See if shorter venetoclax treatment plus ASTX727 works as well as longer use in older adults with newly diagnosed AML

Inclusion Criteria:

* Participants must have been registered to the MYELOMATCH Master Screening and Reassessment Protocol prior to consenting to this study. Participants must have been assigned to this clinical trial via MATCHBox prior to registration to this study.

  * Note: Pre-enrollment/diagnosis labs must have already been performed under MYELOMATCH
* Participants must have newly diagnosed, untreated acute myeloid leukemia (AML) defined by

  * Having ≥ 20% blasts in the bone marrow and/or peripheral blood or
  * Having recurrent AML-specific genetic abnormalities with ≥ 10% blasts in the bone marrow aspirate and/or peripheral blood
* Participants with acute promyelocytic leukemia (APL) with PML-RARA are not eligible
* Participants must not have FLT3 mutations (ITD or TKD)
* Participants must not have TP53 mutations
* Participants must not be receiving or planning to receive any other investigational agents while on protocol therapy
* Participants must not have received prior therapy for AML, myelodysplastic syndrome (MDS) or myeloproliferative neoplasm (MPN) with the exception of hydroxyurea, all-trans retinoic acid (ATRA), BCR-ABL directed tyrosine kinase inhibitor, colony-stimulating factors, erythropoiesis-stimulating agents, thrombopoietin receptor agonist, lenalidomide, immunosuppressive therapy, intrathecal chemotherapy, a cumulative dose of up to 1 g/m\^2 of cytarabine, and/or leukapheresis, with a maximum limit of 1 month of exposure

  * Note: White blood cell (WBC) must be \< 25 x 10\^9/L prior to start of treatment. Hydroxyurea, leukapheresis, and cytarabine ≤ 1g/m2 are permitted to control the WBC prior to enrollment and initiation of protocol-defined therapy but must be stopped prior to initiation of protocol therapy
* Participant must be ≥ 60 years old at the time of registration
* Participant must have been declared unfit for intensive therapy by the treating physician at the time of registration to MYELOMATCH
* Participant must have Zubrod Performance Status of 0-3 within 28 days prior to registration
* Participant must have a complete medical history and physical exam within 28 days prior to registration
* Total bilirubin ≤ 3 x institutional upper limit of normal (ULN) unless history of Gilbert's disease. Participants with history of Gilbert's disease must have total bilirubin ≤ 5 x institutional ULN (within 28 days prior to registration)
* Aspartate aminotransferase (AST)/alanine aminotransferase (ALT) ≤ 3 x institutional ULN, unless considered elevated due to disease involvement (within 28 days prior to registration)
* Participants must have a calculated creatinine clearance ≥ 30 mL/min using the following Cockcroft-Gault Formula. This specimen must have been drawn and processed within 28 days prior to registration. For creatinine clearance formula see the tools on the CRA Workbench https://txwb.crab.org/TXWB/Tools.aspx
* Participants must have adequate cardiac function. Participants with known history or current symptoms of cardiac disease, or history of treatment with cardiotoxic agents, must have a clinical risk assessment of cardiac function using the New York Heart Association Functional Classification. To be eligible for this trial, participants must be class 3 or better
* Participants with a known history of human immunodeficiency virus (HIV)-infection must be on effective anti-retroviral therapy at registration and have undetectable viral load test on the most recent test results obtained within 6 months prior to registration, if indicated
* Participants with a known history of chronic hepatitis B virus (HBV) infection must have undetectable HBV viral load while on suppressive therapy on the most recent test results obtained within 6 months prior to registration, if indicated
* Participants with a known history of hepatitis C virus (HCV) infection must have been treated and cured. Participants currently being treated for HCV infection must have undetectable HCV viral load test on the most recent test results obtained within 6 months prior to registration, if indicated
* Participants must not have a prior or concurrent malignancy whose natural history or treatment (in the opinion of the treating physician) has the potential to interfere with the safety or efficacy assessment of the investigational regimen
* Participants must not be pregnant or nursing (nursing includes breast milk fed to an infant by any means, including from the breast, milk expressed by hand, or pumped). Individuals who are of reproductive potential must have agreed to use an effective contraceptive method with details provided as a part of the consent process. A person who has had menses at any time in the preceding 12 consecutive months or who has semen likely to contain sperm is considered to be of "reproductive potential." In addition to routine contraceptive methods, "effective contraception" also includes refraining from sexual activity that might result in pregnancy and surgery intended to prevent pregnancy (or with a side-effect of pregnancy prevention) including hysterectomy, bilateral oophorectomy, bilateral tubal ligation/occlusion, and vasectomy with testing showing no sperm in the semen
* Participants must be able to swallow and retain oral medications and have no known gastrointestinal disorders likely to interfere with absorption of oral medications
* Participants must have agreed to have specimens submitted for translational medicine for MRD under MYELOMATCH.

  * Enrollment to this treatment study requires prior enrollment into the myeloMATCH Master Protocol (MYELOMATCH). Participants enrolled in MYELOMATCH will submit bone marrow samples, peripheral blood samples, and buccal swabs to the Molecular Diagnostics Network (MDNet), the Clinical Laboratory Improvement Act (CLIA) laboratory network for myeloMATCH. Refer to MYELOMATCH for submission requirements and directions.
  * In addition to the MYELOMATCH specimens, there will be specimens obtained on treatment for this substudy. These specimens will be derived from procedures performed as part of standard assessments in the clinical care and management of AML with material being sent to the MDNet laboratories as specified. After performing the required tests on the specimens, the MDNet laboratories will send the residual material for biobanking and future research. Therefore, participants must be asked for their consent for the biobanking of specimens for future unspecified research. Participants may refuse this, but it is mandatory for sites to ask participants
* Participants must be offered the opportunity to participate in specimen banking
* NOTE: As a part of the OPEN registration process the treating institution's identity is provided in order to ensure that the current (within 365 days) date of institutional review board approval for this study has been entered in the system.

  * Participants must be informed of the investigational nature of this study and must sign and give informed consent in accordance with institutional and federal guidelines.
  * For participants with impaired decision-making capabilities, legally authorized representatives may sign and give informed consent on behalf of study participants in accordance with applicable federal, local, and Central Institutional Review Board (CIRB) regulations