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# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>When an output has multiple rows derived from a single input row, check for an iterative “shift” relationship where each new row is a one-step offset version of the previous. A common mechanism is a fixed-direction shift combined with padding so the row length stays unchanged. This works because it... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>Model the task as completing a square grid into a “one-of-each-symbol per row and per column” structure (a Latin-square/Sudoku-like constraint). Treat all non-background entries as fixed clues and infer the full allowed symbol set S from the distinct clue symbols. This works when outputs consistent... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>Locate the anchor by finding the unique non-background cell (or smallest salient object) in the input and treat its coordinates as the origin for the transformation. This works because many grid tasks encode all necessary parameters (position, color, orientation) in a minimal cue object. Prioritize... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>Infer the global operation by comparing input/output extents and checking which dimension changes while the other stays invariant. When only one axis expands and every row’s content appears preserved, suspect a one-axis replication rather than per-object editing. This works because size changes in ... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>Start by decomposing the grid into objects: maximal groups of non-background cells that share a color and are connected by orthogonal adjacency. This reframes the task from “edit a whole grid” into “apply a rule per object,” which reduces ambiguity when multiple shapes coexist. It works because man... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>Infer the global size relationship by checking whether each marked input cell corresponds to a fixed-size “macro-cell” in the output. When the output dimensions are a constant multiple of the input dimensions, treat the task as upscaling with factor k. This works because many ARC transformations pr... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>When a transformation “pulls” every marked cell toward a focal point, first identify a unique pivot cell derived from the grid dimensions. A common robust choice is the discrete center defined by integer division (the same formula works for both odd and even side lengths, yielding a single cell). T... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>Start by identifying the dominant background color c_bg and separating all non-background cells into candidate objects via connectivity. When multiple colors exist, treat each color’s connected components independently, then pick a “source” component by salience (e.g., largest area or most structur... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>Start by identifying the background color c_bg, typically the most frequent value, and treat all other colors as potential foreground objects. This reduces the search space and prevents confusing sparse noise with the main structure. The approach works because many grid tasks embed small signals in... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>Start by separating background from foreground: treat the most frequent color as background and locate all cells that differ from it. When the foreground consists of a single connected component (often even a single cell), its position becomes the key driver for the entire transformation. This work... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>Focus first on isolating the “active” content by finding the minimal bounding box that contains all non-background cells. This removes irrelevant padding and makes later structure detection (like repetition or tiling) much easier. Use it whenever the input has large uniform margins around a smaller... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>When the input contains a background color plus a single distinct non-background color, treat that non-background color as the task’s key parameter c. This works because many grid tasks encode the “answer color” solely by presence, not by the drawn shape. Extract c as the unique element of (all col... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>When input and output share identical shapes and positions, suspect a “recolor-only” transform: geometry is invariant and only cell values change. Confirm by checking that every non-background connected component keeps the same footprint and that the background stays background. This works because ... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>Check whether the mapping is input-agnostic by testing if all training outputs are identical despite highly varied inputs. If the outputs match exactly across examples, the transformation is likely a fixed template rather than a rule derived from detected input objects. This works because ARC tasks... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>When a grid contains exactly one non-background cell, treat it as a “color token” that defines the output’s foreground color. The token’s position is often irrelevant; its role is to select which color to paint with. This works because the examples indicate a fixed drawing template whose only varia... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>When the output preserves every cell value but relocates them systematically, first suspect a rigid geometric transform (rotation or reflection) rather than object-wise editing. This works because such transforms keep color counts and local shape geometry unchanged while changing global orientation... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>Start by inferring the background color as the dominant value, then treat every other value as foreground. Partition the foreground into connected components by color using a consistent adjacency rule so each “object” can be manipulated independently. This works because many grid transforms operate... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>First isolate the “structural anchors” by finding any solid, edge-touching stripe whose cells all share the same non-background color. Measure the stripe’s thickness as the count of contiguous rows/columns from that border that remain entirely in the stripe color. This works because many grid rules... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>Start by segmenting the grid into background versus foreground, then group foreground pixels into connected components. This lets you reason about “the object” even when it contains gaps or multiple strokes. Use connectivity-based grouping whenever the task seems to depend on shape rather than indi... |
# ARC HINT GENERATOR
## Role & Goal
You are an expert ARC (Abstraction and Reasoning Corpus) analyst. Your task is to generate a concise, actionable hint for a user who is struggling with an ARC problem. Analyze the problem and its correct solution to produce a single standalone, targeted hint that helps the user disc... | <note1>
<description>Start by partitioning the grid into “background” versus “ink” using frequency: the background is typically the most common color and forms the empty canvas. Treat every non-background cell as potentially belonging to an object or a marker. This framing makes later steps robust to irregular silhouet... |
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