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Use this FREE tool to identify hallucinated & fake references. This tool is used by many scientific journals. 1. Go to and log in 2. Upload the paper or list of references 3. Reviewer3 will check each reference 4. It will display a YES or NO for each reference... show more

Faheem Ullah

22,463 subscribers

10,192 次观看 • 7 个月前 •via X (Twitter)

Anya Rossi• Live Now

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4 条评论

Juzly 的头像

Juzly7 个月前

@reviewer3com I used ChatGPT, but the references were fake.

Faheem Ullah 的头像

Faheem Ullah7 个月前

@reviewer3com This happens a lot. @reviewer3com can help to identify these fake references.

WriteForm 的头像

WriteForm7 个月前

@reviewer3com Amazing. This solves so many problems with people claiming so many fake citations from the hallucinations

Faheem Ullah 的头像

Faheem Ullah7 个月前

@reviewer3com Exactly. Glad you found it useful

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PhD Students - How to insert citations in your paper in seconds. Use this FREE tool to insert citations on the go. 1. Go to 2. Insert the text of your research paper 3. Select the text for which you want a citation 4. Paperpal will suggest you citations. 5. Select the most relevant citation to insert. 6. All your citations are added to reference list Try Paperpal's citations today. It's FREE

PhD Students - How to insert citations in your paper in seconds. Use this FREE tool to insert citations on the go. 1. Go to 2. Insert the text of your research paper 3. Select the text for which you want a citation 4. Paperpal will suggest you citations. 5. Select the most relevant citation to insert. 6. All your citations are added to reference list Try Paperpal's citations today. It's FREE

Faheem Ullah

150,276 次观看 • 5 个月前

Use this FREE tool to analyze data in 10 sec. This tool is used by more than 500,000 researchers. 1. Go to 2. Click on Data Analysis and upload your data file. 3. Write your prompt for data analysis. 4. For example, generate graphs from data. 5. AnswerThis will generate variety of graphs 6. It also generates an insightful data analysis report. You can download the graphs and the report. Try AnswerThis today. It’s FREE.

Use this FREE tool to analyze data in 10 sec. This tool is used by more than 500,000 researchers. 1. Go to 2. Click on Data Analysis and upload your data file. 3. Write your prompt for data analysis. 4. For example, generate graphs from data. 5. AnswerThis will generate variety of graphs 6. It also generates an insightful data analysis report. You can download the graphs and the report. Try AnswerThis today. It’s FREE.

Faheem Ullah

26,483 次观看 • 8 个月前

Use this FREE tool to analyze data in 10 sec. This tool is used by more than 500,000 researchers. 1. Go to and log in 2. Click on Data Analysis and upload your data file. 3. Write your prompt for data analysis. 4. E.g., generate graphs for exploratory data analysis. 5. Liner will generate a variety of graphs for you. 6. It also generates an insightful data analysis report. ✦ You can edit the report. For example, you can: ✦ Insert citations in the report ✦ Make changes to the text ✦ Add/remove any graphs After making changes, you can download the report. Try Liner today. It’s FREE. Liner link:

Use this FREE tool to analyze data in 10 sec. This tool is used by more than 500,000 researchers. 1. Go to and log in 2. Click on Data Analysis and upload your data file. 3. Write your prompt for data analysis. 4. E.g., generate graphs for exploratory data analysis. 5. Liner will generate a variety of graphs for you. 6. It also generates an insightful data analysis report. ✦ You can edit the report. For example, you can: ✦ Insert citations in the report ✦ Make changes to the text ✦ Add/remove any graphs After making changes, you can download the report. Try Liner today. It’s FREE. Liner link:

Faheem Ullah

11,984 次观看 • 5 个月前

PhD Students – Use this FREE tool to analyze data in 10 sec. This tool is used by more than 500,000 researchers. 1. Go to 2. Click on Data Analysis and upload your data file. 3. Write your prompt for data analysis. 4. For example, generate graphs for data analysis. 5. AnswerThis will generate variety of graphs for you. 6. It also generates an insightful data analysis report. You can download the graphs and the report. Try AnswerThis today. It’s FREE. AnswerThis link:

PhD Students – Use this FREE tool to analyze data in 10 sec. This tool is used by more than 500,000 researchers. 1. Go to 2. Click on Data Analysis and upload your data file. 3. Write your prompt for data analysis. 4. For example, generate graphs for data analysis. 5. AnswerThis will generate variety of graphs for you. 6. It also generates an insightful data analysis report. You can download the graphs and the report. Try AnswerThis today. It’s FREE. AnswerThis link:

Faheem Ullah

207,054 次观看 • 6 个月前

3. Click on the "+" in the chat bar and select Connectors and you will see the Scite Connector enabled. Now if you ask a question, Claude will answer it with reference to papers in the Scite database. No hallucinations, no fake references.

3. Click on the "+" in the chat bar and select Connectors and you will see the Scite Connector enabled. Now if you ask a question, Claude will answer it with reference to papers in the Scite database. No hallucinations, no fake references.

Mushtaq Bilal, PhD

12,917 次观看 • 6 个月前

PhD Students – Use this tool to review your paper before submission. Review_it ( is a recently launched tool. This tool reviews your paper like a human reviewer. 𝐖𝐡𝐚𝐭 𝐰𝐢𝐥𝐥 𝐲𝐨𝐮 𝐠𝐞𝐭? This tool will critically review your paper. You will get the following. ➟ Strengths of each section of your paper ➟ Weaknesses of each section of your paper ➟ Areas for improvement in your paper ➟ Score of each section out 10 ➟ Overall score of your paper ➟ Overall review of your paper You can then improve your paper based on this review. This will increase the acceptance chances of your paper. 𝐇𝐨𝐰 𝐭𝐡𝐢𝐬 𝐭𝐨𝐨𝐥 𝐰𝐨𝐫𝐤𝐬? 1. Go to and log in. 2. Click on 𝐺𝑒𝑡 𝑆𝑡𝑎𝑟𝑡𝑒𝑑. 3. Upload your paper in PDF format. 4. After uploading, click on 𝑆𝑢𝑏𝑚𝑖𝑡. 5. The tool will provide with the review. 6. First, check the scores of various sections. 7. Next, go through the strengths of your paper. 8. Finally, go through the weaknesses of your paper. 9. You can also download PDF copy for later use. 𝐖𝐢𝐥𝐥 𝐲𝐨𝐮𝐫 𝐩𝐚𝐩𝐞𝐫 𝐛𝐞 𝐬𝐞𝐜𝐮𝐫𝐞? As per the website. Your paper will be deleted immediately after review. Anything you’d like to add?

PhD Students – Use this tool to review your paper before submission. Review_it ( is a recently launched tool. This tool reviews your paper like a human reviewer. 𝐖𝐡𝐚𝐭 𝐰𝐢𝐥𝐥 𝐲𝐨𝐮 𝐠𝐞𝐭? This tool will critically review your paper. You will get the following. ➟ Strengths of each section of your paper ➟ Weaknesses of each section of your paper ➟ Areas for improvement in your paper ➟ Score of each section out 10 ➟ Overall score of your paper ➟ Overall review of your paper You can then improve your paper based on this review. This will increase the acceptance chances of your paper. 𝐇𝐨𝐰 𝐭𝐡𝐢𝐬 𝐭𝐨𝐨𝐥 𝐰𝐨𝐫𝐤𝐬? 1. Go to and log in. 2. Click on 𝐺𝑒𝑡 𝑆𝑡𝑎𝑟𝑡𝑒𝑑. 3. Upload your paper in PDF format. 4. After uploading, click on 𝑆𝑢𝑏𝑚𝑖𝑡. 5. The tool will provide with the review. 6. First, check the scores of various sections. 7. Next, go through the strengths of your paper. 8. Finally, go through the weaknesses of your paper. 9. You can also download PDF copy for later use. 𝐖𝐢𝐥𝐥 𝐲𝐨𝐮𝐫 𝐩𝐚𝐩𝐞𝐫 𝐛𝐞 𝐬𝐞𝐜𝐮𝐫𝐞? As per the website. Your paper will be deleted immediately after review. Anything you’d like to add?

Faheem Ullah

30,600 次观看 • 1 年前

PhD Students – How to find references to cite in your paper in seconds? Finding relevant references to cite is a time-consuming task. Now you can automate this whole process. Meet 𝐒𝐨𝐮𝐫𝐜𝐞𝐥𝐲 – a tool that recommends citations for your paper. 𝐇𝐨𝐰 𝐒𝐨𝐮𝐫𝐜𝐞𝐥𝐲 𝐰𝐨𝐫𝐤𝐬? 1. Go to 2. Paste your text e.g., essay, paragraph, or draft 3. Click Find sources 4. Sourcely find relevant references for your text 5. Now, you can do the following - View the source - Summarize it instantly - Read the full text if you have to - Click Add Citation 6. Reference will be inserted in the required part 𝐔𝐬𝐢𝐧𝐠 𝐒𝐨𝐮𝐫𝐜𝐞𝐥𝐲 𝐟𝐨𝐫 𝐜𝐢𝐭𝐚𝐭𝐢𝐨𝐧𝐬 𝐡𝐚𝐬 𝟒 𝐚𝐝𝐯𝐚𝐧𝐭𝐚𝐠𝐞𝐬 ✦ Unlike ChatGPT, it recommends reliable citations ✦ The whole process is very transparent ✦ The citations automatically get inserted in your text ✦ The process is very quick and super easy Try Sourcely today for citations:

PhD Students – How to find references to cite in your paper in seconds? Finding relevant references to cite is a time-consuming task. Now you can automate this whole process. Meet 𝐒𝐨𝐮𝐫𝐜𝐞𝐥𝐲 – a tool that recommends citations for your paper. 𝐇𝐨𝐰 𝐒𝐨𝐮𝐫𝐜𝐞𝐥𝐲 𝐰𝐨𝐫𝐤𝐬? 1. Go to 2. Paste your text e.g., essay, paragraph, or draft 3. Click Find sources 4. Sourcely find relevant references for your text 5. Now, you can do the following - View the source - Summarize it instantly - Read the full text if you have to - Click Add Citation 6. Reference will be inserted in the required part 𝐔𝐬𝐢𝐧𝐠 𝐒𝐨𝐮𝐫𝐜𝐞𝐥𝐲 𝐟𝐨𝐫 𝐜𝐢𝐭𝐚𝐭𝐢𝐨𝐧𝐬 𝐡𝐚𝐬 𝟒 𝐚𝐝𝐯𝐚𝐧𝐭𝐚𝐠𝐞𝐬 ✦ Unlike ChatGPT, it recommends reliable citations ✦ The whole process is very transparent ✦ The citations automatically get inserted in your text ✦ The process is very quick and super easy Try Sourcely today for citations:

Faheem Ullah

17,289 次观看 • 2 个月前

Download anything with a prompt! I asked this agent to read "Attention is All You Need" and download the PDF of every reference mentioned in the paper. This is gold! You can use this to download images, TikTok videos, YouTube videos, or any file that's published online.

Download anything with a prompt! I asked this agent to read "Attention is All You Need" and download the PDF of every reference mentioned in the paper. This is gold! You can use this to download images, TikTok videos, YouTube videos, or any file that's published online.

Santiago

102,633 次观看 • 1 年前

The next-level & fully refined Multi-Reference is now in Higgsfield. Up to 4 reference images. Perfect character consistency. No more random artifacts. Retweet for a FULL Multi-Reference Playbook in your DMs. Be the first to try it:

The next-level & fully refined Multi-Reference is now in Higgsfield. Up to 4 reference images. Perfect character consistency. No more random artifacts. Retweet for a FULL Multi-Reference Playbook in your DMs. Be the first to try it:

Higgsfield AI 🧩

2,427,771 次观看 • 1 年前

Swades is the perfect example. It included a religious reference. the entire Ramayana segment but never attempted to stir anger, instead, it aimed to uplift society. This is how religious references should be used, unlike what Dhar did in Dhurandhar 2

Swades is the perfect example. It included a religious reference. the entire Ramayana segment but never attempted to stir anger, instead, it aimed to uplift society. This is how religious references should be used, unlike what Dhar did in Dhurandhar 2

r

306,937 次观看 • 5 个月前

PhD Students – Will your next paper be accepted or rejected? Find it out through peer review by 5 reviewers before submission. 𝐇𝐞𝐫𝐞 𝐢𝐬 𝐡𝐨𝐰 𝐲𝐨𝐮 𝐜𝐚𝐧 𝐡𝐚𝐯𝐞 𝐲𝐨𝐮𝐫 𝐩𝐚𝐩𝐞𝐫 𝐫𝐞𝐯𝐢𝐞𝐰𝐞𝐝. 1. Go to 2. Click on 𝑃𝑒𝑒𝑟 𝑅𝑒𝑣𝑖𝑒𝑤 and upload your paper. 3. The tool will peer review your paper like 5 reviewers. 4. Here are the 5 reviewers and their roles ➝ 𝑅𝑒𝑣𝑖𝑒𝑤𝑒𝑟 1: Assess the novelty of your paper ➝ 𝑅𝑒𝑣𝑖𝑒𝑤𝑒𝑟 2: Assess the rigor of your paper ➝ 𝑅𝑒𝑣𝑖𝑒𝑤𝑒𝑟 3: Assess the clarity of your paper ➝ 𝑅𝑒𝑣𝑖𝑒𝑤𝑒𝑟 4: Assess the impact of your paper ➝ 𝑅𝑒𝑣𝑖𝑒𝑤𝑒𝑟 5: Assess the limitations of your paper 5. Go through the comments of each reviewer 6. The comments are also inserted in your paper 7. You can click on a block associated with a comment. 8. It will take you to the respective part of the paper. This review will help you determine whether your paper will be accepted or rejected.

PhD Students – Will your next paper be accepted or rejected? Find it out through peer review by 5 reviewers before submission. 𝐇𝐞𝐫𝐞 𝐢𝐬 𝐡𝐨𝐰 𝐲𝐨𝐮 𝐜𝐚𝐧 𝐡𝐚𝐯𝐞 𝐲𝐨𝐮𝐫 𝐩𝐚𝐩𝐞𝐫 𝐫𝐞𝐯𝐢𝐞𝐰𝐞𝐝. 1. Go to 2. Click on 𝑃𝑒𝑒𝑟 𝑅𝑒𝑣𝑖𝑒𝑤 and upload your paper. 3. The tool will peer review your paper like 5 reviewers. 4. Here are the 5 reviewers and their roles ➝ 𝑅𝑒𝑣𝑖𝑒𝑤𝑒𝑟 1: Assess the novelty of your paper ➝ 𝑅𝑒𝑣𝑖𝑒𝑤𝑒𝑟 2: Assess the rigor of your paper ➝ 𝑅𝑒𝑣𝑖𝑒𝑤𝑒𝑟 3: Assess the clarity of your paper ➝ 𝑅𝑒𝑣𝑖𝑒𝑤𝑒𝑟 4: Assess the impact of your paper ➝ 𝑅𝑒𝑣𝑖𝑒𝑤𝑒𝑟 5: Assess the limitations of your paper 5. Go through the comments of each reviewer 6. The comments are also inserted in your paper 7. You can click on a block associated with a comment. 8. It will take you to the respective part of the paper. This review will help you determine whether your paper will be accepted or rejected.

Faheem Ullah

193,225 次观看 • 5 个月前

How to read a research paper 10x faster? PhD Students are often under time pressure. Many research papers but little time to read. Meet Bohrium – a tool that can 10x your paper reading. 𝐇𝐨𝐰 𝐜𝐚𝐧 𝐁𝐨𝐡𝐫𝐢𝐮𝐦 𝐡𝐞𝐥𝐩 𝐲𝐨𝐮 𝐫𝐞𝐚𝐝 𝐬𝐦𝐚𝐫𝐭𝐞𝐫? 1. Go to and log in. 2. Click on 𝑁𝑒𝑤 𝐶ℎ𝑎𝑡 and then on 𝐿𝑖𝑡𝑇𝑎𝑙𝑘 3. Upload the paper you want to read 4. Click on 𝑆𝑢𝑚𝑚𝑎𝑟𝑖𝑧𝑒 from the list. 5. Bohirum will summarize the paper for you. 6. This will help you understand the gist of the paper. 7. Now click on 𝐸𝑥𝑡𝑟𝑎𝑐𝑡 𝐹𝑖𝑛𝑑𝑖𝑛𝑔𝑠 8. Bohrium will extract key findings from the paper. 9. Go through each of the key finding. 10. Bohrium links each finding to respective part 11. This way you can see the links to the paper. 12. In the similar manner, you can also ↳ Extract information about research methods ↳ Academic concepts used in the paper 13. Bohrium can also help you in your writing 14. For example, you can use it to create diagrams 15. You can use Bohrium to create ✓ Graphical abstract ✓ Mechanism diagram ✓ Flowchart ✓ Concept cover 𝐖𝐡𝐚𝐭 𝐢𝐬 𝐬𝐩𝐞𝐜𝐢𝐚𝐥 𝐚𝐛𝐨𝐮𝐭 𝐁𝐨𝐡𝐫𝐢𝐮𝐦? → You can upload and chat with multiple papers together → Instead of only summarizing, it helps you in deep understanding → It links key findings to exact sections of the paper → It works like research-focused but free NotebookLLM Try it today:

How to read a research paper 10x faster? PhD Students are often under time pressure. Many research papers but little time to read. Meet Bohrium – a tool that can 10x your paper reading. 𝐇𝐨𝐰 𝐜𝐚𝐧 𝐁𝐨𝐡𝐫𝐢𝐮𝐦 𝐡𝐞𝐥𝐩 𝐲𝐨𝐮 𝐫𝐞𝐚𝐝 𝐬𝐦𝐚𝐫𝐭𝐞𝐫? 1. Go to and log in. 2. Click on 𝑁𝑒𝑤 𝐶ℎ𝑎𝑡 and then on 𝐿𝑖𝑡𝑇𝑎𝑙𝑘 3. Upload the paper you want to read 4. Click on 𝑆𝑢𝑚𝑚𝑎𝑟𝑖𝑧𝑒 from the list. 5. Bohirum will summarize the paper for you. 6. This will help you understand the gist of the paper. 7. Now click on 𝐸𝑥𝑡𝑟𝑎𝑐𝑡 𝐹𝑖𝑛𝑑𝑖𝑛𝑔𝑠 8. Bohrium will extract key findings from the paper. 9. Go through each of the key finding. 10. Bohrium links each finding to respective part 11. This way you can see the links to the paper. 12. In the similar manner, you can also ↳ Extract information about research methods ↳ Academic concepts used in the paper 13. Bohrium can also help you in your writing 14. For example, you can use it to create diagrams 15. You can use Bohrium to create ✓ Graphical abstract ✓ Mechanism diagram ✓ Flowchart ✓ Concept cover 𝐖𝐡𝐚𝐭 𝐢𝐬 𝐬𝐩𝐞𝐜𝐢𝐚𝐥 𝐚𝐛𝐨𝐮𝐭 𝐁𝐨𝐡𝐫𝐢𝐮𝐦? → You can upload and chat with multiple papers together → Instead of only summarizing, it helps you in deep understanding → It links key findings to exact sections of the paper → It works like research-focused but free NotebookLLM Try it today:

Faheem Ullah

27,133 次观看 • 8 个月前

A common optimization to real-time fluid simulations in computer graphics is to use a "Multigrid" algorithm to acceleration the solver. This process is often fraught with pitfalls, and there are few references on the expected result. This aims to serve as one such reference.

A common optimization to real-time fluid simulations in computer graphics is to use a "Multigrid" algorithm to acceleration the solver. This process is often fraught with pitfalls, and there are few references on the expected result. This aims to serve as one such reference.

Morten Vassvik

42,277 次观看 • 3 年前

I voted yes today because voting YES is our way to fight back. This measure will ensure that each voter is heard and has the final say in who represents them. Vote YES on or before April 21. Visit to make a plan and for more voting information.

I voted yes today because voting YES is our way to fight back. This measure will ensure that each voter is heard and has the final say in who represents them. Vote YES on or before April 21. Visit to make a plan and for more voting information.

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13,899 次观看 • 5 个月前

The most important site for the XRP ecosystem got a new design and structure! Many institutions and projects, just like the BIS today or the Google Quantum paper, quote and reference regularly Education and information is a major pillar and we'll continue to make it the place for exactly this. No matter whether you're an institution, XRP holder or a developer. is your site.

The most important site for the XRP ecosystem got a new design and structure! Many institutions and projects, just like the BIS today or the Google Quantum paper, quote and reference regularly Education and information is a major pillar and we'll continue to make it the place for exactly this. No matter whether you're an institution, XRP holder or a developer. is your site.

Vet

30,677 次观看 • 9 天前

How much of your manuscript is AI-written? Use this FREE tool to find out in 10 seconds. 1. Go to 2. Click on 𝐴𝐼 𝑤𝑟𝑖𝑡𝑒𝑟 3. Copy and paste specific text or upload manuscript 4. Click on 𝐴𝑛𝑎𝑙𝑦𝑠𝑖𝑠 and then on 𝑃𝑙𝑎𝑔𝑖𝑎𝑟𝑖𝑠𝑚 5. You will get a complete plagiarism report. 6. Now click on 𝐴𝐼 𝐷𝑒𝑡𝑒𝑐𝑡𝑖𝑜𝑛 7. You will get an AI plagiarism report Here you will see how much % of your text is AI written You will also see the exact sentences A manuscript with plagiarized content is not acceptable What to do next? Remove plagiarized content from your manuscript Also, remove AI patterns in your writing Once done, go ahead and submit. Try AnswerThis for FREE today:

How much of your manuscript is AI-written? Use this FREE tool to find out in 10 seconds. 1. Go to 2. Click on 𝐴𝐼 𝑤𝑟𝑖𝑡𝑒𝑟 3. Copy and paste specific text or upload manuscript 4. Click on 𝐴𝑛𝑎𝑙𝑦𝑠𝑖𝑠 and then on 𝑃𝑙𝑎𝑔𝑖𝑎𝑟𝑖𝑠𝑚 5. You will get a complete plagiarism report. 6. Now click on 𝐴𝐼 𝐷𝑒𝑡𝑒𝑐𝑡𝑖𝑜𝑛 7. You will get an AI plagiarism report Here you will see how much % of your text is AI written You will also see the exact sentences A manuscript with plagiarized content is not acceptable What to do next? Remove plagiarized content from your manuscript Also, remove AI patterns in your writing Once done, go ahead and submit. Try AnswerThis for FREE today:

Faheem Ullah

46,608 次观看 • 6 个月前

Can Catholics and Protestants agree on anything? In this episode of YES or NO, Michael Knowles is joined by Ruslan for a spirited faith debate. From biblical miracles to modern-day testimonies, they test each other’s beliefs on divine intervention, theology, and what it truly means to witness the supernatural...

Can Catholics and Protestants agree on anything? In this episode of YES or NO, Michael Knowles is joined by Ruslan for a spirited faith debate. From biblical miracles to modern-day testimonies, they test each other’s beliefs on divine intervention, theology, and what it truly means to witness the supernatural...

The Michael Knowles Show

82,922 次观看 • 10 个月前

What started as building a personal taste.md skill for myself, turned into building a pipeline to create any taste as a skill. The most important piece is references. This is where you should spend time. If the references suck, so does the skill. I find that references cropped tightly on details in high resolution work the best. Each image gets analyzed by both Opus 4.7 and GPT 5.5. The analysis is based on why the reference is successful as a piece of design - not what it does functionally. Using two models helps rule out biases and gaps from each. The models focus on layout, spacing, typography, rhythm, composition, hierarchy, etc. At the end, each image has: reference-01/ - opus-4-7-analysis.md - gpt-5-5-analysis.md Then we fuse them together using GPT 5.5 - but the md files are anonymized so 5.5 doesn't prefer itself. reference-01/ - fused-analysis.md reference-02/ - fused-analysis.md etc. After fusion, we have one synthesized analysis per reference. Now the goal is to combine all of those into a single rule set. This is where chunking matters. If you ask one model to combine 100 image analyses at once, the result becomes too broad. It summarizes instead of preserving the granular design rules we want. Instead we chunk the fused analyses into smaller groups. Each group gets merged into a chunk-level synthesis, usually from around 6 to 8 image notes at a time. Then one final model pass fuses those chunks into a single md rule set. Finally, using the rule set, we write a skill of concrete instructions. It enforces constraints, uses imperative wording, and avoids vague taste words.

What started as building a personal taste.md skill for myself, turned into building a pipeline to create any taste as a skill. The most important piece is references. This is where you should spend time. If the references suck, so does the skill. I find that references cropped tightly on details in high resolution work the best. Each image gets analyzed by both Opus 4.7 and GPT 5.5. The analysis is based on why the reference is successful as a piece of design - not what it does functionally. Using two models helps rule out biases and gaps from each. The models focus on layout, spacing, typography, rhythm, composition, hierarchy, etc. At the end, each image has: reference-01/ - opus-4-7-analysis.md - gpt-5-5-analysis.md Then we fuse them together using GPT 5.5 - but the md files are anonymized so 5.5 doesn't prefer itself. reference-01/ - fused-analysis.md reference-02/ - fused-analysis.md etc. After fusion, we have one synthesized analysis per reference. Now the goal is to combine all of those into a single rule set. This is where chunking matters. If you ask one model to combine 100 image analyses at once, the result becomes too broad. It summarizes instead of preserving the granular design rules we want. Instead we chunk the fused analyses into smaller groups. Each group gets merged into a chunk-level synthesis, usually from around 6 to 8 image notes at a time. Then one final model pass fuses those chunks into a single md rule set. Finally, using the rule set, we write a skill of concrete instructions. It enforces constraints, uses imperative wording, and avoids vague taste words.

Jaytel

59,853 次观看 • 3 个月前

This is getting ridiculous. You need to try this AI filmmaking workflow. My Blender reference is embarrassingly simple. You can drive a precise multi-character shot with nothing but basic shapes. 1. Generate a start frame in Midjourney 2. Block out the scene in Blender with boxes, animate the camera 3. Feed both to Seedance This feels like a real unlock. Your 3D reference doesn't need to look good.

This is getting ridiculous. You need to try this AI filmmaking workflow. My Blender reference is embarrassingly simple. You can drive a precise multi-character shot with nothing but basic shapes. 1. Generate a start frame in Midjourney 2. Block out the scene in Blender with boxes, animate the camera 3. Feed both to Seedance This feels like a real unlock. Your 3D reference doesn't need to look good.

Reid Hannaford

246,572 次观看 • 2 个月前

Seedance 2 is on Freepik (now Magnific) 🔥 Some observations: - Preparation is key. Make reference images for characters, props, environment before generating videos. - Use the reference images and refer to them in the prompt. - Go for multishot. You can basically do rough editing of the video at prompt level. - Generate multiple videos for each prompt and then chop it up in your video editor. Often these videos can be combined in many ways using the best shots from each. - Generate SFX, but avoid music. Add that manually later. Link to the Spaces workflow below.

Seedance 2 is on Freepik (now Magnific) 🔥 Some observations: - Preparation is key. Make reference images for characters, props, environment before generating videos. - Use the reference images and refer to them in the prompt. - Go for multishot. You can basically do rough editing of the video at prompt level. - Generate multiple videos for each prompt and then chop it up in your video editor. Often these videos can be combined in many ways using the best shots from each. - Generate SFX, but avoid music. Add that manually later. Link to the Spaces workflow below.

Martin LeBlanc

17,538 次观看 • 5 个月前