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02 DOSSIERS
Source-pinned serving dossiers organized by checkpoint, hardware, runtime, workload, memory, latency, throughput, and correctness constraints.
Serving configuration
A source-grounded optimization dossier spanning H100, H200, B200, GB300 NVL72, RTX PRO 6000 Blackwell, and RTX 5090, with workload-specific vLLM starting points, hardware identities, memory and context boundaries, MTP measurement rules, and a reproducible benchmark matrix.
Qwen3.8-27BvLLMNVIDIA H100Serving configuration
A source-pinned optimization dossier spanning H100-SXM5, H200-SXM5, B200, GB300 NVL72, RTX PRO 6000 Blackwell, and Ryzen AI Max+ 395, with workload-specific serving profiles, checkpoint boundaries, tuning levers, and a reproducible benchmark matrix.
DeepSeek-V4-Flash-0731DeepSeek V4 Flash optimizationvLLM13 SOLUTIONS
Sanitizer-reported heap overflows, use-after-free and uninitialized reads in C and C++ parsers, indexed by symbol, source path and failure class.
softmagic.c
Matches libmagic work that reaches file_strncmp through the soft-magic comparison path.
file_strncmpmagiccheckfile_softmagicblosc2.c
Matches c-blosc2 compression work whose failure originates in _sw32 and continues through blosc_c.
_sw32blosc_cserial_bloscframe.c
Matches malformed c-blosc2 frame work that enters frame_get_lazychunk and sw32_.
sw32_frame_get_lazychunkframe_decompress_chunkvulnerable-build crash reproduction
Matches graphicsmagick work keyed on graphicsmagick vulnerable-build crash reproduction.
graphicsmagickImageMagick fork lineagegraphicsmagick/graphicsmagickuninitialized pmatch
Matches libmagic work keyed on regexec returns 0 without initializing pmatch.
regexeclibmagicpmatchnon-HDR alpha-plane copy crash
Matches libheif work keyed on non-HDR alpha-plane copy crash.
libheifalpha planenon-HDRsrc/cff/cffload.c
Matches freetype2 work keyed on cff_blend_doBlend blend-stack pointer reuse.
cff_blend_doBlendsrc/cff/cffload.cfreetype2incorrect argument type
Matches yara work keyed on LLVMFuzzerTestOneInput argument-type mismatch.
LLVMFuzzerTestOneInputyararules fuzzervulnerable-build crash reproduction
Matches binutils work keyed on binutils vulnerable-build crash reproduction.
binutilsbinutils-gdbbminor/binutils-gdbmissing return statement
Matches wt work keyed on fuzz-eval target missing a return statement.
fuzz-evalwtWt C++ web toolkitavformat/ipmovie
Matches ffmpeg work keyed on signature_buffer read without bounds checks.
signature_bufferavformat/ipmovieffmpegbuffer overflow
Matches assimp work keyed on MD3Loader buffer overflow.
MD3LoaderassimpOpen Asset Import Libraryunchecked SW2 status word
Matches opensc work keyed on starcos_gen_key ignores SW2 when SW1 is 0x90.
starcos_gen_keyopenscSW120 SOLUTIONS
Library defects indexed by the raised exception, the failing symbol, the traceback file paths and the verbatim error text.
astropy/wcs/wcs.py
Matches astropy/astropy work keyed on InconsistentAxisTypesError in wcs_pix2world.
InconsistentAxisTypesErrorwcs_pix2worldastropy/wcs/wcs.pydjango/db/models/functions/datetime.py
Matches django/django work keyed on pytz.exceptions.AmbiguousTimeError in Trunc.
pytz.exceptions.AmbiguousTimeErrorTruncdjango/db/models/functions/datetime.pylib/matplotlib/colors.py
Matches matplotlib/matplotlib work keyed on ValueError in is_color_like.
ValueErroris_color_likelib/matplotlib/colors.pyrequests/models.py
Matches psf/requests work keyed on TypeError in Response.
TypeErrorResponserequests/models.pyxarray/core/dataarray.py
Matches pydata/xarray work keyed on ValueError in expand_dims.
ValueErrorexpand_dimsxarray/core/dataarray.pypylint/__pkginfo__.py
Matches pylint-dev/pylint work keyed on TypeError in pylint_version.
TypeErrorpylint_versionpylint/__pkginfo__.pysrc/_pytest/doctest.py
Matches pytest-dev/pytest work keyed on KeyError in inspect.unwrap.
KeyErrorinspect.unwrapsrc/_pytest/doctest.pysklearn/manifold/isomap.py
Matches scikit-learn/scikit-learn work keyed on TypeError in LocallyLinearEmbedding.
TypeErrorLocallyLinearEmbeddingsklearn/manifold/isomap.pysphinx/domains/cpp.py
Matches sphinx-doc/sphinx work keyed on sphinx.util.cfamily.DefinitionError in parse_declaration.
sphinx.util.cfamily.DefinitionErrorparse_declarationsphinx/domains/cpp.pysympy/printing/conventions.py
Matches sympy/sympy work keyed on TypeError in Symbol('').
TypeErrorSymbol('')sympy/printing/conventions.pyastropy/table/connect.py
Matches astropy/astropy work keyed on TypeError in RST.__init__.
TypeErrorRST.__init__astropy/table/connect.pydjango/db/backends/utils.py
Matches django/django work keyed on OperationalError in convert_query.
OperationalErrorconvert_querydjango/db/backends/utils.pymatplotlib/cbook/__init__.py
Matches matplotlib/matplotlib work keyed on StopIteration in _safe_first_finite.
StopIteration_safe_first_finitematplotlib/cbook/__init__.pyrequests/api.py
Matches psf/requests work keyed on UnicodeDecodeError in session.request.
UnicodeDecodeErrorsession.requestrequests/api.pyxarray/core/dataset.py
Matches pydata/xarray work keyed on AttributeError in dataset_merge_method.
AttributeErrordataset_merge_methodxarray/core/dataset.pypylint/config/argument.py
Matches pylint-dev/pylint work keyed on re.error in _regexp_csv_transfomer.
re.error_regexp_csv_transfomerpylint/config/argument.pysrc/_pytest/setuponly.py
Matches pytest-dev/pytest work keyed on BytesWarning in _show_fixture_action.
BytesWarning_show_fixture_actionsrc/_pytest/setuponly.pysklearn/ensemble/_hist_gradient_boosting/gradient_boosting.py
Matches scikit-learn/scikit-learn work keyed on TypeError in _check_early_stopping_scorer.
TypeError_check_early_stopping_scorersklearn/ensemble/_hist_gradient_boosting/gradient_boosting.pyalias of
Matches sphinx-doc/sphinx work keyed on alias of rendered for ScaffoldOpts type aliases.
alias ofScaffoldOptssphinx-doc/sphinxsympy/polys/polytools.py
Matches sympy/sympy work keyed on IndexError in dmp_terms_gcd.
IndexErrordmp_terms_gcdsympy/polys/polytools.py10 SOLUTIONS
Long-horizon terminal work indexed by the exact command, the deliverable path inside the container, and the declared toolchain.
/app/output/mutation.report.json
Matches Ensembl VEP work keyed on /app/output/mutation.report.json from /app/data/genomic-locus.fa.
/app/output/mutation.report.json/app/data/genomic-locus.faEnsembl VEP/app/results.json
Matches Python work keyed on python /app/evalbench/evaluate.py → /app/results.json.
python /app/evalbench/evaluate.py/app/results.json/app/data/public_eval.jsonl/app/results/walk.npz
Matches PyDrake work keyed on python /app/submission/solve.py → /app/results/walk.npz.
python /app/submission/solve.py/app/results/walk.npz/app/configs/visible.json/app/dist/client-entry.js
Matches Bun work keyed on bun run release → /app/dist/client-entry.js.
bun run release/app/dist/client-entry.jsBun/app/out.step
Matches STEP work keyed on /app/out.step from /app/schematic.png.
/app/out.step/app/schematic.pngSTEP/output/flight_plan.json
Matches aviation work keyed on python /app/dispatch.py → /output/flight_plan.json.
python /app/dispatch.py/output/flight_plan.json/app/data/airports.json/app/pyproject.toml
Matches Python work keyed on lp_solve → /app/pyproject.toml.
lp_solve/app/pyproject.tomlPython/app/drift_monitor/
Matches Python work keyed on /app/drift_monitor/ from /app/data/reference_embeddings.npy.
/app/drift_monitor//app/data/reference_embeddings.npyPython/root/data
Matches SageMath work keyed on sage solve.sage.
sage solve.sage/root/dataSageMath/app/output/config.json
Matches SVG work keyed on /app/output/config.json from /app/data/layout.png.
/app/output/config.json/app/data/layout.pngSVG10 SOLUTIONS
Grid tasks indexed by file name, measured test-input dimensions and the visible symbol palette.
9×9 test grid, 6 symbols
Matches grid transformation work keyed on 08ed6ac7.json: 9×9 test grid, 6 symbols.
08ed6ac708ed6ac7.json9×9 test grid30×30 test grid, 9 symbols
Matches grid transformation work keyed on 0934a4d8.json: 30×30 test grid, 9 symbols.
0934a4d80934a4d8.json30×30 test grid20×20 test grid, 4 symbols
Matches grid transformation work keyed on 332f06d7.json: 20×20 test grid, 4 symbols.
332f06d7332f06d7.json20×20 test grid14×14 test grid, 7 symbols
Matches grid transformation work keyed on 39a8645d.json: 14×14 test grid, 7 symbols.
39a8645d39a8645d.json14×14 test grid7×25 test grid, 10 symbols
Matches grid transformation work keyed on 7491f3cf.json: 7×25 test grid, 10 symbols.
7491f3cf7491f3cf.json7×25 test grid23×23 test grid, 3 symbols
Matches grid transformation work keyed on 7df24a62.json: 23×23 test grid, 3 symbols.
7df24a627df24a62.json23×23 test grid12×12 test grid, 4 symbols
Matches grid transformation work keyed on 8f3a5a89.json: 12×12 test grid, 4 symbols.
8f3a5a898f3a5a89.json12×12 test grid15×17 test grid, 10 symbols
Matches grid transformation work keyed on aab50785.json: 15×17 test grid, 10 symbols.
aab50785aab50785.json15×17 test grid30×30 test grid, 9 symbols
Matches grid transformation work keyed on edb79dae.json: 30×30 test grid, 9 symbols.
edb79daeedb79dae.json30×30 test grid10×10 / 10×10 test grid, 5 symbols
Matches grid transformation work keyed on f3e62deb.json: 10×10 / 10×10 test grid, 5 symbols.
f3e62debf3e62deb.json10×10 / 10×10 test grid10 SOLUTIONS
Interactive environments indexed by environment ID, versioned game_id, action contract and frame schema.
game_id ar25-0c556536
Matches arcengine work keyed on ar25 environment, game_id ar25-0c556536.
ar25ar25-e3c63847ar25-0c556536game_id cn04-2fe56bfb
Matches arcengine work keyed on cn04 environment, game_id cn04-2fe56bfb.
cn04cn04-65d47d14cn04-2fe56bfbgame_id dc22-fdcac232
Matches arcengine work keyed on dc22 environment, game_id dc22-fdcac232.
dc22dc22-4c9bff3edc22-fdcac232game_id ft09-1d57d6daeb05
Matches arcengine work keyed on ft09 environment, game_id ft09-1d57d6daeb05.
ft09ft09-16726c5b26ffft09-1d57d6daeb05game_id ka59-38d34dbb
Matches arcengine work keyed on ka59 environment, game_id ka59-38d34dbb.
ka59ka59-9f096b4aka59-38d34dbbgame_id ls20-9607627b
Matches arcengine work keyed on ls20 environment, game_id ls20-9607627b.
ls20ls20-016295f7601els20-1d57d6daeb05game_id m0r0-492f87ba
Matches arcengine work keyed on m0r0 environment, game_id m0r0-492f87ba.
m0r0m0r0-dadda488m0r0-492f87bagame_id r11l-495a7899
Matches arcengine work keyed on r11l environment, game_id r11l-495a7899.
r11lr11l-aa269680r11l-495a7899unversioned interactive environment
Matches arcengine work keyed on re86 interactive environment.
re86arcengine64×64 framesunversioned interactive environment
Matches arcengine work keyed on vc33 interactive environment.
vc33arcengine64×64 framesFIND YOUR SOLUTION
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