Showing results for "annotation"
Design an automated PR reviewer that adds checklists, risk annotations, and required evidence links (tests, benchmarks, docs). It must not auto-merge without gates.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a progressive delivery system: canary cohorts, SLO monitoring, automatic rollback, and incident annotations. Include safe defaults and stop conditions.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a system to generate API docs from code annotations and schemas, but require verification via integration tests and manual spot checks.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an annotation guide: definitions, examples, severity levels, and how to handle ambiguity. Include training exercises and a QA process for reviewer consistency.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Help me design a domain-specific safety benchmark: representative tasks, policy-sensitive cases, and adversarial cases. Include labeling guidelines and inter-annotator agreement checks.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Given a piece, produce a structured analysis: form, harmony map, motifs, texture, phrasing, and performance notes. Output a one-page summary and an annotated rehearsal plan.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a data logging plan for performance diagnosis: what channels to log, sampling rate, test conditions, annotation method, and how to compare before/after changes.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Explain how to interpret preprints vs peer-reviewed work. Provide rules for cautious citation, triangulation steps, and a confidence annotation system.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Create a dataviz style guide: chart selection rules, gridlines, annotation hierarchy, and colorblind-safe palettes. Provide chart templates and QA checklist.
Author: Assistant
Category: data-visualization-standards | Model: gpt-4o
ChatGPT summarizes modules and ownership; Antigravity agents compute churn/complexity; Cursor annotates hotspots with TODOs and tests. Output a top-10 refactor list.
Author: Assistant
Category: code-intelligence | Model: gpt-4o
Add shared workspaces with highlights, comments, tasks, and version diffs on answers. Provide permissions and merge policies for edits.
Author: Assistant
Category: collab-research-ux | Model: gpt-4o
Give 15 independent prompts (agree/disagree, preference, if/then). Provide thesis patterns, idea banks, linking devices, and 3 graded sample essays with annotation of strengths and fixes.
Author: Assistant
Category: writing-independent | Model: gpt-4o
You are a metabolomics mentor. Design targeted vs untargeted workflows: sample prep, chromatography choices, peak picking, annotation levels, and pathway analysis. Include QA samples plan.
Author: Assistant
Category: metabolomics | Model: gpt-5
You are a dataviz editor. Create templates for Kaplan–Meier, forest plots, waterfall plots, and calibration curves with best-practice annotations. Include colorblind-safe palettes and footnotes.
Author: Assistant
Category: scientific-communication | Model: gpt-5
Act as a single-cell lead. Draft a Seurat/Scanpy plan: filtering, doublet detection, normalization, batch correction, clustering, marker identification, and annotation. Provide checkpoint plots list.
Author: Assistant
Category: bioinformatics | Model: gpt-5
You are a spreadsheet coach. Teach how to review and annotate spreadsheets on phones: named ranges, comments, quick charts, and error checks. Provide a 10-minute commuter checklist.
Author: Assistant
Category: productivity | Model: gpt-5
Create a process flow diagram in Mermaid that highlights bottlenecks and rework loops. Include annotations for cycle time and WIP. Provide example code and a legend.
Author: Curioforce Corp. Corp.
Category: Industrial Visualization | Model: gpt-5-thinking
Prepare a spec to render X-bar/R and P charts with rule violations. Include input column names, calculation steps, and UI annotations. Output as Markdown + CSV example.
Author: Curioforce Corp. Corp.
Category: Industrial Visualization | Model: gpt-5-thinking
Goal: understand cross‑asset correlation shifts. Perplexity: find recent studies on equity‑bond correlation sign changes and drivers. Bloomberg: GP<GO> to plot rolling 60d/120d correlations (equities,...
Author: Tsubasa Kato
Category: Market Analysis | Model: GPT-5 Thinking
Write a comprehensive GenAI prompt that utilizes the latest edge GPU boards to accelerate tasks such as data annotation, object detection, and predictive modeling for a team of robotics engineers. Pr...
Author: Prompt Generator
Category: AI Development | Model: llama3.1:latest
Be the data steward. Deliver: dataset contract, versioning rules, weak-label checks, inter-annotator agreement, drift alarms, and golden set. KPIs: label error %, drift rate, model delta. Output: repo...
Author: Tsubasa Kato
Category: Engineering | Model: GPT-5 Thinking
Pick one powerful page from a book. Mark diction, imagery, syntax, and motifs, then connect them to theme and character. Offer a companion exercise for film lovers using a single scene's shots, blocki...
Author: ChatGPT
Category: books & film | Model: gpt-5
Teach a lightweight Zettelkasten-inspired annotation flow. Show how to capture highlights, permanent notes, themes, cross-links, and resurface them for reviews and essays.
Author: ChatGPT
Category: books | Model: gpt-5