AI Slop Code RIsk Monitor

Niko1221/Strata

Qwen3.8-Flash-Next on any consumer hardware: one-click install for Windows / Linux. Strata inference engine, OpenAI/Anthropic API on localhost, optional image input.

5.4 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for Niko1221/Strata, a C++ project with 21,580 GitHub stars. SynthScan examined 736,282 lines of code across 2621 source files, recording 3222 pattern matches distributed across 18 syntactic categories. The legacy adjusted pattern signal is 5.4 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

5.4
Adjusted Signal
5.4
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
21.6K
Stars
C++
Language
736.3K
Lines of Code
2.6K
Files
3.2K
Pattern Hits
2026-10-12
Scan Date
0.08
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 16.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2667 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.3/100 · LOW

Are imports declared and package/API names verified? 195 finding(s).

Agent Over-Engineering Ratio 12.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1369 finding(s).

PR Review Velocity Impact 26.0/100 · MEDIUM

Which changes need focused human review? 3222 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 202MEDIUM 103LOW 2917

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 3222 distinct pattern matches across 18 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block1294 hits · 1212 pts
SeverityFileLineSnippetContext
LOWdocker-entrypoint.sh41case "$FAMILY" in qwen) prefix="" ;; *) prefix="${FAMILY}-" ;; esacCOMMENT
LOWbench/gfx906_qsa_query_swizzle_probe.cpp1// Standalone HIP INT8 QSA query-LDS-swizzle component probe.COMMENT
LOW…2026-10-08-community-2x-titan-rtx-0.1.40.3/run-262k.sh1#!/bin/shCOMMENT
LOW…/2026-10-03-community-z840-rtx3090ti/strata-numa-ab.sh1#!/usr/bin/env bashCOMMENT
LOW…2026-10-01-community-rtx-5090-5950x/prompts/medium.txt1Review the following C++ source file from the Strata engine (v0.1.32, src/core/expert_source.cpp, first 9,000 bytes). LiCOMMENT
LOW…2026-10-01-community-rtx-5090-5950x/prompts/medium.txt21#include <cstdio>COMMENT
LOW…2026-10-01-community-rtx-5090-5950x/prompts/medium.txt41#elseCOMMENT
LOW…2026-10-01-community-rtx-5090-5950x/prompts/medium.txt241 // Account for the tightest cgroup-v2 ancestor limit when its normal mount is visible.COMMENT
LOW…-community-rx7900xtx-hipblaslt-100500/tune-command.txt1# Reproduce the gfx1100 hipBLASLt 100500 tuning tableCOMMENT
LOWtools/iq_pack.py61COMMENT
LOWtools/vision/CMakeLists.txt1# tools/vision - strata-vision, the image encoder for Strata's multimodal path (optional; setup.py builds it whenCOMMENT
LOWtools/vision/strata_vision.cpp1// tools/vision/strata_vision.cpp - the image half of Strata's multimodal path.COMMENT
LOWtools/vision/strata_vision.cpp21COMMENT
LOWtools/hip/tune_hipblaslt.cpp1#include <hip/hip_runtime.h>COMMENT
LOWinclude/strata/hip_compat/math_constants.h1#pragma onceCOMMENT
LOWinclude/strata/hip_compat/cublas_v2.h1#pragma onceCOMMENT
LOWinclude/strata/hip_compat/cublas_v2.h41}COMMENT
LOWinclude/strata/hip_compat/cuda_fp16.h1#pragma onceCOMMENT
LOWinclude/strata/hip_compat/intrinsics.hpp21 defined(__gfx1201__)) && __has_builtin(__builtin_amdgcn_sudot4)COMMENT
LOWinclude/strata/hip_compat/intrinsics.hpp141 return static_cast<unsigned>(__ballot(predicate));COMMENT
LOWinclude/strata/hip_compat/cuda_runtime.h1#pragma onceCOMMENT
LOWinclude/strata/hip_compat/cuda_runtime.h21#define cudaDevAttrComputeCapabilityMajor hipDeviceAttributeComputeCapabilityMajorCOMMENT
LOWinclude/strata/hip_compat/cuda_runtime.h41#define cudaEventQuery hipEventQueryCOMMENT
LOWinclude/strata/hip_compat/cuda_runtime.h61#define cudaGraphGetNodes hipGraphGetNodesCOMMENT
LOWinclude/strata/hip_compat/cuda_runtime.h81#define cudaLaunchHostFunc hipLaunchHostFuncCOMMENT
LOWinclude/strata/hip_compat/cuda_runtime.h101#define cudaMemcpyDeviceToDevice hipMemcpyDeviceToDeviceCOMMENT
LOWinclude/strata/hip_compat/cuda_runtime_api.h1#pragma onceCOMMENT
LOWinclude/strata/kernels/qsa_select.hpp1// include/strata/kernels/qsa_select.hpp - plan v0.3 P5/P7: the QSA indexer's block scores and top-k selection,COMMENT
LOWinclude/strata/kernels/qsa_select.hpp41 const QsaShapes& s, int32_t* ids, void* stream,COMMENT
LOWinclude/strata/kernels/native_qsa_score.hpp1#pragma onceCOMMENT
LOWinclude/strata/kernels/pdl.hpp1// include/strata/kernels/pdl.hpp - programmatic dependent launch (PDL) for the verify window's kernel chain.COMMENT
LOWinclude/strata/kernels/pdl.hpp21#include <cuda_runtime.h>COMMENT
LOWinclude/strata/kernels/pdl.hpp41// lets the compiler use the read-only data path (LDG.CI): without it decode on sm_61 halves (#1469).COMMENT
LOWinclude/strata/kernels/cvec.hpp1// include/strata/kernels/cvec.hpp - a control vector on the residual stream: the engine's side of llama.cpp'sCOMMENT
LOWinclude/strata/kernels/iq_kernels.hpp1// include/strata/kernels/iq_kernels.hpp - the i-quant formats (IQ1_M, IQ2_XXS, IQ2_XS, IQ2_S, IQ3_XXS, IQ3_S,COMMENT
LOWinclude/strata/kernels/iq_kernels.hpp61void iq_xmx_grouped(int ty, const uint8_t* const* a, const uint8_t* const* b, const int32_t* cnt, int n,COMMENT
LOWinclude/strata/kernels/gfx_arch.hpp1// include/strata/kernels/gfx_arch.hpp - which AMD architecture names the gfx11 matrix-core code (and the gfx12 nativeCOMMENT
LOWinclude/strata/kernels/native_gdn_preprocess.hpp1#pragma onceCOMMENT
LOWinclude/strata/kernels/s2_gemv.hpp1// include/strata/kernels/s2_gemv.hpp - the S2 GEMV, host-callable (P2.S2).COMMENT
LOWinclude/strata/kernels/qsa_decode_attn.hpp1// include/strata/kernels/qsa_decode_attn.hpp - plan v0.3 P3/P7: split-K decode attention over the selected cells.COMMENT
LOWinclude/strata/kernels/native_qsa.hpp1#pragma onceCOMMENT
LOWinclude/strata/kernels/ple.hpp1// include/strata/kernels/ple.hpp - P2.S4: the PLE block's GPU half (`build_ple`, qwen4exp.cpp L1206-1293).COMMENT
LOWinclude/strata/kernels/ple.hpp21//COMMENT
LOWinclude/strata/kernels/ple.hpp101/// `ple_layer_xcheck.cpp` L79-83 records the transposed reading failing ggml's own assert.COMMENT
LOWinclude/strata/kernels/q8_1_finite.hpp1// include/strata/kernels/q8_1_finite.hpp - #606: the q8_1 activation block's scale and sum, kept finite.COMMENT
LOWinclude/strata/kernels/native_gr_postops.hpp1#pragma onceCOMMENT
LOWinclude/strata/kernels/gr.hpp1// include/strata/kernels/gr.hpp - the gated residual (hyper-connection), P2.S2.COMMENT
LOWinclude/strata/kernels/gr.hpp21COMMENT
LOWinclude/strata/kernels/gr.hpp41bool gr_native_mmvf_enabled();COMMENT
LOWinclude/strata/kernels/gr.hpp81/// `build_hc_mix`. ONE token: `R` is (hc, n_embd) with n_embd fastest, i.e. stream c starts at c*n_embd.COMMENT
LOWinclude/strata/kernels/gr.hpp101/// **HISTORY, because this kernel was the engine's worst and the reason is instructive.** The first versionCOMMENT
LOWinclude/strata/kernels/qsa.hpp1// include/strata/kernels/qsa.hpp - the QSA (full-attention) layer's cache, indexer and attention, P2.S2.COMMENT
LOWinclude/strata/kernels/qsa.hpp21// The per-query form - a query at position i may only see blocks with `block_start + r - 1 <= i`, plus the tailCOMMENT
LOWinclude/strata/kernels/qsa.hpp41// indexer_key_append int64_t pos FIXED now takes `const int32_t* pos_dev`COMMENT
LOWinclude/strata/kernels/qsa.hpp61// it must be WRITTEN DOWN, because the alternatives index the same numbers and a mix-up is silent.COMMENT
LOWinclude/strata/kernels/qsa.hpp81// different attention input. The key is a pooled MEAN of four raw keys followed by a norm and a rotation, soCOMMENT
LOWinclude/strata/kernels/qsa.hpp121/// `rope.freq_base`, the DEFAULT frequency base. The artifact ships no `rope.scaling` keys, so theCOMMENT
LOWinclude/strata/kernels/qsa.hpp141/// per-token argument is frozen at its first-token value on replay - silently, because the graph still runs andCOMMENT
LOWinclude/strata/kernels/qsa.hpp161 kStepCount = 4,COMMENT
LOWinclude/strata/kernels/qsa.hpp181///COMMENT
1234 more matches not shown…
Hyper-Verbose Identifiers1006 hits · 1016 pts
SeverityFileLineSnippetContext
LOWsetup.py1243def recommend_remote_expert_opt(cfg: dict, off: bool = False) -> None:CODE
LOWsetup.py1991def amd_device_access_problem(dev="/dev", access=os.access, listing=glob.glob) -> str | None:CODE
LOW…0-09-community-rtx5090-9800x3d-swift-1m/test_replay.py136 def test_frozen_order_and_actual_output(self):CODE
LOW…0-09-community-rtx5090-9800x3d-swift-1m/test_replay.py156 def test_stream_failures_recorded(self):CODE
LOW⚡…0-09-community-rtx5090-9800x3d-swift-1m/test_replay.py169 def test_ineligible_counts_are_failures(self):CODE
LOW⚡…0-09-community-rtx5090-9800x3d-swift-1m/test_replay.py179 def test_sha_mismatch_never_sends(self):CODE
LOW⚡…0-09-community-rtx5090-9800x3d-swift-1m/test_replay.py187 def test_disk_phase_and_native_slot_actions(self):CODE
LOW…0-09-community-rtx5090-9800x3d-swift-1m/test_replay.py203 def test_unsafe_slot_basename_never_sends(self):CODE
LOW…0-09-community-rtx5090-9800x3d-swift-1m/test_replay.py209 def test_decode_preserves_sequence_and_cache_eligibility(self):CODE
LOW…0-09-community-rtx5090-9800x3d-swift-1m/test_replay.py223 def test_disk_wrong_needles_remain_actual(self):CODE
LOWtools/test_setup_strix_halo.py92 def test_matches_the_engines_header(self):CODE
LOWtools/test_setup_strix_halo.py119 def test_other_igpus_are_not_strix_halo(self):CODE
LOWtools/test_setup_strix_halo.py126 def test_windows_id_then_name(self):CODE
LOWtools/test_setup_strix_halo.py163 def test_marketing_name_by_cu_count(self):CODE
LOWtools/test_setup_strix_halo.py174 def test_name_from_sysfs_is_kept(self):CODE
LOWtools/test_setup_strix_halo.py185 def test_gtt_never_exceeds_the_ram(self):CODE
LOWtools/test_setup_strix_halo.py190 def test_no_gtt_file_means_half_the_ram(self):CODE
LOWtools/test_setup_strix_halo.py255 def test_strix_halo_with_a_discrete_card(self):CODE
LOWtools/test_setup_strix_halo.py270 def test_strix_halo_with_strix_point_is_impossible_but_not_confused(self):CODE
LOWtools/test_setup_strix_halo.py281 def test_two_strix_halo_ranked_by_index(self):CODE
LOWtools/test_setup_strix_halo.py326 def test_other_integrated_radeons(self):CODE
LOWtools/test_setup_strix_halo.py336 def test_hip_listing_of_strix_halo(self):CODE
LOWtools/test_setup_strix_halo.py438 def test_the_recommended_model_is_a_regular_choice_on_amd(self):CODE
LOWtools/test_setup_strix_halo.py443 def test_notes_are_recommendations(self):CODE
LOWtools/test_setup_strix_halo.py466 def test_apu_memory_is_not_double_counted(self):CODE
LOWtools/test_setup_strix_halo.py502 def test_other_chips_get_nothing(self):CODE
LOWtools/test_setup_strix_halo.py511 def test_setup_prints_notes_through_the_exact_helper(self):CODE
LOW⚡tools/test_check_isa_guard.py31 def test_kernel_in_an_anonymous_namespace_of_a_wide_file_is_fine(self):CODE
LOW⚡tools/test_check_isa_guard.py37 def test_listed_public_entry_point_is_fine(self):CODE
LOW⚡tools/test_check_isa_guard.py41 def test_the_probe_must_not_be_wide(self):CODE
LOW⚡tools/test_check_isa_guard.py47 def test_weak_symbol_is_a_violation_even_in_a_wide_file(self):CODE
LOW⚡tools/test_check_isa_guard.py52 def test_wide_code_in_another_object_is_a_violation(self):CODE
LOW⚡tools/test_check_isa_guard.py55 def test_msvc_vectorizer_guard_is_accepted(self):CODE
LOWtools/test_tokenizer_plain_spans.py43 def test_boundaries_overlaps_order_and_no_input_mutation(self):CODE
LOWtools/test_tokenizer_plain_spans.py61 def test_whole_protected_text_is_literal_bytes(self):CODE
LOWtools/test_tokenizer_plain_spans.py69 def test_randomized_spans_match_reference(self):CODE
LOWtools/test_tokenizer_plain_spans.py81 def test_one_shot_iterables_preserve_consumption_behavior(self):CODE
LOWtools/test_tokenizer_plain_spans.py89 def test_no_special_pattern_and_empty_text(self):CODE
LOWtools/test_setup_config.py46 def test_user_keys_survive_a_rerun(self):CODE
LOWtools/test_setup_config.py62 def test_a_first_install_is_unchanged(self):CODE
LOWtools/test_setup_config.py69 def test_setup_keys_are_rewritten(self):CODE
LOWtools/test_setup_config.py109 def test_an_unreadable_earlier_config_is_replaced_with_a_copy(self):CODE
LOWtools/test_setup_config.py117 def test_display_tip_and_typed_ahead_flush(self):CODE
LOWtools/test_setup_config.py132 def test_a_learned_expert_profile_is_carried(self):CODE
LOWtools/test_setup_config.py150 def test_a_missing_mmproj_is_not_carried(self):CODE
LOWtools/test_setup_config.py156 def test_a_copy_set_up_like_the_last_one_keeps_them_too(self):CODE
LOWtools/test_setup_config.py255 def test_kept_when_setup_runs_again(self):CODE
LOW⚡tools/test_setup_choices.py120 def test_an_unsloth_ud_file_is_not_taken_for_a_gsq_rco_size(self):CODE
LOW⚡tools/test_setup_choices.py127 def test_a_folder_without_the_choice_names_what_is_there(self):CODE
LOW⚡tools/test_setup_choices.py135 def test_usable_folders_are_left_alone(self):CODE
LOW⚡tools/test_setup_choices.py141 def test_the_size_of_another_family(self):CODE
LOW⚡tools/test_setup_choices.py427 def test_with_images_one_value(self):CODE
LOW⚡tools/test_setup_choices.py434 def test_a_negative_value_is_refused(self):CODE
LOW⚡tools/test_setup_choices.py440 def test_kept_from_an_earlier_install(self):CODE
LOW⚡tools/test_setup_choices.py572 def test_env_names_the_compilers(self):CODE
LOW⚡tools/test_setup_choices.py578 def test_cudahostcxx_defaults_to_cxx_and_needs_cuda(self):CODE
LOW⚡tools/test_setup_choices.py588 def test_the_defs_reach_cmake(self):CODE
LOWtools/test_setup_choices.py35 def test_a_card_the_encoder_has_no_code_for_gets_the_cpu_encoder(self):CODE
LOWtools/test_setup_choices.py40 def test_covered_cards_keep_the_gpu_encoder(self):CODE
LOWtools/test_setup_choices.py52 def test_other_choices_are_left_alone(self):CODE
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Empty Error Handlers137 hits · 638 pts
SeverityFileLineSnippetContext
HIGHsetup.py353except (ImportError, OSError, ValueError, AttributeError):CODE
HIGHsetup.py481except OSError:CODE
HIGHsetup.py4103except (OSError, ValueError, AttributeError):CODE
HIGHsetup.py725except OSError:CODE
HIGHsetup.py1426except (OSError, subprocess.SubprocessError):CODE
HIGHsetup.py2132except (OSError, ValueError):CODE
HIGHsetup.py2932except OSError:CODE
HIGHsetup.py3721except OSError:CODE
HIGHsetup.py3736except OSError:CODE
HIGHsetup.py3744except OSError:CODE
HIGHsetup.py3773except OSError:CODE
HIGHsetup.py3953except (OSError, ValueError):CODE
HIGHsetup.py4379except (OSError, IndexError):CODE
HIGHsetup.py2083except (OSError, ValueError):CODE
HIGHsetup.py2264except OSError:CODE
HIGHsetup.py3845except OSError:CODE
HIGHsetup.py5496except OSError:CODE
HIGHbench/bench_vs_llama.py58except psutil.Error:CODE
HIGHbench/bench_vs_llama.py110except Exception:CODE
HIGHbench/bench_vs_llama.py135except psutil.Error:CODE
HIGHbench/bench_vs_llama.py126except psutil.Error:CODE
HIGHbench/bench_vs_llama.py133except psutil.Error:CODE
HIGH…03-ashley-2080ti/IQ3_XXS-1x2080Ti/data/strata-bench.py201except Exception:CODE
HIGHbench/results/2026-10-03-rx6900xt-coder/benchmark.py150except OSError:CODE
HIGH…ch/results/2026-10-02-community-rtx-5090-iq3s/bench.py117except Exception:CODE
HIGH…esults/2026-10-03-community-r9700-windows/benchmark.py196except Exception:CODE
HIGH…esults/2026-10-03-community-r9700-windows/benchmark.py338except Exception:CODE
HIGH…unity-rtx4090-toolcall-hotfix/probe_restart_waiters.py111except Exception: # noqa: BLE001CODE
HIGH…unity-rtx4090-toolcall-hotfix/probe_restart_waiters.py74except Exception: # noqa: BLE001CODE
HIGHbench/results/2026-10-10-community-rx-9070/benchmark.py213except Exception:CODE
HIGHbench/results/2026-10-10-community-rx-9070/benchmark.py358except Exception:CODE
HIGH…esults/2026-10-04-community-rx-6800-windows/run_all.py46except (psutil.NoSuchProcess, psutil.AccessDenied):CODE
HIGH…0-09-community-rtx5090-9800x3d-swift-1m/test_replay.py99except (BrokenPipeError, ConnectionResetError):CODE
HIGH…026-10-09-community-rtx5090-9800x3d-swift-1m/replay.py101except OSError:CODE
HIGH…10-07-community-rtx5090-pro4000-helper/bench_ladder.py8except OSError:CODE
HIGH…9-community-gfx1151-ud-iq4xs-0.1.41/scripts/measure.py92except (OSError,ValueError):passCODE
HIGH…26-10-09-community-rtx-5080-4060ti-0.1.41/benchmark.py37except OSError:CODE
HIGH…/2026-10-05-community-rtx-5090-9700x-iq3s/benchmark.py75except (OSError, subprocess.SubprocessError):CODE
HIGH…26-10-01-community-2x-rtx-pro-4500/spec-sweep/sweep.py51except Exception: passCODE
HIGH…26-10-01-community-2x-rtx-pro-4500/spec-sweep/sweep.py31except OSError: passCODE
HIGHbench/results/2026-10-03-windows-groups/benchmark.py150except OSError:CODE
HIGHbench/results/2026-10-03-dev-5090/strata-bench.py201except Exception:CODE
HIGH…/2026-10-03-dev-5090/IQ3_S-1x5090/data/strata-bench.py200except Exception:CODE
HIGH…09-community-rtx-3060-0141/scripts/strata_bench_run.py52except psutil.NoSuchProcess:CODE
HIGH…09-community-rtx-3060-0141/scripts/strata_bench_run.py60except psutil.NoSuchProcess:CODE
HIGH…09-community-rtx-3060-0141/scripts/strata_bench_run.py975except psutil.NoSuchProcess:CODE
HIGH…09-community-rtx-3060-0141/scripts/strata_bench_run.py253except (OSError, ValueError):CODE
HIGH…09-community-rtx-3060-0141/scripts/strata_bench_run.py330except (OSError, ValueError):CODE
HIGH…09-community-rtx-3060-0141/scripts/strata_bench_run.py166except psutil.NoSuchProcess:CODE
HIGH…09-community-rtx-3060-0141/scripts/strata_bench_run.py972except psutil.NoSuchProcess:CODE
HIGH…09-community-rtx-3060-0141/scripts/strata_bench_run.py784except CaseError:CODE
HIGH…09-community-rtx-3060-0141/scripts/strata_bench_run.py164except psutil.NoSuchProcess:CODE
HIGH…sults/2026-10-02-community-rtx2080ti-11gb/summarize.py26except ValueError:CODE
HIGH…lts/2026-10-02-community-rtx2080ti-11gb/image_check.py38except OSError:CODE
HIGH…lts/2026-10-06-community-rtx4090-opt-ins/conc_bench.py68except Exception:CODE
HIGH…sults/2026-10-04-community-rtx-5090-9700x/benchmark.py62except (OSError, subprocess.SubprocessError):CODE
HIGH…2026-10-04-community-rtx-5090-9700x/long/bench_long.py218except (OSError, ValueError, urllib.error.URLError):CODE
HIGHbench/results/2026-10-01-ctx-ladder/run.py155except Exception:CODE
HIGHtools/mtp_fetch.py171except OSError:CODE
HIGHtools/mtp_fetch.py293except OSError:CODE
77 more matches not shown…
Deep Nesting289 hits · 250 pts
SeverityFileLineSnippetContext
LOWsetup.py466CODE
LOWsetup.py547CODE
LOWsetup.py667CODE
LOWsetup.py1449CODE
LOWsetup.py1798CODE
LOWsetup.py1901CODE
LOWsetup.py2400CODE
LOWsetup.py2448CODE
LOWsetup.py3079CODE
LOWsetup.py3726CODE
LOWsetup.py3777CODE
LOWsetup.py4276CODE
LOWsetup.py4763CODE
LOWsetup.py4789CODE
LOWsetup.py3785CODE
LOWchat.py35CODE
LOWbench/bench_vs_llama.py186CODE
LOWbench/bench_vs_llama.py117CODE
LOW…h/results/2026-10-06-community-rtx-5060ti/benchmark.py36CODE
LOW…h/results/2026-10-06-community-rtx-5060ti/benchmark.py70CODE
LOW…s/2026-10-04-windows-mapped-release/monitor_windows.py68CODE
LOW…results/2026-10-04-windows-mapped-release/benchmark.py118CODE
LOW…results/2026-10-04-windows-mapped-release/benchmark.py241CODE
LOW…03-ashley-2080ti/IQ3_XXS-1x2080Ti/data/strata-bench.py72CODE
LOW…03-ashley-2080ti/IQ3_XXS-1x2080Ti/data/strata-bench.py180CODE
LOW…nch/results/2026-10-09-rope-yarn-long-context/probe.py25CODE
LOW…nch/results/2026-10-09-rope-yarn-long-context/probe.py70CODE
LOW…6-community-2x-rtx-pro-4500-engine-0.1.40.1/parlast.py16CODE
LOW…lts/2026-10-06-community-4x-tesla-p100/strata_bench.py45CODE
LOWbench/results/2026-10-03-rx6900xt-coder/benchmark.py109CODE
LOWbench/results/2026-10-03-rx6900xt-coder/benchmark.py138CODE
LOW…ch/results/2026-10-03-rx6900xt-coder/check_followup.py38CODE
LOW…munity-rtx-5080-w7-2475x-ud-iq4xs-786k/thread_bench.py43CODE
LOW…nity-2x-rtx3080-20gb-ud-q4-k-xl-512k-pool/benchmark.py18CODE
LOW…nity-2x-rtx3080-20gb-ud-q4-k-xl-512k-pool/benchmark.py52CODE
LOW…ommunity-2x-rtx3080-20gb-ud-q4-k-xl-512k-pool/ab/ab.py31CODE
LOW…-08-community-r9700-linux/harness/bench_incremental.py16CODE
LOW…26-10-08-community-r9700-linux/harness/bench_engine.py67CODE
LOW…s/2026-10-07-community-rtx-5080-docker-wsl2/monitor.py14CODE
LOW…2026-10-07-community-rtx-5080-docker-wsl2/benchmark.py24CODE
LOW…2026-10-07-community-rtx-5080-docker-wsl2/benchmark.py58CODE
LOW…ch/results/2026-10-04-community-mi50/benchmark_mi50.py18CODE
LOW…ch/results/2026-10-04-community-mi50/benchmark_mi50.py63CODE
LOW…esults/2026-10-04-community-v100-16gb-ram/benchmark.py18CODE
LOW…esults/2026-10-04-community-v100-16gb-ram/benchmark.py52CODE
LOW…esults/2026-10-05-community-2x-rtx-4060ti/benchmark.py18CODE
LOW…esults/2026-10-05-community-2x-rtx-4060ti/benchmark.py52CODE
LOWbench/results/2026-09-27-esp/esp_serve.py76CODE
LOW…ults/2026-10-06-community-rtx-5090-laptop/benchmark.py65CODE
LOW…ults/2026-10-06-community-rtx-5090-laptop/benchmark.py102CODE
LOW…-02-community-rtx5090-1m-agent/bench_agent_workload.py55CODE
LOW…sults/2026-10-05-community-2x-p40/scripts/summarize.py9CODE
LOW…sults/2026-10-05-community-2x-p40/scripts/summarize.py43CODE
LOW…h/results/2026-10-05-community-2x-p40/scripts/bench.py36CODE
LOW…h/results/2026-10-05-community-2x-p40/scripts/bench.py327CODE
LOW…h/results/2026-10-05-community-2x-p40/scripts/bench.py435CODE
LOW…026-10-07-community-arc-b65-v01402/frozen-community.py32CODE
LOW…sults/2026-10-07-community-arc-b65-v01402/benchmark.py32CODE
LOW…2026-10-07-community-arc-b65-v01402/public-fixtures.py12CODE
LOW…esults/2026-10-03-community-r9700-windows/benchmark.py134CODE
229 more matches not shown…
Excessive Try-Catch Wrapping192 hits · 210 pts
SeverityFileLineSnippetContext
MEDIUMsetup.py386def out(cmd):CODE
MEDIUMsetup.py2712def driver_major(gpu):CODE
MEDIUMsetup.py3701def load_settings() -> dict:CODE
LOWsetup.py692 except Exception:CODE
LOWsetup.py747 except Exception:CODE
LOWsetup.py789 except Exception:CODE
LOWsetup.py830 except Exception:CODE
LOWsetup.py1776 except Exception:CODE
LOWsetup.py2393 except Exception: # noqa: BLE001 - a missing helper must not stop setupCODE
LOWsetup.py2784 except Exception:CODE
LOWsetup.py3160 except Exception as e: # a failed download must not stop the model from startingCODE
LOWsetup.py4161 except Exception as e: # never stops an install: the defaults stayCODE
LOWbench/bench_vs_llama.py43 except Exception:CODE
LOWbench/bench_vs_llama.py110 except Exception:CODE
LOWbench/bench_vs_llama.py217 except Exception as e:CODE
MEDIUMbench/bench_vs_llama.py38def vram_used_mib():CODE
LOW…results/2026-10-04-windows-mapped-release/benchmark.py146 except Exception as error:CODE
LOW…results/2026-10-04-windows-mapped-release/benchmark.py207 except Exception as error:CODE
LOW…results/2026-10-04-windows-mapped-release/benchmark.py215 except Exception as error:CODE
LOW…03-ashley-2080ti/IQ3_XXS-1x2080Ti/data/strata-bench.py201 except Exception:CODE
LOW…03-ashley-2080ti/IQ3_XXS-1x2080Ti/data/strata-bench.py217 except Exception as e: # noqa: BLE001 - record and continue with the next cellCODE
LOW…nch/results/2026-10-09-rope-yarn-long-context/probe.py80 except Exception as exc:sample['monitor_error']=str(exc)CODE
LOW…nch/results/2026-10-09-rope-yarn-long-context/probe.py96 except Exception as exc:CODE
LOW…6-community-2x-rtx-pro-4500-engine-0.1.40.1/parlast.py33 except Exception as e:CODE
LOW…lts/2026-10-06-community-4x-tesla-p100/strata_bench.py27 except Exception:CODE
LOW…s/2026-10-07-community-rtx-5080-docker-wsl2/monitor.py46 except Exception as error: # a sample may race a restart; keep goingCODE
LOW…ch/results/2026-10-02-community-rtx-5090-iq3s/bench.py117 except Exception:CODE
LOWbench/results/2026-10-04-community-mi50/monitor_mi50.py20 except Exception as error: # noqa: BLE001CODE
MEDIUMbench/results/2026-10-04-community-mi50/monitor_mi50.py14def gpu_mem():CODE
LOW…/results/2026-10-04-community-2x-rtx3060/retry-512k.py51except Exception as e:CODE
LOW…esults/2026-10-04-community-2x-rtx3060/bench-0.1.39.py82 except Exception:CODE
LOW…esults/2026-10-04-community-2x-rtx3060/bench-0.1.39.py166 except Exception:CODE
LOW…esults/2026-10-04-community-2x-rtx3060/bench-0.1.39.py187 except Exception:CODE
LOW…esults/2026-10-04-community-2x-rtx3060/bench-0.1.39.py215 except Exception as e:CODE
LOW…esults/2026-10-04-community-2x-rtx3060/bench-0.1.39.py230 except Exception as e:CODE
LOW…esults/2026-10-04-community-2x-rtx3060/bench-0.1.39.py245 except Exception as e:CODE
MEDIUM…esults/2026-10-04-community-2x-rtx3060/bench-0.1.39.py76def gpu_mem():CODE
MEDIUM…esults/2026-10-04-community-2x-rtx3060/bench-0.1.39.py184def sh(cmd):CODE
LOWbench/results/2026-10-04-community-2x-rtx3060/bench.py82 except Exception:CODE
LOWbench/results/2026-10-04-community-2x-rtx3060/bench.py166 except Exception:CODE
LOWbench/results/2026-10-04-community-2x-rtx3060/bench.py187 except Exception:CODE
LOWbench/results/2026-10-04-community-2x-rtx3060/bench.py215 except Exception as e:CODE
LOWbench/results/2026-10-04-community-2x-rtx3060/bench.py230 except Exception as e:CODE
LOWbench/results/2026-10-04-community-2x-rtx3060/bench.py245 except Exception as e:CODE
MEDIUMbench/results/2026-10-04-community-2x-rtx3060/bench.py76def gpu_mem():CODE
MEDIUMbench/results/2026-10-04-community-2x-rtx3060/bench.py184def sh(cmd):CODE
LOW…s/2026-10-06-community-rtx-5090-laptop/coding_check.py53 except Exception as e:CODE
LOW…esults/2026-10-06-community-rtx-5090-laptop/monitor.py7 except Exception as e:CODE
LOW…ults/2026-10-06-community-rtx-5090-laptop/benchmark.py42 except Exception:CODE
LOW…ults/2026-10-06-community-rtx-5090-laptop/benchmark.py139 except Exception as error: # recorded, excluded from the statisticsCODE
MEDIUM…ults/2026-10-06-community-rtx-5090-laptop/benchmark.py37def _gpu_mib(self):CODE
LOW…h/results/2026-10-05-community-2x-p40/scripts/bench.py83 except Exception:CODE
LOW…h/results/2026-10-05-community-2x-p40/scripts/bench.py258 except Exception as ex:CODE
LOW…h/results/2026-10-05-community-2x-p40/scripts/bench.py346 except Exception as ex:CODE
LOW…h/results/2026-10-05-community-2x-p40/scripts/bench.py467 except Exception as ex:CODE
LOW…esults/2026-10-03-community-r9700-windows/benchmark.py196 except Exception:CODE
LOW…esults/2026-10-03-community-r9700-windows/benchmark.py246 except Exception as exc: # noqa: BLE001CODE
LOW…esults/2026-10-03-community-r9700-windows/benchmark.py338 except Exception:CODE
LOW…unity-rtx4090-toolcall-hotfix/probe_restart_waiters.py74 except Exception: # noqa: BLE001CODE
LOW…unity-rtx4090-toolcall-hotfix/probe_restart_waiters.py76 except Exception as e: # noqa: BLE001CODE
132 more matches not shown…
Cross-Language Confusion36 hits · 195 pts
SeverityFileLineSnippetContext
HIGHbench/test_gfx906_qsa_query_swizzle_guard.py52 if (device < 0 || device >= 8) return 1;CODE
HIGHbench/test_gfx906_qsa_query_swizzle_guard.py70 require(mock.device_calls == 0 && mock.property_calls == 0, "inactive dispatch makes no HIP queries");CODE
HIGHbench/test_gfx906_qsa_query_swizzle_guard.py73 require(mock.device_calls == 2 && mock.property_calls == 1, "ordinal checked each time, properties cached");CODE
HIGHbench/test_gfx906_qsa_query_swizzle_guard.py90 require(mock.property_calls == properties && mock.clear_calls == clears + 1, "device error avoids property query");CODE
HIGHbench/test_gfx906_qsa_query_swizzle_guard.py103 require(mock.property_calls == properties + 2 && mock.clear_calls == clears + 2, "property errors remain retryable")CODE
HIGH…esults/2026-10-04-community-2x-rtx3060/bench-0.1.39.py197 "os": sh(["bash", "-c", ". /etc/os-release && echo $PRETTY_NAME"]),CODE
HIGHbench/results/2026-10-04-community-2x-rtx3060/bench.py197 "os": sh(["bash", "-c", ". /etc/os-release && echo $PRETTY_NAME"]),CODE
HIGH…s/2026-10-04-community-rx-6800-windows/strata_eval2.py109 "assert.ok(!deepEqual({a: 1}, {a: 1, b: undefined}));\nassert.ok(!deepEqual([1, 2], [1, 2, 3]));\n"CODE
HIGH…s/2026-10-04-community-rx-6800-windows/strata_eval2.py110 "assert.ok(!deepEqual(new Date(1), new Date(2)));\nassert.ok(deepEqual(null, null) && !deepEqual(null, {}));\n"CODE
HIGH…s/2026-10-10-community-rx-9060-xt/scripts/benchmark.py184 ("validation_logic", 'Accept only JSON numbers which are finite and nonnegative (zero is valid); reject null, stCODE
HIGH…10-10-community-rx-9060-xt/scripts/reproduce_direct.py10VALIDATION = 'Accept only JSON numbers which are finite and nonnegative (zero is valid); reject null, strings and negatiCODE
HIGHbench/results/2026-10-01-ctx-ladder/aggregate.py167 "docker rm -f strata && sleep 2",CODE
HIGH…0-04-community-rx7900xtx-hipblaslt-100500/ab-driver.py138 f"cd /home/zacch/projects/strata-amd && exec env {envstr} {EXE} {cmd}"]CODE
HIGHtools/test_strata_mcp.py296 self.assertRejected("strata_install", {"gpus": "0 && calc"}, "gpus=")STRING
HIGH⚡sycl/tools/fixups.py92 " for (uint32_t spin = 0; spin < strata::kSpinMax && strata::sys_load(flag) != want; ++spin) {}")CODE
HIGH⚡sycl/tools/fixups.py94 " for (uint32_t spin = 0; spin < strata::kSpinMax && strata::sys_load(flag) < value; ++spin) {}")CODE
HIGH⚡sycl/tools/fixups.py99 " for (uint32_t spin = 0; spin < strata::kSpinMax && strata::sys_load(flag) != want; ++spin) strataCODE
HIGH⚡sycl/tools/fixups.py101 " for (uint32_t spin = 0; spin < strata::kSpinMax && strata::sys_load(flag) < value; ++spin) strataCODE
HIGHsycl/tools/fixups.py304 " if (!(spin && spin[0] == '0'))\n cudaInitDevice(device, cudaDeviceScheduleSpin | cudaDeviceMapHost, 0);"CODE
HIGHserve/server.py3706 text = stops.push(ev.text or "")CODE
HIGHserve/server.py3847 piece = detok.push(t)CODE
HIGHserve/server.py3974 evs = cut(parser.feed(detok.push(t)))CODE
HIGHserve/server.py4004 evs = cut(parser.feed(detok.push(t)))CODE
HIGHserve/server.py5280 'or {"defaults": null} to clear them'}})CODE
HIGH⚡serve/test_server.py2786 """A body with no "defaults" key is a mistake, not the documented "clear them" ({"defaults": null})."""STRING
HIGH⚡serve/test_server.py4807 self.assertEqual(m.push("a <"), "a ") # "<" may start "</s>"STRING
HIGH⚡serve/test_server.py4808 self.assertEqual(m.push("b"), "<b") # it did notSTRING
HIGH⚡serve/test_server.py4809 self.assertEqual(m.push("c </"), "c ")STRING
HIGH⚡serve/test_server.py4810 self.assertEqual(m.push("s> d"), "")STRING
HIGH⚡serve/test_server.py4812 self.assertEqual(m.push("more"), "")STRING
HIGH⚡serve/test_detok.py67 old += a.push(t)CODE
HIGH⚡serve/test_detok.py68 new += b.push(t)CODE
HIGH⚡serve/test_detok.py91 d.push(t)CODE
HIGH⚡serve/test_detok.py94 d.push(t)CODE
HIGH⚡serve/test_detok.py97 d.push(t)CODE
HIGH⚡serve/test_detok.py100 d.push(t)CODE
Unused Imports158 hits · 150 pts
SeverityFileLineSnippetContext
LOWsetup.py39CODE
LOWchat.py10CODE
LOW…-09-community-p4-prefill-roofline/p4_prefill_runner.py1CODE
LOW…s/2026-10-04-windows-mapped-release/monitor_windows.py2CODE
LOW…results/2026-10-04-windows-mapped-release/benchmark.py8CODE
LOW…sults/2026-10-08-community-rtx4070-iq2-xs/reproduce.py8CODE
LOW…26-10-08-community-rtx4070-iq2-xs/make_local_prompt.py9CODE
LOW…6-community-2x-rtx-pro-4500-engine-0.1.40.1/parlast.py3CODE
LOW…mmunity-rtx-5080-w7-2475x-ud-iq4xs-786k/bench_sweep.py13CODE
LOW…-09-community-rtx-5080-w7-2475x-ud-iq4xs-786k/guard.py13CODE
LOW…munity-rtx-5080-w7-2475x-ud-iq4xs-786k/thread_bench.py17CODE
LOW…-02-community-rtx-5090-iq3s/conversation_cache_demo.py11CODE
LOW…ch/results/2026-10-02-community-rtx-5090-iq3s/bench.py12CODE
LOW…esults/2026-10-03-community-r9700-windows/benchmark.py24CODE
LOW…esults/2026-10-03-community-r9700-windows/benchmark.py28CODE
LOWbench/results/2026-10-10-community-rx-9070/benchmark.py24CODE
LOWbench/results/2026-10-10-community-rx-9070/benchmark.py28CODE
LOW…-10-08-community-2x-titan-rtx-0.1.40.3/needle_bench.py14CODE
LOW…nch/results/2026-10-04-community-rx-6800-windows/ab.py7CODE
LOW…ts/2026-10-04-community-rx-6800-windows/strata_eval.py6CODE
LOW…esults/2026-10-04-community-rx-6800-windows/run_all.py6CODE
LOW…ch/results/2026-10-04-community-rx-6800-windows/par.py6CODE
LOW…s/2026-10-04-community-rx-6800-windows/strata_eval2.py3CODE
LOW…10-07-community-rtx5090-pro4000-helper/bench_ladder.py1CODE
LOW…10-07-community-rtx5090-pro4000-helper/bench_ladder.py1CODE
LOW…9-community-gfx1151-ud-iq4xs-0.1.41/scripts/measure.py7CODE
LOWbench/results/2026-10-05-community-arc-b65/summarize.py5CODE
LOW…ts/2026-10-05-community-arc-b65/benchy-v1/benchmark.py3CODE
LOW…unity-rtx-3060-0141/scripts/strata_bench_soak_retry.py3CODE
LOW…rtx-3060-0141/scripts/strata_bench_iq3_extra_recall.py2CODE
LOW…rtx-3060-0141/scripts/strata_bench_iq3_extra_recall.py3CODE
LOW…lts/2026-10-02-community-rtx2080ti-11gb/run_needles.py10CODE
LOW…/results/2026-10-02-community-rtx2080ti-11gb/common.py6CODE
LOW…lts/2026-10-02-community-rtx2080ti-11gb/image_check.py13CODE
LOW…ts/2026-10-02-community-rtx2080ti-11gb/bench_server.py19CODE
LOW…/2026-10-07-community-v100-p100-helper/bench_report.py9CODE
LOW…ults/2026-10-09-community-2x-rx-6900xt-0.1.41/table.py1CODE
LOW…lts/2026-10-06-community-rtx4090-opt-ins/conc_bench.py28CODE
LOW…results/2026-10-06-community-rx-6800m/strata-recall.py6CODE
LOW…/results/2026-10-06-community-rx-6800m/strata-bench.py21CODE
LOW…/results/2026-10-06-community-rx-6800m/strata-bench.py25CODE
LOWbench/results/2026-10-01-ctx-ladder/aggregate.py27CODE
LOWbench/results/2026-10-01-ctx-ladder/run.py19CODE
LOWbench/results/2026-10-01-ctx-ladder/run.py25CODE
LOWbench/results/2026-10-01-ctx-ladder/run.py27CODE
LOWref/load.py18CODE
LOWtools/test_setup_strix_halo.py15CODE
LOWtools/test_check_isa_guard.py5CODE
LOWtools/test_setup_config.py6CODE
LOWtools/gguf_writer.py21CODE
LOWtools/needle_bench.py14CODE
LOWtools/batch_interleave_test.py23CODE
LOWtools/test_setup_choices.py7CODE
LOWtools/bench_eviction.py40CODE
LOWtools/canonical_xcheck.py22CODE
LOWtools/canonical_xcheck.py29CODE
LOWtools/canonical_xcheck.py42CODE
LOWtools/mtp_rt.py14CODE
LOWtools/test_setup_pins.py7CODE
LOWtools/test_setup_lowram.py7CODE
98 more matches not shown…
Cross-File Repetition29 hits · 145 pts
SeverityFileLineSnippetContext
HIGH…10-02-community-2x-rtx-pro-4500-engine-0.1.36/bench.py0community benchmark: laufender server (port 8080), 3 laeufe je laenge, 256 token, greedy, prompt ohne cache (nonce vorn)STRING
HIGH…-06-community-2x-rtx-pro-4500-engine-0.1.40.1/bench.py0community benchmark: laufender server (port 8080), 3 laeufe je laenge, 256 token, greedy, prompt ohne cache (nonce vorn)STRING
HIGH…/results/2026-10-01-community-2x-rtx-pro-4500/bench.py0community benchmark: laufender server (port 8080), 3 laeufe je laenge, 256 token, greedy, prompt ohne cache (nonce vorn)STRING
HIGH…nch/results/2026-10-06-community-rtx-5060ti/monitor.py0sample system ram, swap and gpu memory once per second during the trial.STRING
HIGH…/results/2026-10-05-community-2x-rtx-4060ti/monitor.py0sample system ram, swap and gpu memory once per second during the trial.STRING
HIGHbench/results/2026-09-30-community-rtx-5090/monitor.py0sample system ram, swap and gpu memory once per second during the trial.STRING
HIGH…h/results/2026-10-06-community-rtx-5060ti/benchmark.py0serial, fresh-prompt strata benchmark. run inside its prepared environment.STRING
HIGH…nity-2x-rtx3080-20gb-ud-q4-k-xl-512k-pool/benchmark.py0serial, fresh-prompt strata benchmark. run inside its prepared environment.STRING
HIGH…esults/2026-10-04-community-v100-16gb-ram/benchmark.py0serial, fresh-prompt strata benchmark. run inside its prepared environment.STRING
HIGH…esults/2026-10-05-community-2x-rtx-4060ti/benchmark.py0serial, fresh-prompt strata benchmark. run inside its prepared environment.STRING
HIGH…26-10-09-community-rtx-5060-ti-e5-2680-v4/benchmark.py0serial, fresh-prompt strata benchmark. run inside its prepared environment.STRING
HIGH…results/2026-10-05-community-2x-rx-6900xt/benchmark.py0serial, fresh-prompt strata benchmark. run inside its prepared environment.STRING
HIGH…h/results/2026-10-05-community-rx-6700-xt/benchmark.py0serial, fresh-prompt strata benchmark. run inside its prepared environment.STRING
HIGHbench/results/2026-10-06-community-2x-p100/benchmark.py0serial, fresh-prompt strata benchmark. run inside its prepared environment.STRING
HIGHbench/results/2026-10-03-community-2x-mi50/benchmark.py0serial, fresh-prompt strata benchmark. run inside its prepared environment.STRING
HIGH…nch/results/2026-09-30-community-rtx-5090/benchmark.py0serial, fresh-prompt strata benchmark. run inside its prepared environment.STRING
HIGH…s/2026-10-04-community-v100-rtx4070-split/benchmark.py0serial, fresh-prompt strata benchmark. run inside its prepared environment.STRING
HIGH…/2026-10-09-community-2x-rx-6900xt-0.1.41/benchmark.py0serial, fresh-prompt strata benchmark. run inside its prepared environment.STRING
HIGH…03-ashley-2080ti/IQ3_XXS-1x2080Ti/data/strata-bench.py0strata benchmark harness (contribution plan, pr 1 step 1.2). follows the upstream method (bench/results/2026-09-28-speedSTRING
HIGH…lts/2026-09-29-rtx3090-epyc-milan/data/strata-bench.py0strata benchmark harness (contribution plan, pr 1 step 1.2). follows the upstream method (bench/results/2026-09-28-speedSTRING
HIGHbench/results/2026-10-03-dev-5090/strata-bench.py0strata benchmark harness (contribution plan, pr 1 step 1.2). follows the upstream method (bench/results/2026-09-28-speedSTRING
HIGH…/2026-10-03-dev-5090/IQ3_S-1x5090/data/strata-bench.py0strata benchmark harness (contribution plan, pr 1 step 1.2). follows the upstream method (bench/results/2026-09-28-speedSTRING
HIGH…03-ashley-2080ti/IQ3_XXS-1x2080Ti/data/strata-bench.py0best effort: the last 'prompt ... tok/s ... generated ... tok/s' line -> (prompt, decode).STRING
HIGH…lts/2026-09-29-rtx3090-epyc-milan/data/strata-bench.py0best effort: the last 'prompt ... tok/s ... generated ... tok/s' line -> (prompt, decode).STRING
HIGHbench/results/2026-10-03-dev-5090/strata-bench.py0best effort: the last 'prompt ... tok/s ... generated ... tok/s' line -> (prompt, decode).STRING
HIGH…/2026-10-03-dev-5090/IQ3_S-1x5090/data/strata-bench.py0best effort: the last 'prompt ... tok/s ... generated ... tok/s' line -> (prompt, decode).STRING
HIGH…026-10-07-community-arc-b65-v01402/frozen-community.py0three fresh native runs; only numeric timing and hash receipts persist. use under an independent gpu/resource guard, witSTRING
HIGH…sults/2026-10-07-community-arc-b65-v01402/benchmark.py0three fresh native runs; only numeric timing and hash receipts persist. use under an independent gpu/resource guard, witSTRING
HIGHbench/results/2026-10-05-community-arc-b65/benchmark.py0three fresh native runs; only numeric timing and hash receipts persist. use under an independent gpu/resource guard, witSTRING
Self-Referential Comments44 hits · 88 pts
SeverityFileLineSnippetContext
MEDIUM…nch/results/2026-09-29-layer-split/data/pp-ks-k20.json54 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…/results/2026-09-29-layer-split/data/pp-v-x2-auto.json68 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…h/results/2026-09-29-layer-split/data/pp-x2r-auto.json58 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…-layer-split/data/norepeat-nr-x2-auto-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[CODE
MEDIUM…nch/results/2026-09-29-layer-split/data/pp-x2-k16.json58 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…ayer-split/data/norepeat-nr-v-x2-auto-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[CODE
MEDIUM…h/results/2026-09-29-layer-split/data/pp-x2t-auto.json64 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…-29-layer-split/data/norepeat-reg-rel-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[CODE
MEDIUM…nch/results/2026-09-29-layer-split/data/pp-ks-k21.json54 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…/results/2026-09-29-layer-split/data/pp-v-x3-auto.json54 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…nch/results/2026-09-29-layer-split/data/pp-ks-k26.json54 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…nch/results/2026-09-29-layer-split/data/pp-ks-k30.json54 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…results/2026-09-29-layer-split/data/pp-v-x2r-auto.json54 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…h/results/2026-09-29-layer-split/data/pp-dev-5080.json55 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…-layer-split/data/norepeat-nr-x3-auto-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv(file_path: str) -> List[Dict[strCODE
MEDIUM…ults/2026-09-29-layer-split/data/pp-x2-auto-c1024.json60 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv(file_path: str) -> List[Dict[stCODE
MEDIUM…nch/results/2026-09-29-layer-split/data/pp-ks-k32.json54 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…/results/2026-09-29-layer-split/data/pp-ks-single.json51 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…nch/results/2026-09-29-layer-split/data/pp-ks-k24.json54 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…-29-layer-split/data/norepeat-reg-dev-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[CODE
MEDIUM…ayer-split/data/norepeat-nr-v-x3-auto-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[CODE
MEDIUM…ch/results/2026-09-29-layer-split/data/pp-x2-auto.json58 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…nch/results/2026-09-29-layer-split/data/pp-ks-k18.json54 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…nch/results/2026-09-29-layer-split/data/pp-x2-k22.json58 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…nch/results/2026-09-29-layer-split/data/pp-ks-k22.json54 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…-layer-split/data/norepeat-reg-same24-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[CODE
MEDIUM…h/results/2026-09-29-layer-split/data/pp-t75-5080.json47 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…nch/results/2026-09-29-layer-split/data/pp-ks-k23.json54 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…h/results/2026-09-29-layer-split/data/pp-rel-5080.json55 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…nch/results/2026-09-29-layer-split/data/pp-ks-k19.json54 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…ch/results/2026-09-29-layer-split/data/pp-x3-auto.json64 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv(file_path: str) -> List[Dict[stCODE
MEDIUM…026-09-29-layer-split-limits/data/pp-lim-cv-pp-x2.json59 "text": "```python\nimport csv\nfrom typing import List, Dict\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[DictCODE
MEDIUM…-split-limits/data/norepeat-lim-kv-x2-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[CODE
MEDIUM…er-split-limits/data/norepeat-lim-hp0-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[CODE
MEDIUM…it-limits/data/norepeat-lim-cv-single-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[Dict[CODE
MEDIUM…09-29-layer-split-limits/data/pp-lim-kv-pp-single.json59 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…it-limits/data/norepeat-lim-kv-single-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[CODE
MEDIUM…er-split-limits/data/norepeat-lim-hp1-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[CODE
MEDIUM…it-limits/data/norepeat-lim-cv-same24-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[Dict[CODE
MEDIUM…-split-limits/data/norepeat-lim-cv-x2-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[Dict[CODE
MEDIUM…plit-limits/data/norepeat-lim-nocv-x2-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[CODE
MEDIUM…it-limits/data/norepeat-lim-kv-same24-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[CODE
MEDIUM…026-09-29-layer-split-limits/data/pp-lim-kv-pp-x2.json61 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> ListCODE
MEDIUM…er-split-limits/data/norepeat-lim-reg-coder-iq1_m.json18 "text": "```python\nimport csv\nfrom typing import List, Dict, Any\n\n\ndef parse_csv_to_dicts(filepath: str) -> List[CODE
AI Slop Vocabulary19 hits · 45 pts
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MEDIUMbench/results/2026-10-03-rx6900xt-coder/benchmark.py135 # Reset this harness's output for a new invocation; server/model state stays intact.COMMENT
MEDIUM…mmunity-2x-rtx3080-20gb-ud-q4-k-xl-512k-pool/run-ab.sh2# Our own A/A decode script (ab/ab.py, not the community harness), run right after run-harness.sh on the same runningCOMMENT
MEDIUM…ty-2x-rtx3080-20gb-ud-q4-k-xl-512k-pool/run-harness.sh4# in_flight 0 and the last request had finished 32 minutes before the first harness request.COMMENT
MEDIUM…2026-10-06-community-2x-rx-7900-gre/scripts/run-arm.sh2# One arm of the A/B harness (scripts/ab-run.sh, the report's own copy of theCOMMENT
MEDIUM…2026-10-06-community-2x-rx-7900-gre/scripts/run-arm.sh3# harness), with everything it produced archived into the report's data/COMMENT
MEDIUMbench/results/2026-09-29-rtx3090-epyc-milan/matrix.json906 "answer_head": "I'll analyze the last file in the repository listing and propose an improvement.\n\n## What `docs/DETACODE
MEDIUMbench/results/2026-09-29-rtx3090-epyc-milan/matrix.json929 "answer_head": "The last file in the provided list is `docs/DETAILS.md`.\n\n### What it does\nThis file serves as the CODE
MEDIUMbench/results/2026-09-29-rtx3090-epyc-milan/matrix.json952 "answer_head": "The last file in the provided list is `docs/DETAILS.md`.\n\n### What it does\nThis file serves as the CODE
MEDIUMbench/results/2026-09-29-rtx3090-epyc-milan/matrix.json1145 "answer_head": "The last file in the repository listing is `docs/DETAILS.md`.\n\n### What `docs/DETAILS.md` does\n\nItCODE
MEDIUMbench/results/2026-09-29-rtx3090-epyc-milan/matrix.json1191 "answer_head": "An analysis of the last file (`docs/DETAILS.md`) and a proposed improvement follows.\n\n### What the fCODE
MEDIUM…ta/native-v0.1.26-IQ3_XXS-2x3090-auto/speed-32k-3.json22 "answer_head": "An analysis of the last file (`docs/DETAILS.md`) and a proposed improvement follows.\n\n### What the fiCODE
MEDIUM…ta/native-v0.1.26-IQ3_XXS-2x3090-auto/speed-32k-1.json22 "answer_head": "The last file in the repository listing is `docs/DETAILS.md`.\n\n### What `docs/DETAILS.md` does\n\nIt CODE
MEDIUM…an/data/native-v0.1.26-IQ3_XXS-1x3090/speed-32k-2.json22 "answer_head": "The last file in the provided list is `docs/DETAILS.md`.\n\n### What it does\nThis file serves as the *CODE
MEDIUM…an/data/native-v0.1.26-IQ3_XXS-1x3090/speed-32k-3.json22 "answer_head": "The last file in the provided list is `docs/DETAILS.md`.\n\n### What it does\nThis file serves as the cCODE
MEDIUM…an/data/native-v0.1.26-IQ3_XXS-1x3090/speed-32k-1.json22 "answer_head": "I'll analyze the last file in the repository listing and propose an improvement.\n\n## What `docs/DETAICODE
MEDIUMbench/results/2026-10-03-windows-groups/benchmark.py135 # Reset this harness's output for a new invocation; server/model state stays intact.COMMENT
MEDIUM…mmunity-v100-rtx4070-split/auto-v100first/results.json273 "text": "Based on the provided Python module, here is a detailed technical review and explanation.\n\n### Overview oCODE
MEDIUMtools/test_setup_page_file.py24PAGE_FILE_GB, PAGE_FILE_SETTING = setup.page_file_gb, setup.page_file_setting # the golden harness mocks the firstCODE
MEDIUMsycl/tools/fixups.py280# 13. sycl::free takes void*; the parity harness frees const device pointers.COMMENT
Modern AI Meta-Vocabulary3 hits · 8 pts
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MEDIUMsetup.py280 # ISTA-DASLab's expert-pruned release: half of each layer's experts removed, chosen for code, agentic tool use andCOMMENT
MEDIUMbench/results/2026-10-02-community-2x5060ti/README.md118## Part 2: One agentic coding task (n=1)COMMENT
MEDIUMdocs/AMD_HIP_PERFORMANCE.md139backend, bit-exact (C-2, C-4). #108's optional GDN parallel/split path is not included. Existing upstream MMQ orchestratCODE
Slop Phrases4 hits · 8 pts
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MEDIUM…/2026-10-03-ashley-2080ti/IQ3_XXS-1x2080Ti/matrix.json160 "answer_head": "I cannot provide a unified diff for `build-vision/CMakeCache.txt` because **this file is an auto-generCODE
MEDIUM…3-ashley-2080ti/IQ3_XXS-1x2080Ti/data/speed-32k-1.json22 "answer_head": "I cannot provide a unified diff for `build-vision/CMakeCache.txt` because **this file is an auto-generaCODE
MEDIUM…h/results/2026-10-03-dev-5090/IQ3_S-1x5090/matrix.json215 "answer_head": "I cannot provide a unified diff for `build-vision/CMakeCache.txt` because **this file is a generated aCODE
MEDIUM…2026-10-03-dev-5090/IQ3_S-1x5090/data/speed-32k-3.json23 "answer_head": "I cannot provide a unified diff for `build-vision/CMakeCache.txt` because **this file is a generated arCODE
Verbosity Indicators2 hits · 3 pts
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LOWsycl/src/prefill/prefill.cpp105// Step 3: from this chunk size on, every non-resident expert of every layer streams in a fixed order through aCOMMENT
LOWsrc/prefill/prefill.cpp116// Step 3: from this chunk size on, every non-resident expert of every layer streams in a fixed order through aCOMMENT
Structural Annotation Overuse2 hits · 3 pts
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LOWsycl/src/prefill/prefill.cpp105// Step 3: from this chunk size on, every non-resident expert of every layer streams in a fixed order through aCOMMENT
LOWsrc/prefill/prefill.cpp116// Step 3: from this chunk size on, every non-resident expert of every layer streams in a fixed order through aCOMMENT
AI Structural Patterns3 hits · 2 pts
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LOWtools/strata_mcp.py1156CODE
LOWtools/replay_cache_policy.py53CODE
LOWtools/test_setup_unsloth.py144CODE
Example Usage Blocks1 hit · 2 pts
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LOWsycl/include/dpct/util.hpp1137/// Example usage:COMMENT
Fake / Example Data1 hit · 2 pts
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LOW⚡serve/test_replicas.py226 first = "begin " + "lorem ipsum " * 40CODE
Modern Structural Boilerplate2 hits · 1 pts
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LOWsetup.py3079def update_installed_engine(url_base, toolkit=None) -> None:CODE
LOWserve/server.py2936 def set_aliases(self, aliases) -> None:CODE