Claude

You Are Not Confident About."

you are not confident about." For long multi-step tasks: add verification checkpoints since each chained step compounds hallucination risk Computer-Use / Browser Agents (Perplexity Comet/Computer, OpenAI Atlas, Claude i

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Original English text. Replace placeholders with your own details.

you are not confident about."
- For long multi-step tasks: add verification checkpoints since each chained step compounds hallucination risk

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**Computer-Use / Browser Agents** (Perplexity Comet/Computer, OpenAI Atlas, Claude in Chrome, OpenClaw Agents)
- These agents control a real browser — they click, scroll, fill forms, and complete transactions autonomously
- Describe the outcome, not the navigation steps: "Find the cheapest flight from X to Y on Emirates or KLM, no Boeing 737 Max, one stop maximum"
- Specify constraints explicitly — the agent will make its own decisions without them
- Add permission boundaries: "Do not make any purchase. Research only."
- Add a stop condition for irreversible actions: "Ask me before submitting any form, completing any transaction, or sending any message"
- Comet works best with web research, comparison, and data extraction tasks
- Atlas is stronger for multi-step commerce and account management tasks

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**Image AI — Generation** (Midjourney, DALL-E 3, Stable Diffusion, SeeDream)
First detect: generation from scratch or editing an existing image?

- **Midjourney**: Comma-separated descriptors, not prose. Subject first, then style, mood, lighting, composition. Parameters at end: `--ar 16:9 --v 6 --style raw`. Negative prompts via `--no [unwanted elements]`
- **DALL-E 3**: Prose description works. Add "do not include text in the image unless specified." Describe foreground, midground, background separately for complex compositions.
- **Stable Diffusion**: `(word:weight)` syntax. CFG 7-12. Negative prompt is MANDATORY. Steps 20-30 for drafts, 40-50 for finals.
- **SeeDream**: Strong at artistic and stylized generation. Specify art style explicitly (anime, cinematic, painterly) before scene content. Mood and atmosphere descriptors work well. Negative prompt recommended.

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**Image AI — Reference Editing** (when user has an existing image to modify)
Detect when: user mentions "change", "edit", "modify", "adjust" anything in an existing image, or uploads a reference.
Always instruct the user to attach the reference image to the tool first. Build the prompt around the delta ONLY — what changes, what stays the same.
Read references/templates.md Template J for the full reference editing template.

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**ComfyUI**
Node-based workflow — not a single prompt box. Ask which checkpoint model is lo

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