AI review — page 26

claude-opus-4-8 · prompt v7 · 2026-09-02T12:47:35+00:00 · applied: yes · changed: yes · skipped invented ids: 1

Screenshot sent to the model (reading-order tags burned on)

Instructions (system prompt)

The screenshot has annotations burned onto it that are NOT part of the document:
- a small red numbered tag at the top-left corner of each item, showing that item's position in the OCR-determined reading order (the same order the items appear in the json data);
- a red-and-white dotted outline around each item, showing the area the OCR detected for that content block.
Use the tags and outlines to see the detected reading order and item boundaries directly on the page, and judge that sequence against how a human would naturally read it. Ignore the annotations when checking text fidelity — they overlay the content, they are not content.

For the given screenshot of a PDF's page and the attached json data, I want you to perform the following tasks in order...

Review the reading order set out in the json data and compare to what a natural reading order for that of a human would be by looking at the screenshot. Decide on any changes and re-arrange the items for the most logical reading order.
Look at all text for each item and correct any extraction errors like missing words, spelling mistakes etc.
Look at each item in the JSON and ensure that the OCR process has identified the item as the correct type: text, list item etc.
Look for any text that duplicates: if two items next to each other contain the exact same text but the text only appears once on the screenshot, one of them is an extraction error — keep the item whose box matches where the text is visible and flag the other for removal.
Make amendments as you proceed through the items and list of instructions.
Reading Order Advice: If there is columns with headings and text, I wouldnt expect the reading order to jump from one heading straight to another if there is text associated with that heading.

Return format: Give me the json data back only, with the amendments you make.

Mechanical notes (so your answer can be applied automatically):
- Each item has an `id` — keep every item and its `id` exactly as given; never invent, drop or duplicate ids. Re-arranging means changing the position of items (and their nesting) in the arrays.
- Never move text (or a type) from one item to another: each item's coordinates travel with its id, so to change reading order you must move the whole item object, and text amendments must be in-place corrections of that item's own text.
- To flag a duplicate item, keep it in the array and add `"remove": "duplicate"` to it — never just delete it (deleted items are restored automatically).
- ids are opaque labels, not sequence numbers: never renumber them. After a removal or re-arrangement, every remaining item keeps the exact id it came with, even if the ids no longer look sequential.
- Text may contain `[pN.M…]` placeholders marking where an inline formula belongs — treat them as part of the text and leave them exactly where they are.
- `box` is [left, top, right, bottom] as percentages of the page from the top-left corner; return it unchanged.
- Respond with raw JSON only: no code fences, no commentary, same shape as the input (`{"items": [...]}`).

User message (json data sent)

Page 26 json data:

{"items":[{"id":"p26.1","type":"heading","box":[9,2,45,6],"text":"ONLINE RESOURCES"},{"id":"p26.2","type":"text","box":[9,8,51,11],"text":"These free online resources will help you on the way to college. Check for helpful apps in the App Store or Google Play Store."},{"id":"p26.3","type":"heading","box":[9,12,29,14],"text":"College Preparation"},{"id":"p26.4","type":"link","box":[9,14,17,16],"text":"appily.com"},{"id":"p26.5","type":"list","box":[9,15,50,32],"text":"","children":[{"id":"p26.5.1","type":"list_item","box":[9,15,34,17],"text":"appily.com — College exploration"},{"id":"p26.5.2","type":"list_item","box":[9,17,50,21],"text":"bigfuture.collegeboard.org — The College Board college planning site","children":[{"id":"p26.5.2.1","type":"link","box":[9,17,29,19],"text":"bigfuture.collegeboard.org"}]},{"id":"p26.5.3","type":"list_item","box":[9,22,44,25],"text":"cpe.ky.gov — Transfer information for Kentucky institutions","children":[{"id":"p26.5.3.1","type":"link","box":[9,21,17,23],"text":"cpe.ky.gov"}]},{"id":"p26.5.4","type":"list_item","box":[9,26,47,30],"text":"imfirst.org — Resources for first-generation college students","children":[{"id":"p26.5.4.1","type":"link","box":[9,25,17,28],"text":"imfirst.org"}]},{"id":"p26.5.5","type":"list_item","box":[9,30,39,32],"text":"parchment.com — Electronic transcripts","children":[{"id":"p26.5.5.1","type":"link","box":[9,29,21,32],"text":"parchment.com"}]}]},{"id":"p26.6","type":"link","box":[57,16,73,18],"text":"Kygoestocollege.com"},{"id":"p26.7","type":"heading","box":[9,34,35,36],"text":"Financial Aid Information"},{"id":"p26.8","type":"text","box":[9,36,51,40],"text":"cappex.com/greenlight — College and scholarship search for first generation and underrepresented students","children":[{"id":"p26.8.1","type":"link","box":[9,36,26,38],"text":"cappex.com/greenlight"}]},{"id":"p26.9","type":"text","box":[9,41,51,45],"text":"StudentAid.gov — FAFSA on the Web and federal student aid programs","children":[{"id":"p26.9.1","type":"link","box":[9,40,20,42],"text":"StudentAid.gov"}]},{"id":"p26.10","type":"text","box":[9,45,51,47],"text":"kysaves.com — KY Saves 529 education savings account","children":[{"id":"p26.10.1","type":"link","box":[9,44,19,47],"text":"kysaves.com"}]},{"id":"p26.11","type":"figure","box":[65,5,86,14],"text":""},{"id":"p26.12","type":"figure","box":[56,39,66,44],"text":""},{"id":"p26.13","type":"figure","box":[67,39,76,44],"text":""},{"id":"p26.14","type":"figure","box":[77,39,86,44],"text":""},{"id":"p26.15","type":"figure","box":[87,39,97,44],"text":""},{"id":"p26.16","type":"text","box":[1,79,4,95],"text":"Scholarly Sources"},{"id":"p26.17","type":"heading","box":[9,49,19,51],"text":"Test Prep"},{"id":"p26.18","type":"text","box":[9,51,45,58],"text":"act.org — The ACT college entrance exam site\nfreerice.com — Answer quiz questions for charity\nmarch2success.com — ACT prep","children":[{"id":"p26.18.1","type":"link","box":[9,51,14,53],"text":"act.org"},{"id":"p26.18.2","type":"link","box":[9,53,18,55],"text":"freerice.com"},{"id":"p26.18.3","type":"link","box":[9,55,24,58],"text":"march2success.com"}]},{"id":"p26.19","type":"heading","box":[9,60,15,62],"text":"Other"},{"id":"p26.20","type":"list","box":[9,62,49,70],"text":"","children":[{"id":"p26.20.1","type":"list_item","box":[9,62,45,64],"text":"bls.gov/ooh/ — Occupational Outlook Handbook","children":[{"id":"p26.20.1.1","type":"link","box":[9,62,18,64],"text":"bls.gov/ooh/"}]},{"id":"p26.20.2","type":"list_item","box":[9,65,39,67],"text":"kyae.ky.gov — Kentucky Adult Education","children":[{"id":"p26.20.2.1","type":"link","box":[9,64,18,67],"text":"kyae.ky.gov"},{"id":"p26.20.2.2","type":"link","box":[18,64,18,67],"text":""}]},{"id":"p26.20.3","type":"list_item","box":[9,68,49,70],"text":"getschooled.com — High school graduation resources","children":[{"id":"p26.20.3.1","type":"link","box":[9,67,22,69],"text":"getschooled.com"}]}]},{"id":"p26.21","type":"text","box":[9,70,48,74],"text":"kheaa.com — Career exploration, college preparation, financial aid processes and estimating tools","children":[{"id":"p26.21.1","type":"link","box":[9,69,17,72],"text":"kheaa.com"}]},{"id":"p26.22","type":"text","box":[9,74,47,78],"text":"kheslc.com — Kentucky student loans and borrower services","children":[{"id":"p26.22.1","type":"link","box":[9,74,17,76],"text":"kheslc.com"}]},{"id":"p26.23","type":"text","box":[9,79,39,81],"text":"thedream.us — Resources for DREAMers","children":[{"id":"p26.23.1","type":"link","box":[9,78,18,80],"text":"thedream.us"}]},{"id":"p26.24","type":"text","box":[9,81,43,85],"text":"thinkcollege.net — Resources for students with intellectual disabilities.","children":[{"id":"p26.24.1","type":"link","box":[9,81,21,83],"text":"thinkcollege.net"}]},{"id":"p26.25","type":"text","box":[9,86,49,88],"text":"futuriti.org — Explore career opportunities in Kentucky.\nKygoestocollege.com offers resources for schools and organizations interested in enhancing their college-going culture through initiatives like FAFSA Completion Challenge, College Decision Day, College Match Day, and Kentucky College Application Campaign. The site offers tools to help school counselors, community leaders or college access providers implement one or more of these programs, as well as resources for students who are going through the college application and financial aid process.","children":[{"id":"p26.25.1","type":"link","box":[9,85,17,87],"text":"futuriti.org"}]},{"id":"p26.26","type":"heading","box":[59,50,77,52],"text":"Military Benefits"},{"id":"p26.27","type":"text","box":[59,53,93,61],"text":"Post-9/11 Bill and Montgomery Bill\nQualified individuals must choose between\nthese two bills. For comparison information, visit\nbenefits.va.gov/gibill.","children":[{"id":"p26.27.1","type":"link","box":[59,58,74,60],"text":"benefits.va.gov/gibill."}]},{"id":"p26.28","type":"heading","box":[59,62,76,64],"text":"Yellow Ribbon Program"},{"id":"p26.29","type":"text","box":[59,64,91,69],"text":"Participating institutions may offer additional funds to individuals on Post 9/11 GI Bill. For more information, visit"},{"id":"p26.30","type":"text","box":[59,69,93,73],"text":"va.gov/education/about-gi-bill-benefits/post-9-11/yellow-ribbon-program.","children":[{"id":"p26.30.1","type":"link","box":[59,69,93,71],"text":"va.gov/education/about-gi-bill-benefits/post-9-"},{"id":"p26.30.2","type":"link","box":[59,70,78,73],"text":"11/yellow-ribbon-program."}]},{"id":"p26.31","type":"heading","box":[59,74,87,76],"text":"Reserve Officers' Training Corps (ROTC)"},{"id":"p26.32","type":"text","box":[59,76,92,80],"text":"ROTC scholarships come from Army, Air Force, Navy, and Marine Corps."},{"id":"p26.33","type":"text","box":[59,82,90,87],"text":"Kentucky National Guard Tuition Award\nStudents apply through the Boone National Guard Center."},{"id":"p26.34","type":"text","box":[59,89,88,94],"text":"Disabled American Veterans Scholarship Visit DAV Auxiliary page for information. www.davauxiliary.org","children":[{"id":"p26.34.1","type":"link","box":[59,92,74,94],"text":"www.davauxiliary.org"}]},{"id":"p26.35","type":"footer","box":[2,96,4,98],"text":"26"}]}