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23 | 23 |
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24 | 24 | ## Introduction |
25 | 25 |
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26 | | -This independently built toolkit helps replace multi-turn sessions with _fast_ single-turn prompts. |
| 26 | +This independently built toolkit helps construct, send, and apply _fast_ single-turn prompts. |
27 | 27 |
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28 | 28 | #### The workflow |
29 | 29 |
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30 | 30 | 1. Select task-relevant files with the help of [Agentic Search](#-agentic-search). |
31 | 31 | 2. Select examples for model guidance. |
32 | | -3. Send prompts with chatbots, api calls or coding agents. |
| 32 | +3. Send prompts with chatbots, coding agents or api calls. |
33 | 33 |
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34 | 34 | #### Efficiency and speed |
35 | 35 |
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36 | 36 | - For the powerful [Agentic Search](#-agentic-search), SOTA models offer diminishing returns over cheap mid-tiers. |
37 | 37 | - Single-turn prompts make intent easier to unpack—model's reasoning is shorter or even optional. |
38 | 38 |
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39 | | -## Supported targets |
| 39 | +## Targets |
40 | 40 |
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41 | | -### 👉 Agents |
| 41 | +### 👉 WEB |
42 | 42 |
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43 | | -Antigravity, Claude Code, Codex, Cursor, Grok Build, Muse Code, OpenCode. |
44 | | - |
45 | | -### 👉 Chatbots |
46 | | - |
47 | | -Copy & paste into any chatbot, [autofill](https://github.com/robertpiosik/CodeWebChat/tree/dev/apps/browser) prompts in: AI Studio, Arena, ChatGPT, Claude, Copilot, DeepSeek, Doubao, Gemini, GitHub Copilot, Grok, HuggingChat, Kimi, Meta, Mistral, Open WebUI, OpenRouter, Qwen, Together, Yuanbao, Z. |
| 43 | +Copy & paste into chatbots. Autofill prompts with [the official browser extension](https://github.com/robertpiosik/CodeWebChat/tree/dev/apps/browser) in: AI Studio, Arena, ChatGPT, Claude, Copilot, DeepSeek, Doubao, Gemini, GitHub Copilot, Grok, HuggingChat, Kimi, Meta, Mistral, Open WebUI, OpenRouter, Qwen, Together, Yuanbao, Z. |
48 | 44 |
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49 | 45 | > [!TIP] |
50 | 46 | > Elevate your workflow with smart workspaces (called [projects](https://help.openai.com/en/articles/10169521-projects-in-chatgpt), [gems](https://gemini.google/pl/overview/gems), or [spaces](https://docs.github.com/en/copilot/concepts/context/spaces)). |
51 | 47 |
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52 | | -### 👉 APIs |
| 48 | +### 👉 API |
| 49 | + |
| 50 | +Send requests directly to OpenAI-API-compatible model providers, authenticated with your own keys (BYOK). |
| 51 | + |
| 52 | +### 👉 CLI |
53 | 53 |
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54 | | -Any OpenAI-API-compatible model provider with your own key (BYOK). |
| 54 | +Run supported agents: Antigravity, Claude Code, Codex, Cursor, Grok Build, Muse Code, OpenCode. |
55 | 55 |
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56 | 56 | ## Prompts |
57 | 57 |
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