diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e9e3954e34751..f880e3b1d9c20 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -735,7 +735,7 @@ repos:
         # The below pre-commits are those requiring CI image to be built
       - id: build
         name: Check if image build is needed
-        entry: ./scripts/ci/pre_commit/pre_commit_ci_build.sh 3.7 false
+        entry: ./scripts/ci/pre_commit/pre_commit_ci_build.sh 3.7
         language: system
         always_run: true
         pass_filenames: false
diff --git a/breeze b/breeze
index 93ac65ab253c6..269cf9077e5b5 100755
--- a/breeze
+++ b/breeze
@@ -3605,8 +3605,6 @@ breeze::parse_arguments "${@}"
 
 breeze::print_header_line
 
-build_images::forget_last_answer
-
 breeze::check_and_save_all_params
 
 build_images::determine_docker_cache_strategy
diff --git a/dev/breeze/src/airflow_breeze/global_constants.py b/dev/breeze/src/airflow_breeze/global_constants.py
index b8db092157adf..5ae0843578b49 100644
--- a/dev/breeze/src/airflow_breeze/global_constants.py
+++ b/dev/breeze/src/airflow_breeze/global_constants.py
@@ -24,7 +24,6 @@
 FORCE_PULL_IMAGES = False
 CHECK_IF_BASE_PYTHON_IMAGE_UPDATED = False
 FORCE_BUILD_IMAGES = False
-# LAST_FORCE_ANSWER_FILE = f"{BUILD_CACHE_DIR}/last_force_answer.sh"
 FORCE_ANSWER_TO_QUESTION = ""
 SKIP_CHECK_REMOTE_IMAGE = False
 PUSH_PYTHON_BASE_IMAGE = False
diff --git a/scripts/ci/libraries/_build_images.sh b/scripts/ci/libraries/_build_images.sh
index f098169577875..796fac02002dc 100644
--- a/scripts/ci/libraries/_build_images.sh
+++ b/scripts/ci/libraries/_build_images.sh
@@ -87,36 +87,6 @@ function build_images::get_airflow_version_from_production_image() {
     docker run --entrypoint /bin/bash "${AIRFLOW_PROD_IMAGE}" -c 'echo "${AIRFLOW_VERSION}"'
 }
 
-# Removes the "Forced answer" (yes/no/quit) given previously, unless you specifically want to remember it.
-#
-# This is the default behaviour of all rebuild scripts to ask independently whether you want to
-# rebuild the image or not. Sometimes however we want to remember answer previously given. For
-# example if you answered "no" to rebuild the image, the assumption is that you do not
-# want to rebuild image also for other rebuilds in the same pre-commit execution.
-#
-# All the pre-commit checks therefore have `export REMEMBER_LAST_ANSWER="true"` set
-# So that in case they are run in a sequence of commits they will not rebuild. Similarly if your most
-# recent answer was "no" and you run `pre-commit run mypy` (for example) it will also reuse the
-# "no" answer given previously. This happens until you run any of the breeze commands or run all
-# pre-commits `pre-commit run` - then the "LAST_FORCE_ANSWER_FILE" will be removed and you will
-# be asked again.
-function build_images::forget_last_answer() {
-    if [[ ${REMEMBER_LAST_ANSWER:="false"} != "true" ]]; then
-        verbosity::print_info
-        verbosity::print_info "Forgetting last answer from ${LAST_FORCE_ANSWER_FILE}:"
-        verbosity::print_info
-        rm -f "${LAST_FORCE_ANSWER_FILE}"
-    else
-        if [[ -f "${LAST_FORCE_ANSWER_FILE}" ]]; then
-            verbosity::print_info
-            verbosity::print_info "Still remember last answer from ${LAST_FORCE_ANSWER_FILE}:"
-            verbosity::print_info "$(cat "${LAST_FORCE_ANSWER_FILE}")"
-            verbosity::print_info
-        fi
-    fi
-}
-
-
 function build_images::reconfirm_rebuilding_if_not_rebased() {
     local latest_main_commit_sha
     latest_main_commit_sha=$(curl -s -H "Accept: application/vnd.github.VERSION.sha" \
@@ -178,12 +148,6 @@ function build_images::confirm_rebuilding_on_modified_files() {
 # So that the script works also from within pre-commit run via git hooks - where stdin is not
 # available - it tries to find usable terminal and ask the user via this terminal.
 function build_images::confirm_image_rebuild() {
-    if [[ -f "${LAST_FORCE_ANSWER_FILE}" ]]; then
-        # set variable from last answered response given in the same pre-commit run - so that it can be
-        # answered in the first pre-commit check (build) and then used in another (mypy/flake8 etc).
-        # shellcheck disable=SC1090
-        source "${LAST_FORCE_ANSWER_FILE}"
-    fi
     set +e
     local RES
     if [[ ${CI:="false"} == "true" ]]; then
@@ -235,7 +199,6 @@ function build_images::confirm_image_rebuild() {
         # Force "no" also to subsequent questions so that if you answer it once, you are not asked
         # For all other pre-commits and you will continue using the images you already have
         export FORCE_ANSWER_TO_QUESTIONS="no"
-        echo 'export FORCE_ANSWER_TO_QUESTIONS="no"' >"${LAST_FORCE_ANSWER_FILE}"
     elif [[ ${RES} == "2" ]]; then
         echo
         echo  "${COLOR_RED}ERROR: The ${THE_IMAGE_TYPE} needs to be rebuilt - it is outdated.   ${COLOR_RESET}"
diff --git a/scripts/ci/libraries/_initialization.sh b/scripts/ci/libraries/_initialization.sh
index 5c9d239ef75a3..7809b4b2bab0b 100644
--- a/scripts/ci/libraries/_initialization.sh
+++ b/scripts/ci/libraries/_initialization.sh
@@ -294,11 +294,6 @@ function initialization::initialize_force_variables() {
     # Can be overridden by '--force-build-images' flag.
     export FORCE_BUILD_IMAGES=${FORCE_BUILD_IMAGES:="false"}
 
-    # File to keep the last forced answer. This is useful for pre-commits where you need to
-    # only answer once if the image should be rebuilt or not and your answer is used for
-    # All the subsequent questions
-    export LAST_FORCE_ANSWER_FILE="${BUILD_CACHE_DIR}/last_force_answer.sh"
-
     # Can be set to "yes/no/quit" in order to force specified answer to all questions asked to the user.
     export FORCE_ANSWER_TO_QUESTIONS=${FORCE_ANSWER_TO_QUESTIONS:=""}
 
diff --git a/scripts/ci/pre_commit/pre_commit_bat_tests.sh b/scripts/ci/pre_commit/pre_commit_bat_tests.sh
index 58078623552cb..499972609da6d 100755
--- a/scripts/ci/pre_commit/pre_commit_bat_tests.sh
+++ b/scripts/ci/pre_commit/pre_commit_bat_tests.sh
@@ -16,7 +16,6 @@
 # specific language governing permissions and limitations
 # under the License.
 export FORCE_ANSWER_TO_QUESTIONS=${FORCE_ANSWER_TO_QUESTIONS:="quit"}
-export REMEMBER_LAST_ANSWER="true"
 export PRINT_INFO_FROM_SCRIPTS="false"
 export SKIP_CHECK_REMOTE_IMAGE="true"
 
diff --git a/scripts/ci/pre_commit/pre_commit_check_license.sh b/scripts/ci/pre_commit/pre_commit_check_license.sh
index 5eb42b6d985ab..b9ab60067bbbc 100755
--- a/scripts/ci/pre_commit/pre_commit_check_license.sh
+++ b/scripts/ci/pre_commit/pre_commit_check_license.sh
@@ -17,7 +17,6 @@
 # under the License.
 set -euo pipefail
 export FORCE_ANSWER_TO_QUESTIONS=${FORCE_ANSWER_TO_QUESTIONS:="quit"}
-export REMEMBER_LAST_ANSWER="true"
 export PRINT_INFO_FROM_SCRIPTS="false"
 export SKIP_CHECK_REMOTE_IMAGE="true"
 
diff --git a/scripts/ci/pre_commit/pre_commit_ci_build.sh b/scripts/ci/pre_commit/pre_commit_ci_build.sh
index 066380107714f..55d0aac23a8e9 100755
--- a/scripts/ci/pre_commit/pre_commit_ci_build.sh
+++ b/scripts/ci/pre_commit/pre_commit_ci_build.sh
@@ -16,7 +16,6 @@
 # specific language governing permissions and limitations
 # under the License.
 export PYTHON_MAJOR_MINOR_VERSION="${1}"
-export REMEMBER_LAST_ANSWER="${2}"
 export PRINT_INFO_FROM_SCRIPTS="false"
 
 # shellcheck source=scripts/ci/libraries/_script_init.sh
@@ -50,8 +49,6 @@ function build_images::rebuild_ci_image_if_confirmed_for_pre_commit() {
     fi
 }
 
-build_images::forget_last_answer
-
 build_images::prepare_ci_build
 
 build_images::rebuild_ci_image_if_confirmed_for_pre_commit
diff --git a/scripts/ci/pre_commit/pre_commit_flake8.sh b/scripts/ci/pre_commit/pre_commit_flake8.sh
index cbef9d08bce23..4138478b7ae93 100755
--- a/scripts/ci/pre_commit/pre_commit_flake8.sh
+++ b/scripts/ci/pre_commit/pre_commit_flake8.sh
@@ -17,7 +17,6 @@
 # under the License.
 export PYTHON_MAJOR_MINOR_VERSION="3.7"
 export FORCE_ANSWER_TO_QUESTIONS=${FORCE_ANSWER_TO_QUESTIONS:="quit"}
-export REMEMBER_LAST_ANSWER="true"
 export PRINT_INFO_FROM_SCRIPTS="false"
 
 # shellcheck source=scripts/ci/static_checks/flake8.sh
diff --git a/scripts/ci/pre_commit/pre_commit_helm_lint.sh b/scripts/ci/pre_commit/pre_commit_helm_lint.sh
index 56a57f3555d95..c8f2a5befdd99 100755
--- a/scripts/ci/pre_commit/pre_commit_helm_lint.sh
+++ b/scripts/ci/pre_commit/pre_commit_helm_lint.sh
@@ -15,7 +15,6 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
-export REMEMBER_LAST_ANSWER="true"
 export PRINT_INFO_FROM_SCRIPTS="false"
 export SKIP_CHECK_REMOTE_IMAGE="true"
 
diff --git a/scripts/ci/pre_commit/pre_commit_in_container_bats_test.sh b/scripts/ci/pre_commit/pre_commit_in_container_bats_test.sh
index b699a54361234..fe1d7e7cba1c5 100755
--- a/scripts/ci/pre_commit/pre_commit_in_container_bats_test.sh
+++ b/scripts/ci/pre_commit/pre_commit_in_container_bats_test.sh
@@ -16,7 +16,6 @@
 # specific language governing permissions and limitations
 # under the License.
 export FORCE_ANSWER_TO_QUESTIONS=${FORCE_ANSWER_TO_QUESTIONS:="quit"}
-export REMEMBER_LAST_ANSWER="true"
 export PRINT_INFO_FROM_SCRIPTS="false"
 export SKIP_CHECK_REMOTE_IMAGE="true"
 
diff --git a/scripts/ci/pre_commit/pre_commit_lint_dockerfile.sh b/scripts/ci/pre_commit/pre_commit_lint_dockerfile.sh
index 1c0697803ca29..90dc7e0cdbb45 100755
--- a/scripts/ci/pre_commit/pre_commit_lint_dockerfile.sh
+++ b/scripts/ci/pre_commit/pre_commit_lint_dockerfile.sh
@@ -15,7 +15,6 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
-export REMEMBER_LAST_ANSWER="true"
 export PRINT_INFO_FROM_SCRIPTS="false"
 export SKIP_CHECK_REMOTE_IMAGE="true"
 
diff --git a/scripts/ci/pre_commit/pre_commit_mypy.sh b/scripts/ci/pre_commit/pre_commit_mypy.sh
index 5f3198e15b0b4..7abd6b4bb796b 100755
--- a/scripts/ci/pre_commit/pre_commit_mypy.sh
+++ b/scripts/ci/pre_commit/pre_commit_mypy.sh
@@ -17,7 +17,6 @@
 # under the License.
 export PYTHON_MAJOR_MINOR_VERSION="3.7"
 export FORCE_ANSWER_TO_QUESTIONS=${FORCE_ANSWER_TO_QUESTIONS:="quit"}
-export REMEMBER_LAST_ANSWER="true"
 export PRINT_INFO_FROM_SCRIPTS="false"
 
 # shellcheck source=scripts/ci/static_checks/mypy.sh