A Practical GPT-6 Astra Prompting Guide for Long, Tool-Heavy Work
Use one worked release example to brief GPT-6 Astra for long-running work, set budgets and approval limits, handle changes, and verify the handoff.
3 primary guides
Prompting
Methods for giving AI systems useful context, constraints, examples, and feedback.
Start with a job
Guided collections in this topic
Guided collection
Edit Images With ChatGPT
Start with visible before-and-after results, then choose a workflow for preserving a scene, restoring a photo, or adapting an image.
Guided collectionFind, Audit, and Build Agent Skills
Move from a concrete job to package review, a small controlled test, and a reusable Skill with a clear activation boundary.
Main subject
Prompting guides
These guides have Prompting as their primary topic.
How to Improve an AI Prompt With a Regression Set
A practical prompt-improvement workflow that starts with actual failures, audits cases and graders, protects passing behavior, and accepts only candidates that pass precommitted rules.
How to Write AI Prompts That Produce Useful Work
Learn when a short prompt is enough, how to write a five-part brief, and how to catch missing facts, bad calculations, and unsupported claims.
Also relevant
Related guides from other main topics
These overlap with Prompting, but their main subject belongs elsewhere.
20 ChatGPT Photo Editing Prompts, With Actual Before-and-After Results
See 20 practical ChatGPT photo editing prompts beside the original image and actual edited output. Each example explains when to use it, what changed, and what to inspect before publishing.
Why it fits here: Each image edit is paired with a reusable, inspected prompt.
Seedance 2.5 Prompt Guide: Plan and Review a 30-Second Video
Build a Seedance 2.5 prompt from a source brief and reference-role map, then plan the timing, test the hardest interaction, estimate cost, and review the final encoded file.
Why it fits here: The guide builds and reviews a video-generation prompt.
How to Write AI Portrait Pose Prompts You Can Actually Debug
Use a four-check pose workflow, inspect three controlled edits including one retained failure, and build portrait prompts that are easier to direct, review, and repair.
Why it fits here: The guide isolates pose instructions in a debuggable prompt.
How to get an AI image prompt from a picture
Use a reusable image-analysis prompt, generate from its returned text alone, and compare both repeats. Five worked cases include new image types, exact prompts and retained failures.
Why it fits here: The task turns visual evidence into a reusable prompt.
A 3D Character Prompt Framework for GPT Image 2.5
Learn a practical GPT Image 2.5 prompt framework for expressive 3D-rendered characters, with close visual analysis, an honest result review, and a real one-layer edit.
Why it fits here: The character workflow is organized around a reusable prompt framework.
GPT Image 2.5 Prompt Guide With Practical Templates
Learn a practical GPT Image 2.5 prompt structure for original images and edits, with templates for products, posters, diagrams, transparent assets, and controlled revisions.
Why it fits here: The article teaches image prompt construction and reusable templates.
How to Write Unit Tests With ChatGPT That Catch Real Bugs
Write unit tests with ChatGPT from a clear behavior contract, run them, and check whether they fail for wrong results or unwanted service calls.