Context engineering

1.A night adjuster opened the saved prompt for claims file 4418. It once began "Do not waive the inspection," but that order had aged off the front. The kept text started "roof tarped on 3 March, photo 12." What inspection order could the model see?

2.At the pharmacy window a parent asked whether an amoxicillin rash means stop. Search packed the ampicillin leaflet line "stop if a rash appears" and did not pack the amoxicillin sheet. What leaflet text was in the window?

3.Wind claim 77 was split between two chunks, and only the first was packed. That chunk's last words are "the wind deductible is". The unpacked chunk begins "$2,000 when the roof is over 15 years." What deductible amount could the model see?

4.Pharmacy search was rebuilt onto new dose vectors, but the index it queried was still Monday's. Monday's index returned "ibuprofen 200 mg, two tablets." Tuesday's row says "400 mg, one tablet" and was not the hit. What dose line was in the window?

5.You are reading the claims call for the bumper job. The body-shop note on disk is "Repair the bumper; do not refund." The only line that was packed is the brief "Repair the bumper." What refund instruction was in that call?

6.Pharmacy fill 88's window was the patient name, then the middle line "allergy: penicillin, noted 2019," then today's question. The reply suggested a penicillin capsule. What allergy text could the model see?

7.The claims draft said "see schedule C, paragraph 8." The packed window held the question and schedule A. Schedule C was never inserted. What of schedule C could the model see?

8.Yesterday's cached pharmacy prefix still held the discard policy "shake well; discard after 10 days." Today's card says 14 days. This fill reused the prefix and appended only the name Mei Ortega. What discard policy was in the window?

9.A claims packer allowed 500 words. The denial packet was 480 words, about 700 tokens. It filled from the top and stopped at the 512-token cap, before "the fence is not a covered structure." What of that fence sentence could the model see?

10.The pharmacy trace for the antibiotic leaflet shows the tool giving up after 8 seconds, then writing status ok and chunks: []. That object, plus the dose question, was the whole window. What leaflet text could the model see?

11.Claims batch 6 placed Adele's hail narrative (file 2201) and Ben's theft narrative (file 2208) in one prompt, with no caller boundary between the files. What claims text could the model see?

12.Pharmacy lane 2 logged an adult-only label gate. The pediatric amoxicillin label was the only label for this child's order, and the gate dropped it. What the prompt still held was an adult vitamin D label and an adult vitamin C label. What could the model see about that amoxicillin order?

13.In a tutoring chat for period-2 geometry, the opening "Give hints only; do not solve item 6" slid out as drafts piled up. The window began at the student's third try, "angle K is 40 degrees." What of the hint rule was visible?

14.An employee asked the policy bot about the remote-work stipend. The page that landed was the travel page, "stipend $40 a day." The remote-work page, "$50 a month," stayed out. What stipend text could the model see?

15.A parent asked the tutoring desk's school bot whether a clinic visit was already paid. The chunk stopped at "the student-plan deductible is". The next chunk, "$150 per term," was left out. What deductible figure could the model see?

16.The employee handbook was re-embedded after bereavement leave changed from 3 days to 5. Policy search still used the old index, which returned "bereavement leave is 3 days." What leave length was in the window?

17.The tutoring registrar's card says "Move her to the morning section; do not refund." The parent email that became the prompt is one sentence: "Move her to the morning section." What of "do not refund" did the model have?

18.The packed policy chat was one question, then the middle sentence "overtime past 40 hours pays time and a half," then a second question. The reply said the rate was never stated. What overtime text was in the window?

19.A tutoring student's scratch pad, page 2 of the worksheet, is the only page in the prompt, next to the question about problem 3. The reply nonetheless says "see worksheet page 14." Page 14 was never fetched. What of page 14 was actually packed?

20.The cached prefix still held yesterday's badge policy, "Saturday badge access is off." Today's memo turns Saturday access on. The policy call reused that cache and added only "Can contractors enter on Saturday?" What badge policy could the model see?

21.The tutoring hint budget was 300 words. The sheet was 280 words, about 450 tokens. Packed from the top into a 384-token window, it stopped before "do not reveal the value of y." What of that warning was visible?

22.You open the employee-policy call. The handbook tool never returned a page. Its recorded result, sitting under the overtime question, is status ok and chunks: []. What handbook page was in the window?

23.Period 4's tutoring prompt contains Iman's full essay on port cities and, directly under it, Jorge's full essay on river trade. No line marks where one student ends. What essay text was visible?

24.Incident p-14 on the policy desk: the region gate admits US pages only. The Canada on-call page is tagged CA, and it is the only page that states the Canada rule. The gate removed it. A US page about domestic weekend on-call is what remains. What on-call text was packed?

25.Support ticket 9033 began "Never promise a ship date." Tracking pings filled the chat until that sentence left the kept head. The call the model got opened "scanned in Dallas at 18:12." What ship-date instruction was visible?

26.A warehouse picker asked for the on-hand count of sku 440 blue lids. The note that came back was "sku 404 blue lids, 86 on hand." The sku 440 note was not retrieved. What count was in the window?

27.In a support chat about a gadget warranty, the included chunk ended "your service deductible is". The next chunk, "$75 per visit after month one," was not included. What dollar deductible was visible?

28.Warehouse slotting notes were re-embedded so sku 18 moved from aisle D to aisle F. Search still queried the old store, which returned "sku 18 lives in aisle D." What aisle was in the window?

29.Support ticket 318 stores "Send a refurbished headset; do not refund." The compressor wrote one string into the agent prompt, "Send a refurbished headset," and stopped. What refund line was visible there?

30.The warehouse pick window held the task, then "bin H-2 counted 12, recount confirmed," then "can we ship?" The reply said the count was missing. What count text was visible?

31.The support retrieval log for this chat lists a single article, KB-102, plus the user message. The reply cites KB-440, which the log never retrieved. What of KB-440 could the model see?

32.Yesterday's cached prefix held the warehouse lane policy "freeze lane 4 for the audit." This morning's release was not written into the cache. The pick call reused the prefix and appended order 551 only. What lane policy was visible?

33.A support macro budget said 200 words. The macro was 190 words and 310 tokens. The window took tokens from the top and closed at 256, before "do not offer a free month." What of that line was in the window?

34.The yard lead asked what is in bin R-5. Warehouse retrieval died on the clock. The stub written into the prompt was status ok with chunks: []. What bin notes could the model see?

35.At 11:05 the support batcher wrote Nora's billing complaint and Chris's outage report into the same prompt, one after the other, with no account break. What ticket text could the model see?

36.Cold-chain notes never reached the warehouse prompt. The chilled-vaccine sku has a single note, tagged cold, and the dry-only gate rejected it. A cracker note tagged dry is the storage text that was packed. What storage instruction was in front of the model?

37.The pharmacy counseling thread for fill 220 opened on "Do not shorten the antibiotic course." Advice lines accumulated and that warning left the front. What remained began "take with food, day 4 of 7." What course warning was in the window?

38.The member asked claims for the hail deductible on policy H-19. Retrieval inserted H-91's line "hail deductible $2,500" and left H-19's $1,000 page out. What deductible text was visible?

39.Look at the pharmacy benefits text that actually arrived: it finishes mid-sentence, "the pharmacy deductible is". The continuation "$10 on generic fills" is the next chunk, and that chunk was not sent. What dollar deductible was visible?

40.Claims fee vectors were rebuilt for 2026, and the index files stayed on 2025. Search returned the 2025 line "inspector fee $85." The 2026 schedule says $110 and was not the hit. What fee was visible?

41.A pharmacy return slip says "Replace the unopened box; do not refund." The label bot's prompt shows a collapsed card whose text is only "Replace the unopened box." What refund instruction was on that card?

42.Three blocks were packed on the kitchen claim: an opener, the middle note "waterline stopped at the third stair," and a closer. The reply said no waterline was recorded. What waterline text could the model see?

43.The pharmacy reply cited "monograph section 5, renal dose." The window had the question and monograph section 1. Section 5 was not inserted. What renal-dose text was visible?

44.Monday's cached prefix held the claims rental policy "rental cars are covered for 7 days." Tuesday's bulletin says 3 days and was not loaded. The loss call reused Monday's cache and appended the hail notes only. What rental policy was in the window?

45.Pharmacy counseling was budgeted at 120 words. The script was 110 words and 190 tokens. Copying from the top stopped at 160 tokens, short of "finish all the tablets." What of that closing line could the model see?

46.The claims file shows the hail question, and under the tool result the body is status ok with chunks: []. No policy excerpt appears anywhere else in the prompt. What policy text was in the window?

47.Lila's warfarin question and Omar's insulin question were packed in one pharmacy window. The model was not given a patient boundary. What medication questions were visible?

48.Claims retrieval ran with tag=auto. File M-2, the only write-up of the boat theft, is tagged marine and does not appear in the packed list. The packed list is one row, an auto-glass FAQ. What boat-theft text did the claims model have?

49.An employee-policy chat started "Quote section 4.2 and nothing else." Later questions pushed that order off the front. The kept turn began "Can overtime be taken on a Saturday?" What quoting instruction was in the window?

50.A tutoring student asked how a leaf uses light. The page packed into the lesson was "photography and light meters." The chloroplast lesson was not in the pack. What page could the model see?

51.The employee-policy chunk that got packed stopped after "the in-network deductible is". "$1,500 per person" was the first line of the next chunk and was not packed. What in-network amount was in the window?

52.The tutoring formula sheet was re-embedded to add a worked example, but the quiz bot still searched the old index. That index returned "area = pi r^2" with no example. What formula text was in the window?

53.The course policy on file ends with "Offer the next course date; do not refund." Staff were given a digest, and the digest in the window is "Offer the next course date." What refund ban could the model see?

54.The tutoring window was the rubric, then the middle line "the student already solved item 2," then a new question. The reply taught item 2 from the start. What item-2 status was in the window?

55.The policy reply pointed at "policy 12.4, call pay." The pack contained policy 9.1 and the question. Policy 12.4 was not in the pack. What call-pay text could the model see?

56.The cached tutoring prefix held yesterday's exam policy, "calculators are not allowed on quiz 3." Today's syllabus allows a four-function calculator and was not in the cache. The call reused the prefix and appended item 4 only. What calculator policy was visible?

57.The leave policy chapter was allowed 600 words. It ran 590 words, about 900 tokens. Packed from the top, the 768-token window ended before "parental leave cannot be cashed out." What of the cash-out rule was visible?

58.The tutoring tool row for the unit 5 quiz key reads status ok, and the chunks field is []. The student had asked for that key. Nothing else was retrieved. What quiz-key text was visible?

59.Noon batch on the policy desk put Priya's parental-leave question and Seth's jury-duty question in one prompt. Nothing in that prompt names an employee boundary. What questions could the model see?

60.A teacher opened the tutoring prompt and found the passage gate set to grade 8. The poem the student asked for is the grade 11 piece, the only passage on that poem, and the gate dropped it. A fox fable tagged grade 8 is what remains. Which passage text was visible?

61.A warehouse pick chat opened "Do not ship aisle C; the pallet is wet." Bin scans arrived until that hold left the front. The retained text started "bin C-12, case count 40, dry stamp missing." What hold could the model see?

62.A support user asked how to cancel a Plus seat. The article inserted was "pause a Plus seat for 30 days." The cancel article was not retrieved. What steps were in the window?

63.The warehouse safety sheet was cut in two. The half in the prompt ends "the injury deductible is". The other half, "$0 if the report is filed the same day," was left in the index. What injury deductible did the prompt contain?

64.Support articles were re-embedded on Thursday. Search still pointed at Wednesday's index, which served "password resets expire in 24 hours." Thursday's article says 2 hours and was not served. What expiry was in the window?

65.The damage photo's caption is "Reship the crushed carton; do not refund." On the picker's warehouse screen the caption was shortened to "Reship the crushed carton," and that shorter line is what got packed. What refund wording was on the screen's line?

66.Support chat 77 contained a greeting, the middle note "refund already issued on 2 April," and a new complaint. The reply offered a second refund. What April text was visible?

67.The picker's warehouse prompt contains lane card B-2 and the question "which door?" The written reply says "see lane card B-7," but card B-7 is not among the packed cards. What of card B-7 could the model see?

68.The cached support prefix held yesterday's hours policy, "phone lines run 8 a.m. to 6 p.m." The board now says 8 p.m. This chat reused the prefix and added "Are you open at 7?" What hours policy could the model see?

69.Warehouse pick notes were capped at 150 words. This note was 140 words and 230 tokens. Taken from the top into a 200-token window, it ended before "do not stack the glass crates." What stacking line was in the window?

70.On the support router ticket, search gave up. The message appended to the chat was status ok and chunks: [], under the question "where is my router?" What setup article was in the window?

71.Shift log 14:22 shows Gus's aisle A picks and Hana's aisle M picks copied into one warehouse prompt. The log has no worker split between those lists. What pick text was visible?

72.Support search insisted on the billing tag. Error 51 is explained in one article, tagged export, and that article was left out. The packed support text is the invoice-PDF article plus the user's "error 51 on export." What error-51 steps were in the window?

73.On the claims flood desk the first instruction was "Cap hotel nights at $180." Loss notes advanced the window until that cap left the front. The model received "family of 4, three nights, two rooms." What hotel cap was visible?

74.The pharmacy question was about loratadine and driving. The packed leaflet was cetirizine, "may cause drowsiness." The loratadine leaflet was not included. What drowsiness wording was visible?

75.A water-loss claims pack contained the chunk that ends "this deductible applies per". The next chunk opened "occurrence and is $1,000" and was not in the pack. What occurrence deductible was visible?

76.After a pharmacy refill-limit edit, new vectors were written and the old index was left in place. Search returned "no more than 3 refills." The edited card says 1 refill and was not returned. What refill limit was visible?

77.Compare the claims rental note with the prompt. Note: "Cover the taxi home; do not refund." Prompt, after the summarizer: "Cover the taxi home." The note is not otherwise present. What refund instruction did the model receive?

78.Between the drug name and the sign-off, the pharmacy window included "last INR 3.4 on 12 May, clinic copy." The reply said no INR was on file. What INR text could the model see?

79.The claims image log for this call lists photo sets 1 and 2 only. Set 6 is absent from that log. The draft still says "photo set 6 shows the cracked flue." What flue photos could the model see?

80.Yesterday's cached pharmacy prefix held the counseling policy "finish all tablets even if you feel better." Today's sheet drops that sentence and was not loaded. The refill reused the cache and appended "quantity 30" only. What counseling policy was in the window?

81.A claims estimate cap counted 100 words. The estimate was 95 words and 160 tokens. The packer started at the first word and halted at 128 tokens, before "exclude the detached garage." What garage instruction was visible?

82.On the pharmacy renal-dose turn, the tool timed out. The only tool message in the window is status ok and a chunk list with no entries, under "what renal dose is printed?" What renal paragraph was visible?

83.Two claimants shared one claims window: "Rae, roof repair quoted at $8,000" and "Sol, fence repair quoted at $700." No claimant break was packed. What quotes could the model see?

84.Route gate on the pharmacy bot is oral. The inhaler monograph is tagged inhaled, and it is the only monograph for that device, so the gate excluded it. The chunk that remains is an oral cough-syrup monograph. What inhaler directions could the model see?

85.A tutoring conference on the essay began "Hint only; do not draft the thesis." Paragraphs stacked until that line fell off the front. The model saw paragraph 2 open "River trade grew after 1840." What thesis instruction was visible?

86.The policy question was how many days a cousin's funeral allows. The page packed was "immediate family, 3 days." The cousin page, "1 day," was not packed. What leave text was in the window?

87.The tutoring pack's clinic FAQ stops at a dollar sign: "the annual deductible is $". The rest of that sentence, "250, waived for vaccines," is the following chunk and was not loaded. What annual deductible text was packed?

88.The on-call policy page was re-embedded from "weekends unpaid" to "weekends paid at time and a half." Search used the previous index and returned "weekends unpaid." What weekend pay text was in the window?

89.Camp billing messaged the tutoring office: "Transfer the deposit to July; do not refund." The office packed a parent blurb, "Transfer the deposit to July," and left the message out. What refund instruction was in the blurb?

90.A policy leave window held the question, then "jury duty uses paid civic leave, code C2," then a benefits footer. The reply said civic leave was unspecified. What civic-leave text was in the window?

91.In the tutoring packet you can read passage 1, a diary entry, and the question about the signing. Passage 3 is not in the packet. The reply still says "passage 3 explains the treaty signing." What treaty text from passage 3 was available?

92.The cached prefix held yesterday's equipment policy, "remote staff may not expense a printer." Today's policy allows one printer up to $80 and was not cached. The call reused the prefix and appended "Can I buy a printer?" only. What equipment policy was in the window?

93.A tutoring reminder was budgeted at 40 words. It was 36 words and 70 tokens. Copied from the first word into a 64-token window, it dropped "bring the compass" off the end. What of the compass line could the model see?

94.The civic-leave question is at the top of the policy window. The retrieval message below it says status ok and chunks: []. The jury-duty page was not inserted. What jury-duty page could the model see?

95.The tutoring window contained "Noah asked for a hint on factoring" and "Eva pasted her completed factoring steps," with no student boundary. What student text was visible?

96.During a pay-policy review the gate was salaried pages only. Hourly overtime exists on one page, tagged hourly, and that page was excluded. The page left in the prompt is the salaried bonus schedule. What overtime rule was inside the window?

97.A support billing chat's first line was "If they mention a lawyer, stop and hand off." The thread grew until that line was outside the kept front. The model saw "I just want the April invoice PDF." What handoff line was in the window?

98.The warehouse ask was the reorder point for glove size M. The note inserted was "glove size L, reorder at 20." The size M note was not retrieved. What reorder text could the model see?

99.A support chat on phone protection packed a chunk ending "the screen deductible is one". The next chunk, "hundred dollars after day 90," was dropped at the boundary. What screen deductible was in the window?

100.Pallet jack 4 now lives on dock 9, and that sentence was embedded, but the search path still hits the previous map. The hit inserted into the warehouse prompt is "jack 4 stages at dock 2." Which dock text was inserted?

101.The app-store note in support is "Credit the next month; do not refund." The macro that ran for the agent inserted "Credit the next month" and did not insert the note. What credit instruction was in the macro's output?

102.A warehouse load window had the door assignment, then "do not double-stack the glass crates," then the driver's "ready?" The reply allowed a stack of two. What stacking warning was visible?

103.The support bug report in the prompt is "export fails on save," and beside it sits release note 4.2. There is no release note 4.8 in the prompt. The reply cites 4.8 anyway. What of note 4.8 was in the prompt?

104.The cached prefix held yesterday's dock policy, "no outbound from dock 3 after 16:00." Today dock 3 stays open until 19:00, and that update was not loaded. The warehouse call reused the prefix and appended trailer T-19 only. What dock policy was visible?

105.A support outage note was allowed 250 words. It was 240 words and 380 tokens. Filled from the top, the 320-token window closed before "credits apply only on the business plan." What credit line was in the window?

106.The warehouse user turn asks "is dock 3 clear?" The following tool turn is status ok and a chunk list of length zero. No lane card is anywhere else in the prompt. What lane card was in the window?

107.The 09:14 support pack is a single user block with two lines, "Yara: cancel seat 14" and "Theo: upgrade seat 14." No user fence was inserted between them. What seat requests could the model see?

108.The warehouse radio bot accepts ambient cards only. Freezer lane 6 has one card, tagged frozen, and the bot rejected it. The card in the window is an ambient snack card for aisle 2. What did the model have on lane 6?