diff --git a/ci/run.sh b/ci/run.sh
index e510b8c45e..a9f92a065b 100755
--- a/ci/run.sh
+++ b/ci/run.sh
@@ -58,8 +58,6 @@ if [ -n "${GG_BUILD_ROCM}" ] && [ -n "${GITHUB_RUN_ID}" ]; then
 fi
 
 rm -f $OUT/*.log
-rm -f $OUT/*.exit
-rm -f $OUT/*.md
 
 sd=`dirname $0`
 cd $sd/../
@@ -211,10 +209,6 @@ function gg_wget {
     cd $cwd
 }
 
-function gg_printf {
-    printf -- "$@" >> $OUT/README.md
-}
-
 function gg_run {
     ci=$1
 
@@ -223,13 +217,10 @@ function gg_run {
 
     gg_run_$ci | tee $OUT/$ci.log
     cur=$?
-    echo "$cur" > $OUT/$ci.exit
 
     set +x
     set +o pipefail
 
-    gg_sum_$ci
-
     ret=$((ret | cur))
 }
 
@@ -255,17 +246,6 @@ function gg_run_ctest_debug {
     set +e
 }
 
-function gg_sum_ctest_debug {
-    gg_printf '### %s\n\n' "${ci}"
-
-    gg_printf 'Runs ctest in debug mode\n'
-    gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
-    gg_printf '```\n'
-    gg_printf '%s\n' "$(cat $OUT/${ci}-ctest.log)"
-    gg_printf '```\n'
-    gg_printf '\n'
-}
-
 # ctest_release
 
 function gg_run_ctest_release {
@@ -290,16 +270,6 @@ function gg_run_ctest_release {
     set +e
 }
 
-function gg_sum_ctest_release {
-    gg_printf '### %s\n\n' "${ci}"
-
-    gg_printf 'Runs ctest in release mode\n'
-    gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
-    gg_printf '```\n'
-    gg_printf '%s\n' "$(cat $OUT/${ci}-ctest.log)"
-    gg_printf '```\n'
-}
-
 # test_llama_archs_tensor_split
 
 function gg_run_test_llama_archs_tensor_split {
@@ -324,16 +294,6 @@ function gg_run_test_llama_archs_tensor_split {
     set +e
 }
 
-function gg_sum_test_llama_archs_tensor_split {
-    gg_printf '### %s\n\n' "${ci}"
-
-    gg_printf 'Runs test-llama-archs with 1 to 4 devices\n'
-    gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
-    gg_printf '```\n'
-    gg_printf '%s\n' "$(cat $OUT/${ci}.log)"
-    gg_printf '```\n'
-}
-
 # test_llama_archs_models
 
 function gg_run_test_llama_archs_models {
@@ -353,16 +313,6 @@ function gg_run_test_llama_archs_models {
     set +e
 }
 
-function gg_sum_test_llama_archs_models {
-    gg_printf '### %s\n\n' "${ci}"
-
-    gg_printf 'Generates the dummy models used by the model-dependent tests\n'
-    gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
-    gg_printf '```\n'
-    gg_printf '%s\n' "$(cat $OUT/${ci}.log)"
-    gg_printf '```\n'
-}
-
 # test_scripts
 
 function gg_run_test_scripts {
@@ -376,17 +326,6 @@ function gg_run_test_scripts {
     set +e
 }
 
-function gg_sum_test_scripts {
-    gg_printf '### %s\n\n' "${ci}"
-
-    gg_printf 'Runs test scripts\n'
-    gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
-    gg_printf '```\n'
-    gg_printf '%s\n' "$(cat $OUT/${ci}-scripts.log)"
-    gg_printf '```\n'
-    gg_printf '\n'
-}
-
 function gg_get_model {
     #local gguf_0="$MNT/models/qwen3/0.6B/ggml-model-f16.gguf"
     local gguf_0="$MNT/models/qwen3/0.6B/ggml-model-q4_0.gguf"
@@ -430,26 +369,6 @@ function gg_run_ctest_with_model_release {
     cd ..
 }
 
-function gg_sum_ctest_with_model_debug {
-    gg_printf '### %s\n\n' "${ci}"
-
-    gg_printf 'Runs ctest with model files in debug mode\n'
-    gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
-    gg_printf '```\n'
-    gg_printf '%s\n' "$(cat $OUT/${ci}-ctest.log)"
-    gg_printf '```\n'
-}
-
-function gg_sum_ctest_with_model_release {
-    gg_printf '### %s\n\n' "${ci}"
-
-    gg_printf 'Runs ctest with model files in release mode\n'
-    gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
-    gg_printf '```\n'
-    gg_printf '%s\n' "$(cat $OUT/${ci}-ctest.log)"
-    gg_printf '```\n'
-}
-
 # qwen3_0_6b
 
 function gg_run_qwen3_0_6b {
@@ -554,50 +473,24 @@ function gg_run_qwen3_0_6b {
         return 0
     }
 
-    check_ppl "f16"  "$(cat $OUT/${ci}-tg-f16.log  | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
+    check_ppl "f16"  "$(cat $OUT/${ci}-tg-f16.log  | grep "^\[1\]")"
     if [ -z ${GG_BUILD_NO_BF16} ]; then
-        check_ppl "bf16" "$(cat $OUT/${ci}-tg-bf16.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
+        check_ppl "bf16" "$(cat $OUT/${ci}-tg-bf16.log | grep "^\[1\]")"
     fi
-    check_ppl "q8_0" "$(cat $OUT/${ci}-tg-q8_0.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
-    check_ppl "q4_0" "$(cat $OUT/${ci}-tg-q4_0.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
-    check_ppl "q4_1" "$(cat $OUT/${ci}-tg-q4_1.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
-    check_ppl "q5_0" "$(cat $OUT/${ci}-tg-q5_0.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
-    check_ppl "q5_1" "$(cat $OUT/${ci}-tg-q5_1.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
-   #check_ppl "q2_k" "$(cat $OUT/${ci}-tg-q2_k.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log # note: ppl > 20.0 for this quant and model
-    check_ppl "q3_k" "$(cat $OUT/${ci}-tg-q3_k.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
-    check_ppl "q4_k" "$(cat $OUT/${ci}-tg-q4_k.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
-    check_ppl "q5_k" "$(cat $OUT/${ci}-tg-q5_k.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
-    check_ppl "q6_k" "$(cat $OUT/${ci}-tg-q6_k.log | grep "^\[1\]")" | tee -a $OUT/${ci}-ppl.log
-
-    cat $OUT/${ci}-imatrix.log | grep "Final" >> $OUT/${ci}-imatrix-sum.log
+    check_ppl "q8_0" "$(cat $OUT/${ci}-tg-q8_0.log | grep "^\[1\]")"
+    check_ppl "q4_0" "$(cat $OUT/${ci}-tg-q4_0.log | grep "^\[1\]")"
+    check_ppl "q4_1" "$(cat $OUT/${ci}-tg-q4_1.log | grep "^\[1\]")"
+    check_ppl "q5_0" "$(cat $OUT/${ci}-tg-q5_0.log | grep "^\[1\]")"
+    check_ppl "q5_1" "$(cat $OUT/${ci}-tg-q5_1.log | grep "^\[1\]")"
+   #check_ppl "q2_k" "$(cat $OUT/${ci}-tg-q2_k.log | grep "^\[1\]")" # note: ppl > 20.0 for this quant and model
+    check_ppl "q3_k" "$(cat $OUT/${ci}-tg-q3_k.log | grep "^\[1\]")"
+    check_ppl "q4_k" "$(cat $OUT/${ci}-tg-q4_k.log | grep "^\[1\]")"
+    check_ppl "q5_k" "$(cat $OUT/${ci}-tg-q5_k.log | grep "^\[1\]")"
+    check_ppl "q6_k" "$(cat $OUT/${ci}-tg-q6_k.log | grep "^\[1\]")"
 
     set +e
 }
 
-function gg_sum_qwen3_0_6b {
-    gg_printf '### %s\n\n' "${ci}"
-
-    gg_printf 'Qwen3 0.6B:\n'
-    gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
-    gg_printf '- perplexity:\n%s\n' "$(cat $OUT/${ci}-ppl.log)"
-    gg_printf '- imatrix:\n```\n%s\n```\n' "$(cat $OUT/${ci}-imatrix-sum.log)"
-    gg_printf '- f16:\n```\n%s\n```\n'  "$(cat $OUT/${ci}-tg-f16.log)"
-    if [ -z ${GG_BUILD_NO_BF16} ]; then
-        gg_printf '- bf16:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-bf16.log)"
-    fi
-    gg_printf '- q8_0:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q8_0.log)"
-    gg_printf '- q4_0:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q4_0.log)"
-    gg_printf '- q4_1:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q4_1.log)"
-    gg_printf '- q5_0:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q5_0.log)"
-    gg_printf '- q5_1:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q5_1.log)"
-    gg_printf '- q2_k:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q2_k.log)"
-    gg_printf '- q3_k:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q3_k.log)"
-    gg_printf '- q4_k:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q4_k.log)"
-    gg_printf '- q5_k:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q5_k.log)"
-    gg_printf '- q6_k:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q6_k.log)"
-    gg_printf '- save-load-state: \n```\n%s\n```\n' "$(cat $OUT/${ci}-save-load-state.log)"
-}
-
 # bge-small
 
 function gg_run_embd_bge_small {
@@ -639,15 +532,6 @@ function gg_run_embd_bge_small {
     set +e
 }
 
-function gg_sum_embd_bge_small {
-    gg_printf '### %s\n\n' "${ci}"
-
-    gg_printf 'BGE Small (BERT):\n'
-    gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
-    gg_printf '- f16: \n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-f16.log)"
-    gg_printf '- q8_0:\n```\n%s\n```\n' "$(cat $OUT/${ci}-tg-q8_0.log)"
-}
-
 # rerank_tiny
 
 function gg_run_rerank_tiny {
@@ -704,66 +588,58 @@ function gg_run_rerank_tiny {
     set +e
 }
 
-function gg_sum_rerank_tiny {
-    gg_printf '### %s\n\n' "${ci}"
-
-    gg_printf 'Rerank Tiny (Jina):\n'
-    gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
-    gg_printf '- f16: \n```\n%s\n```\n' "$(cat $OUT/${ci}-rk-f16.log)"
-}
-
 function gg_check_build_requirements {
     if ! command -v git &> /dev/null; then
-        gg_printf 'git not found, please install\n'
+        echo 'git not found, please install'
         exit 1
     fi
 
     if ! command -v git-lfs &> /dev/null; then
-        gg_printf 'git-lfs not found, please install\n'
+        echo 'git-lfs not found, please install'
         exit 1
     fi
 
     if ! git config --get filter.lfs.clean &> /dev/null; then
-        gg_printf 'git-lfs not initialized, please run `git lfs install`\n'
+        echo 'git-lfs not initialized, please run `git lfs install`'
         exit 1
     fi
 
     if ! command -v wget &> /dev/null; then
-        gg_printf 'wget not found, please install\n'
+        echo 'wget not found, please install'
         exit 1
     fi
 
     if ! command -v python3 &> /dev/null; then
-        gg_printf 'python3 not found, please install\n'
+        echo 'python3 not found, please install'
         exit 1
     fi
 
     if ! command -v pip3 &> /dev/null; then
-        gg_printf 'pip3 not found, please install\n'
+        echo 'pip3 not found, please install'
         exit 1
     fi
 
     if ! python3 -m ensurepip --help &> /dev/null; then
-        gg_printf 'ensurepip not found, please install python3-venv package\n'
+        echo 'ensurepip not found, please install python3-venv package'
         exit 1
     fi
 
     if ! command -v cmake &> /dev/null; then
-        gg_printf 'cmake not found, please install\n'
+        echo 'cmake not found, please install'
         exit 1
     fi
 
     if ! command -v ccache &> /dev/null; then
-        gg_printf 'ccache not found, please consider installing for faster builds\n'
+        echo 'ccache not found, please consider installing for faster builds'
     fi
 
     if ! command -v ctest &> /dev/null; then
-        gg_printf 'ctest not found, please install\n'
+        echo 'ctest not found, please install'
         exit 1
     fi
 
     if ! command -v unzip &> /dev/null; then
-        gg_printf 'unzip not found, please install\n'
+        echo 'unzip not found, please install'
         exit 1
     fi
 }
@@ -803,17 +679,6 @@ function gg_run_test_backend_ops {
     set +e
 }
 
-function gg_sum_test_backend_ops {
-    gg_printf '### %s\n\n' "${ci}"
-
-    gg_printf 'Runs test-backend-ops\n'
-    gg_printf '- status: %s\n' "$(cat $OUT/${ci}.exit)"
-    gg_printf '```\n'
-    gg_printf '%s\n' "$(cat $OUT/${ci}-test-backend-ops.log)"
-    gg_printf '```\n'
-    gg_printf '\n'
-}
-
 ## main
 
 export LLAMA_ARG_LOG_PREFIX=1
@@ -861,6 +726,4 @@ if [ -z ${GG_BUILD_LOW_PERF} ]; then
     test $ret -eq 0 && gg_run ctest_with_model_release
 fi
 
-cat $OUT/README.md
-
 exit $ret