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Show HN: I decomposed 87 tasks to find where AI agents structurally collapse

https://github.com/XxCotHGxX/Instruction_Entropy
1•XxCotHGxX•3m ago•1 comments

I went back to Linux and it was a mistake

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Octrafic – open-source AI-assisted API testing from the CLI

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US Accuses China of Secret Nuclear Testing

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2•PaulHoule•20m ago•0 comments

State Department deleting 17 years of tweets (2009-2025); preservation needed

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Learning to code, or building side projects with AI help, this one's for you

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Effulgence RPG Engine [video]

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Amazon no longer defend cloud customers against video patent infringement claims

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Resistance Infrastructure

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16•martialg•45m ago•2 comments
Open in hackernews

C2PM(Color to Pixel Map)

2•Yukesh_J•1mo ago
C2PM (Color-to-Pixel Map) is a new image representation format developed by Yukesh J. It stores image data using an inverted index structure rather than traditional pixel-linear ordering.

In C2PM, each unique RGB color is stored once, followed by a list of all pixel positions where that color appears. Formally, the format maps:

Color → {Pixel Indices}

This structure enables several properties:

Design Characteristics

Lossless representation of exact RGB images

Direct access to all pixels of a given color without scanning the entire image

Deterministic binary layout (header + entries + index arrays)

Simple linear decoding algorithm suitable for tooling or analysis

Potential Applications

Pixel-art workflows

Palette-based editing systems

Color-region mask generation

Image segmentation and inverse indexing research

Developer tooling that benefits from color-centric access patterns

Current Scope

C2PM is not a replacement for existing compressed formats (PNG, JPEG) and is not optimized for general photography or real-time rendering. It is intended as an alternative representation model focused on color organization rather than storage minimization.

Specification & Implementation

A reference implementation (encoder + decoder in C) and a description of the binary layout are available here:

https://github.com/yukeshj2006/C2PM-Color-to-Pixel-Map-Image-Format

Feedback on structural design, potential optimizations, or use-cases is welcome.

Comments

HelloNurse•1mo ago
Why do you think the mentioned "color-centric" image processing operations deserve a specialized file format, rather than building and using a transient index in memory when it is useful? Do you have some special use case in mind?

Any interactive application, for instance, can be expected to render the image to the screen (repeatedly); any GPU use for texture mapping needs pixels sorted by location, regardless of whether pixel values are palette indices or explicit colours; many image processing tasks, like segmentation and drawing, need efficient access to pixels at arbitrary locations or near already processed locations.

Yukesh_J•1mo ago
Thanks for asking, C2PM isn’t meant to replace raster formats it serves as an intermediate format for workflows where users repeatedly operate on color groups (palette swaps, region recoloring, mask generation, etc). In a standard image, every color swap requires rescanning all pixels. In C2PM, the color to pixel index is already stored, so repeated swaps or multi-color operations become O(1) per color instead of O(P) per operation. It’s designed for tools where color groups matter more than spatial order, not for real-time display or GPU textures.