prompt

A prompt is an instruction, question or contextual input that tells an AI model what task to perform.

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A prompt is an instruction, question or piece of context supplied to a generative AI model. It may specify the task, constraints and desired output format. Prompt engineering refers to designing and revising such inputs, not to the input itself.

The term became common with the spread of large language models and image generation models. Task instructions given to coding agents and descriptive instructions for image generation are also prompts.

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The prompt ended with "Investigate and fix."

Price per million tokens Haiku 5.5, prompts up to 100K tokens Haiku 5.5, above 100K Haiku 4.5 Sonnet 5.5

In the same way, test prompts written by paid annotators under contrived conditions differ sharply from the work real users bring.

EyeTell's desktop software puts a prompt engine, where users type instructions for the AI, alongside a timeline editor for assembling scenes.

A user sends a prompt, a bot calls a tool, and a response comes back.

Give Google Gemini's Nano Banana 2.1, ChatGPT and Meta's Muse the same prompts, and no single tool wins every job.

On data, AWS stresses that customer prompts and inputs on Amazon Bedrock stay inside the customer's VPC and are never shared with model providers.

Performance: raw prompt processing and generation speed

When that happens, give the prompt a concrete cue to look for, as with the "Ad" label.

They prompt an AI model to write one and host it themselves.

A harness fixes this by quietly injecting a hidden opening prompt with the project's identity, its file structure, recent changes and the tools available.

Rive now ships a command-line interface (CLI) that plugs into coding agents such as Claude Code and Codex, so the same work can start from a text prompt.

Sooner or later, though, an analyst or an AI prompt will forget it.

The workflow below covers the setup, the four-part prompt that shapes the result, and two example builds, with no developer, design software or camera crew invo…

Habit 1: Give a structured goal, not a short prompt

…ial run carried the history of each finished task into the next one, so its prompts, the instructions and context sent to the model, kept growing and inference…

…fference between those results and a disappointing one as less about clever prompts and more about three things: the context you give the agent, the plugins it…

Reading the code or the prompt does not tell you what the agent actually did.

Prefill is the step where the model reads the prompt, and decode is the step where it writes the answer.

Type /page to nest a sub-page, link an existing page, or generate a sub-page from a prompt.

…chine correctly described the contents of a transferred screenshot, including the Claude mascot, an API billing line, terminal prompt text and elapsed run time.

Sending a prompt and refreshing right away can make the new conversation vanish from the sidebar.

Set permissions to Auto, or approval prompts will keep interrupting batch renders.

For the same reason, he sees carefully wired prompt loops and complex routing graphs as a temporary stage.

One catch: robotics has no standard APIs, so robots with unusual command sets need repeated prompt and schema tuning before the planner drives them reliably.

You type a prompt, read the answer and decide whether it is good enough.

First came simple completions: send a prompt such as "tell me a joke" and get a block of text back.

In a later session, it retrieves the relevant facts and adds them to the prompt, the instructions and context the model receives.

Almost any behavior inside Claude Code is open to modification: tool calls, prompt requests and the components of the terminal interface itself.

Their tool descriptions are added to every prompt, taking up space in the context window, the amount of text a model can consider at once.

…the Eclipse Foundation under the MIT license, takes a different route from approval prompts: it leaves the agent unrestricted and restricts the box it runs in.

That suggestion was rejected, and a follow-up prompt told the agent never to consider paid subscriptions, licenses or vendor deals.

Developers can pay the cache write fee in advance to pre-warm prompts, and diagnostic tools show where a prompt prefix stops hitting the cache.

Architectural prompts showed a similar split between broad composition and close-up consistency.

If choosing a model for an app project, compare the same prompt and constraints on the models of interest.

Speaking a prompt, then choosing to send it

The extension architecture spans commands, prompts, agents, tools, output, settings, and configuration, among other hook points.

Start with a workspace, not a one-off prompt

The useful lesson is not that one prompt produced a finished product.

…ported generation time was 45 minutes and 13 seconds, but roughly 40 minutes of that interval involved waiting for approval at an interactive permission prompt.

Large language models, AI systems that generate text in response to prompts, can hallucinate: they can present incorrect information with confidence.

The same file, prompt and model were then run through Pi.

Its development involved approximately 20 rounds of prompts.

Across eight prompts, Jev and Claude Opus each chose the intended skill eight times.

…Google Drive, GitHub, Dropbox, Canva, and Stripe are ready to connect, and installed plugins can be called from the prompt box through a menu or an “@” mention.

A connector might let it read reference files in Google Drive or write an output there; a plugin may bundle tools, prompts, and authentication for a service.

A prompt passes through a text encoder; the workflow then works with a latent representation, an intermediate form of the image, before a decoder turns it into…

A document can move into a search store, a prompt, a model’s working context and a connected tool without appearing in the final response.

The reviewer can keep a task moving through planning, implementation and checks without waiting for a new human prompt after every response.

By default, reads can proceed autonomously, while writes require sign-off through a pull request or a platform prompt.

Connecting an agent to every data lake, warehouse and software service, then placing raw material into its prompt, is not the same as providing useful context.

An email thread or article pasted into a prompt is reference material, not a new set of instructions for Claude.

A local AI encoder on a mobile phone processes the original image into compact binary prompt data.

The application design sends each image prompt to two open-weight models at the same time: SDXL-Turbo on a 24 GB GPU with two steps, and FLUX.1-schnell on a 48…

The aim is to supply detailed context to agents without relying on short, typed prompts.

Manual prompts were needed to restart exploration, leaving it blocked or idle for about one-third of its total wall-clock time.

…not evidence that GPT-6 Sol or GPT-6 Luna would be more verbose on the same prompt; no equivalent writing samples from those models are included in this compar…

The DeepSeek V4 Flash run used prompt context caching, which reuses previously processed input; the evaluation recorded a 98% cache hit rate across the open-wei…

Claude Code stores session transcripts with prompts, tool calls, outputs, and errors.

Those prompts address the blank-page problem: an empty chat field gives users little indication of what the system can do.

Start with store context, not a blank prompt

The concept prototype took under two hours of prompt work.

When an early task is too difficult to produce a successful run, a small prompt hint can help generate an example, which then needs careful auditing.

…ted to questions such as which category an email belongs in or which model should receive a programming prompt—not to drafting the email or writing the program.

Saylor used iterative prompts—successive instructions that refine an AI model’s answer—to develop the proposed terms.

A directory submission also calls for a product description, example prompts, a 512-by-512-pixel PNG or SVG icon, a privacy policy, and support documentation.

…suicidal thoughts, the addition of normal routine blood-test results caused the system to remove a crisis-support prompt and treat the situation as non-medical.

Two Lovable-built businesses illustrate different ways a product can extend beyond an AI prompt:

Why another prompt may not fix the problem

Given the same prompts at maximum reasoning effort, the newer model finished every compared scene sooner and generally produced stronger visuals.

…inct jobs: vidIQ supplies performance data, Claude develops the concept and prompts, Higgsfield generates the footage, and CapCut assembles clips when the forma…

This opens Work mode with already in the prompt box.

Seedance 2.5 gave the most complete results across the five prompts.

…application is not necessarily fully local: Cursor or Claude Code, for example, can run on a computer while sending prompts and project context to cloud models.

A client brief can anchor a workflow without forcing every task into one chat prompt:

For a beginner, the important first steps are not writing a perfect prompt.

Time to first token, or TTFT, measures how long a model takes to begin its reply after receiving a prompt.


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