yet. If AI-generated music ships, this answer will be updated with the tool and process before release.
Puzzles: A puzzle's shape, what it teaches, and where it falls on the difficulty curve was designed with an AI coding assistant under my direction. The puzzles you play are produced from that design by a deterministic program, and a solver proves it has exactly one solution. The teaching cards and rule text were drafted the same way and edited by me.
Store copy is drafted with an AI writing assistant and edited by me.
AI-Generated Content Disclosure – CONJURARIUN
CONJURARIUN uses AI-generated content in certain elements of the game. AI-generated images were used for some visual assets, including artwork featured in the game. Additionally, AI-generated music was used in the main menu.
All AI-generated content was reviewed, selected, and integrated by the development team as part of the game's creative process. The gameplay, programming, mechanics, and overall game development were created and implemented by the developer.
Generative AI assisted the creation of some card and character illustrations, environments, CG artwork, UI and marketing art, music and sound effects, written text and localization, and Mandarin and English voices for characters, tutorials, announcements and bond stories, including narration. These assets are pre-generated, selected, edited and integrated during development. The game does not generate content at runtime or connect to external generative AI services. AI opponents use local game rules and strategy code.
Some visual assets were created with the help of generative AI and then edited by the developer. A few sprite animations (doors opening, the ghost, the dynamite fuse and explosion, the turret turning) were generated with PixelLab from our own hand-made sprites, and some store artwork was made with AI image tools. Parts of the in-game text were written with AI assistance and reviewed by the developer. The game does not generate any content with AI while you play.
This game utilizes AI technology for some of its translations and content creation.
While we make every effort to review and refine the content, some translations or expressions may contain inaccuracies or unnatural wording.
If you notice any issues or have any feedback, we will work to address and improve them through future updates. Thank you for your understanding.
Generative AI was used as a tool during production. AI assisted with portions of the game's script writing, some of the original music (vocal music only), voice production, and some images used in the game and store materials. All AI-generated content was reviewed, edited, integrated, and approved by the developer before inclusion in the final product.
Regarding programming, this game was partially coded and translated using AI; however, AI is used only for marketing art. The game's international artwork is hand-drawn and vectorized based on unofficial rock band logos.
We use generative AI to assist in creating art images, adding more details to our work and speeding up the production process. AI-generated images are primarily used for backgrounds and certain CG details.
This game contains pre-generated AI content. Some collectible item models and several furniture and decor props were created with AI image-to-3D and text-to-3D generation, then optimized and placed by the developer. Some surface textures and decorative images were AI-generated. The store capsule and library artwork, logo and icons were created with AI image generation using the game's own screenshots as reference. In-game and store text, including translations, was drafted with AI assistance and edited by the developer. Gameplay screenshots are real in-game captures without AI editing. The game does not generate AI content or connect to AI services while running.
Generative AI was used to assist with localization and to create some sprites included in this demo. We plan to replace these icons with original artwork for the full release.
Artificial intelligence was used to generate our Steam achievement icons and some of our localizations.
We're a small independent team of two self-taught developers. If you'd like to help us replace this content on a voluntary basis, please contact us on Discord or email us at contact@milkycocogames.com.
Generative AI tools were used during development to create some pre-generated 2D artwork, including item icons, characters and environments, as well as store and marketing materials, including the cinematic teaser. These assets were selected, prepared and integrated by the development team. The game does not generate content using AI during gameplay or connect to external AI services.
We don’t particularly like using AI.
Unfortunately, we are a small indie studio made of programmers and designers who are currently somewhere between “making a game” and “having existential crises”.
So, for now, we use AI to help us with some parts of our daily work and to bring some of our music, ideas, and inspirations to life.
But don’t worry, we haven’t handed over the steering wheel to the robots just yet.
Our project, its identity, and its originality are still created and directed by us. AI is simply one of the tools helping us survive the development process while our budget is busy pretending it doesn’t exist.
As soon as we have the resources to replace AI with our own human made work, we absolutely intend to do so.
Until then, we’re just a bunch of indie developers trying to make something cool before our refrigerators become purely decorative objects.
This game does NOT use generative AI for images, 2D art, textures, music, or sound effects.
Generative AI and AI tools are used exclusively in the following areas:
- Development Code: AI coding assistants were used as productivity tools to assist in writing and maintaining the game's codebase.
- Visuals and 3D Models: All 3D models in the game are procedural. AI was not used to produce 3D meshes or textures directly; it was only used to assist in writing the code that at runtime procedurally generates and combines these models.
- In-Game Text and Dialogues: AI tools were used to help build the database of string banks and templates used by the NPC dialogue and description systems. These texts serve as temporary placeholders and will be rewritten by hand.
- Optional Local GGUF Model: The game includes support for an offline, local GGUF language model for dynamic text generation. This feature is entirely optional: when the model is absent or disabled, the game runs standard procedural logic using the built-in string banks.
AI tools were used to assist with programming and generate a small number of textures and menu illustrations. These visual assets were adjusted by hand before being included in the game.