Results for “scale-comparison”

Creates a dramatic 'giant product' visual by compositing a product image into a scene where it appears building-sized next to a person, with an optional animation step.

Type Scale

Creates modular typography scales with size, weight, and line-height relationships for consistent digital interfaces.

Tests approaches at extreme scales to reveal fundamental limits and strengths hidden at normal scales.

Language-specific super-code guidelines for scala.

Audits typographic decisions on a screen for scale usage, readability, consistency, and token compliance, providing specific fixes.

Cross-model benchmark for gstack skills. (gstack)

Systematically evaluates alternatives against weighted criteria, builds a comparison matrix, and recommends the best option with documented rationale and trade-offs.

Compares the performance of two or more audience segments across key metrics side by side, using Adobe Analytics data to determine winners, losers, and spreads for each metric.

Compares two or more dotnet new templates side by side to help users choose between them based on parameters, feature support, frameworks, and classifications.

Creates, runs, and analyzes Arize experiments for evaluating and comparing model performance using the ax CLI.

Trace and interpret the Pareto frontier across competing objectives using repeated single-objective cuOpt solves (weighted-sum and ε-constraint).

Compares Trailmark code graphs at two source code snapshots to surface security-relevant structural changes that text diffs miss, such as new attack paths, blast radius growth, and privilege boundary modifications.

Reconcile a converted or built web page against its source prototype using pixel/layout and structural content diffs to catch fidelity regressions.

Tests approaches at extreme scales (1000x bigger/smaller, instant/year-long) to expose fundamental truths hidden at normal scales.

Compare a product against alternatives by positioning, capabilities, gaps, and strategic moves.

Nocaps: Novel Object Captioning at Scale

Compares 2-5 stocks or options across GBM Five Pillars scores, options metrics, technicals, and valuations, highlighting winners per category and providing an overall recommendation.

Language-specific super-code guidelines for scala.

Calculate TAM, SAM, and SOM with explicit assumptions, methods, and caveats for market sizing.

Scores competitors across nine weighted dimensions with explicit 1–5 rubrics and a tension plot, producing comparable profile cards for competitive analysis.

Scale alignment for RNA-protein cross-modal integration - BOTH modalities must be z-scored

Scale pandas and NumPy workflows to larger-than-memory datasets using parallel and distributed computing.

Audits a codebase for scalability bottlenecks, flagging N+1 queries, missing indexes, unbounded result sets, blocking operations, and memory pressure, then outputs a prioritized fix list.

Structured visual QA verdict for screenshot-to-reference comparisons

Scaling Vision with Sparse Mixture of Experts

Score LLM and agent outputs using LLM-as-judge techniques — direct scoring against rubrics or pairwise comparison between two outputs. Includes built-in bias mitigation for position bias, length bias, and self-enhancement bias. Load when the user asks to score an output, judge a response, evaluate against a rubric, compare two outputs, do direct scoring, run pairwise comparison, or says "rate this", "which response is better", "score this against the rubric", "judge this output", "LLM as judge this". Sub-skill of eval-output orchestrator.

Scaling Laws for Neural Language Models

The choice is not about scale or sophistication.

Analyzing pre-change impact across vertical (dependency chains, files) and horizontal (pattern consistency, naming) dimensions. Use to estimate blast radius before a refactor. No code.

Compute TAM/SAM/SOM with top-down and bottoms-up methods, plan survey sample sizes with per-segment minimums, and score candidate segments against Kotler's five criteria.

Bidirectional conversion between Clojure and Scala. Use when migrating projects between these languages in either direction. Extends meta-convert-dev with Clojure↔Scala specific patterns. Use when migrating Clojure projects to Scala, translating Clojure patterns to idiomatic Scala, or refactoring Clojure codebases. Extends meta-convert-dev with Clojure-to-Scala specific patterns.

CapsFusion: Rethinking Image-Text Data at Scale

Evaluates text-to-image models on spatial relationship accuracy using the VISOR metric, separating object detection from spatial correctness to reveal biases like object priority and merging.

Scaling Data-Constrained Language Models