unsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL

Observed from session logs: unsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL

run Nemotron-3.5-Lightning-30B-A3B-UD-Q4_K_XL · requested model default · generated 2026-11-13T07:42:06+00:00 · 78 challenges

25passed
53failed
0error
65.0%avg tests
156.87 / 744.00final score
21.1%of max
7.6Mcontext tokens
98.0kavg tokens/task
51compactions
passed
AD100-ALG-02
Dijkstra shortest paths
2/2 drivers
100.0%
100.0%
3
3.00
5662
27.7s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsgraphs, dijkstra, priority-queue
  • Exit code0
  • Timed outFalse
  • Context tokens5,662
  • LLM calls8
  • Tool calls10
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

passed
AD100-ALG-03
JSON parser from scratch
43/43
100.0%
100.0%
3
3.00
58.8k
213.9s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsparsing, recursive-descent, unicode
  • Exit code0
  • Timed outFalse
  • Context tokens58,796
  • LLM calls41
  • Tool calls43
  • Compactions0
failed
AD100-ALG-16
RFC-4180 CSV parser from scratch
1/6
16.7%
0.0%
3.5
0.00
36.4k
134.8s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagsparsing, csv, purity
  • Exit code0
  • Timed outFalse
  • Context tokens36,357
  • LLM calls3
  • Tool calls4
  • Compactions0

Failed tests

  • test_basic_records
  • test_edge_quoting_and_separators
  • test_error_contract
  • test_property_vs_stdlib
  • test_scale_100k_rows
failed
AD100-ALG-19
S-expression reader/writer
0/4
0.0%
0.0%
3.5
0.00
36.0k
130.8s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagsparsing, s-expression, recursion-limit
  • Exit code0
  • Timed outFalse
  • Context tokens35,957
  • LLM calls3
  • Tool calls3
  • Compactions0

Failed tests

  • test_basic_parse_dump
  • test_edge_errors_and_atoms
  • test_property_random_roundtrip
  • test_scale_depth_5000
passed
AD100-ALG-20
word ladder shortest chain
4/4
100.0%
100.0%
3
3.00
23.5k
97.7s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsgraph, bfs, lexicographic
  • Exit code0
  • Timed outFalse
  • Context tokens23,486
  • LLM calls18
  • Tool calls19
  • Compactions0
passed
AD100-ALG-22
strongly connected components (Tarjan)
3/3 drivers
100.0%
100.0%
3
3.00
24.8k
91.7s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsgraph, scc, tarjan
  • Exit code0
  • Timed outFalse
  • Context tokens24,844
  • LLM calls20
  • Tool calls22
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

passed
AD100-ALG-23
segment tree: point update + range sum
3/3 drivers
100.0%
100.0%
3
3.00
10.2k
32.7s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsdata-structure, segment-tree
  • Exit code0
  • Timed outFalse
  • Context tokens10,239
  • LLM calls8
  • Tool calls9
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

passed
AD100-ALG-26
sparse table RMQ
4/4 drivers
100.0%
100.0%
3
3.00
22.4k
58.7s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsdata-structure, rmq, sparse-table
  • Exit code0
  • Timed outFalse
  • Context tokens22,413
  • LLM calls25
  • Tool calls27
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

passed
AD100-ALG-27
convex hull (monotone chain)
4/4 drivers
100.0%
100.0%
3
3.00
23.3k
76.7s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsgeometry, convex-hull
  • Exit code0
  • Timed outFalse
  • Context tokens23,313
  • LLM calls20
  • Tool calls22
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

passed
AD100-ALG-28
min-cost max-flow
3/3 drivers
100.0%
100.0%
3
3.00
25.5k
87.7s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsflow, min-cost-flow, optimization
  • Exit code0
  • Timed outFalse
  • Context tokens25,466
  • LLM calls20
  • Tool calls22
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

failed
AD100-ALG-29
glob matcher (*, ?, classes)
4/5
80.0%
70.0%
6
4.20
43.4k
171.8s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight6
  • Tagspattern-matching, backtracking
  • Exit code0
  • Timed outFalse
  • Context tokens43,367
  • LLM calls18
  • Tool calls19
  • Compactions0

Failed tests

  • test_question_and_classes
passed
AD100-ALG-30
matrix-chain multiplication
5/5
100.0%
100.0%
3
3.00
12.8k
38.7s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsdp, parenthesization
  • Exit code0
  • Timed outFalse
  • Context tokens12,770
  • LLM calls13
  • Tool calls14
  • Compactions0
passed
AD100-ALG-31
Huffman coding round-trip
6/6
100.0%
100.0%
3
3.00
16.8k
54.7s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagshuffman, compression, round-trip
  • Exit code0
  • Timed outFalse
  • Context tokens16,835
  • LLM calls12
  • Tool calls13
  • Compactions0
passed
AD100-ALG-33
big-decimal arithmetic (strings)
4/4 drivers
100.0%
100.0%
3.5
3.50
35.5k
123.7s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3.5
  • Tagsbignum, arithmetic, strings
  • Exit code0
  • Timed outFalse
  • Context tokens35,469
  • LLM calls32
  • Tool calls34
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

failed
AD100-ALG-34
treap: k-th order statistics
0/4 drivers
0.0%
0.0%
4.5
0.00
44.1k
155.8s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight4.5
  • Tagstreap, order-statistics, balanced-bst
  • Exit code0
  • Timed outFalse
  • Context tokens44,139
  • LLM calls33
  • Tool calls34
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

Failed tests

  • test_basic
  • test_edge
  • test_property
  • test_scale
failed
AD100-ALG-35
persistent segment tree (versions + k-th)
3/4 drivers
75.0%
75.0%
3
2.25
28.6k
96.7s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagspersistent-segment-tree, functional-data-structure, versions
  • Exit code0
  • Timed outFalse
  • Context tokens28,607
  • LLM calls12
  • Tool calls13
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

Failed tests

  • test_edge
passed
AD100-DBG-11
API contract: exception + aliasing
16/16
100.0%
100.0%
3
3.00
11.3k
34.7s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsapi-contract, exception-type, aliasing, defensive-copy
  • Exit code0
  • Timed outFalse
  • Context tokens11,326
  • LLM calls12
  • Tool calls12
  • Compactions0
passed
AD100-DBG-12
int overflow in size arithmetic
4/4 drivers
100.0%
100.0%
3.5
3.50
16.4k
54.7s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagecpp
  • Difficultyeasy
  • Weight3.5
  • Tagsinteger-overflow, size-arithmetic, validation
  • Exit code0
  • Timed outFalse
  • Context tokens16,391
  • LLM calls33
  • Tool calls33
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

failed
AD100-DBG-13
size_t underflow on singleton/empty
1/4 drivers
25.0%
0.0%
7.5
0.00
6522
481.6s
DEADLINE

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagecpp
  • Difficultymedium
  • Weight7.5
  • Tagssize-t, underflow, empty-singleton
  • Exit code0
  • Timed outFalse
  • Context tokens6,522
  • LLM calls11
  • Tool calls14
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

Failed tests

  • test_bugs
  • test_bugs_public
  • test_regression
passed
AD100-DBG-15
hash-order nondeterminism
12/12
100.0%
100.0%
3
3.00
4024
10.6s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagshash-order, determinism, nondeterminism, sorting
  • Exit code0
  • Timed outFalse
  • Context tokens4,024
  • LLM calls9
  • Tool calls9
  • Compactions0
failed
AD100-DBG-17
wrong exception type on error path
3/4 drivers
75.0%
40.0%
4.5
1.80
17.6k
56.7s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagecpp
  • Difficultyeasy
  • Weight4.5
  • Tagsexception-contract, parsing, error-path
  • Exit code0
  • Timed outFalse
  • Context tokens17,604
  • LLM calls19
  • Tool calls20
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

Failed tests

  • test_bugs
passed
AD100-DBG-19
multiple interacting bug classes
19/19
100.0%
100.0%
3
3.00
13.1k
53.7s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsmulti-bug, mutable-default, off-by-one, exception-contract, aliasing
  • Exit code0
  • Timed outFalse
  • Context tokens13,146
  • LLM calls25
  • Tool calls24
  • Compactions0
passed
AD100-DBG-20
path traversal + expression injection
50/50
100.0%
100.0%
3
3.00
78.4k
267.9s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagssecurity, path-traversal, injection, input-validation
  • Exit code0
  • Timed outFalse
  • Context tokens78,363
  • LLM calls39
  • Tool calls40
  • Compactions0
passed
AD100-DBG-21
unseeded RNG / wall-clock dependence
19/19
100.0%
100.0%
3
3.00
7511
22.6s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsdeterminism, rng, wall-clock, reproducibility
  • Exit code0
  • Timed outFalse
  • Context tokens7,511
  • LLM calls12
  • Tool calls12
  • Compactions0
failed
AD100-DBG-23
erase-while-iterating + related bugs
1/4 drivers
25.0%
0.0%
3
0.00
9602
39.6s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagserase-while-iterating, vector, iterator, off-by-one
  • Exit code0
  • Timed outFalse
  • Context tokens9,602
  • LLM calls21
  • Tool calls22
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

Failed tests

  • test_bugs
  • test_bugs_public
  • test_regression
failed
AD100-DBG-26
snapshot restore service
20/24
83.3%
35.0%
15.5
5.42
137.4k
432.2s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyhard
  • Weight15.5
  • Tagssecurity-review, cve-derived, filesystem, symlinks, transactional
  • Exit code0
  • Timed outFalse
  • Context tokens137,416
  • LLM calls82
  • Tool calls87
  • Compactions1

Failed tests

  • test_security_link_target_resolution[False]
  • test_security_link_target_resolution[True]
  • test_security_parent_after_symlink[bridge/../secret]
  • test_security_parent_after_symlink[/r/bridge/../secret]
failed
AD100-DBG-27
verified block ingestion
38/44
86.4%
0.0%
10
0.00
73.0k
273.9s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyhard
  • Weight10
  • Tagssecurity-review, cve-derived, integrity, streaming, short-reads
  • Exit code0
  • Timed outFalse
  • Context tokens73,025
  • LLM calls105
  • Tool calls109
  • Compactions0

Failed tests

  • test_regression_reader_stays_failed
  • test_security_truncated_stream_never_commits[16]
  • test_security_truncated_stream_never_commits[17]
  • test_security_truncated_stream_never_commits[19]
  • test_security_truncated_stream_never_commits[21]
  • test_security_batch_rollback
passed
AD100-DBG-28
indexed document reader
26/26
100.0%
100.0%
3
3.00
54.8k
189.8s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagssecurity-review, cve-derived, parser, progress, random-access
  • Exit code0
  • Timed outFalse
  • Context tokens54,784
  • LLM calls84
  • Tool calls87
  • Compactions0
failed
AD100-DBG-31
stylesheet inspection pipeline
21/33
63.6%
0.0%
22.5
0.00
67.9k
215.9s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyexpert
  • Weight22.5
  • Tagssecurity-review, cve-derived, tokenizer, escaping, parser-differential
  • Exit code0
  • Timed outFalse
  • Context tokens67,905
  • LLM calls52
  • Tool calls60
  • Compactions0

Failed tests

  • test_regression_quoted_url_token_sequence
  • test_regression_bad_url_eof_and_newline[url(x"\\\n)after]
  • test_security_even_backslashes_terminate[2]
  • test_security_even_backslashes_terminate[4]
  • test_security_even_backslashes_terminate[6]
  • test_security_even_backslashes_terminate[8]
  • test_security_hidden_declaration_not_consumed[2]
  • test_security_hidden_declaration_not_consumed[4]
  • test_security_hidden_declaration_not_consumed[6]
  • test_security_odd_backslashes_keep_parenthesis[1]
  • test_security_odd_backslashes_keep_parenthesis[3]
  • test_security_odd_backslashes_keep_parenthesis[5]
failed
AD100-DBG-33
multipart metadata processing
17/19
89.5%
35.0%
13
4.55
125.9k
394.1s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultymedium
  • Weight13
  • Tagssecurity-review, cve-derived, regex, complexity, multipart
  • Exit code0
  • Timed outFalse
  • Context tokens125,861
  • LLM calls137
  • Tool calls141
  • Compactions1

Failed tests

  • test_security_long_unassigned_parameter
  • test_security_large_malformed_then_valid
passed
AD100-DBG-34
URL text and form gateway
29/29
100.0%
100.0%
6
6.00
82.4k
313.9s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultymedium
  • Weight6
  • Tagssecurity-review, cve-derived, percent-encoding, utf8, complexity
  • Exit code0
  • Timed outFalse
  • Context tokens82,391
  • LLM calls59
  • Tool calls113
  • Compactions0
failed
AD100-DBG-35
schema identifier registry
9/24
37.5%
0.0%
10.5
0.00
132.6k
416.2s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultymedium
  • Weight10.5
  • Tagssecurity-review, cve-derived, asn1, canonicalization, integer-bounds
  • Exit code0
  • Timed outFalse
  • Context tokens132,608
  • LLM calls108
  • Tool calls117
  • Compactions1

Failed tests

  • test_regression_random_reference
  • test_regression_malformed_wire[\x80\x00]
  • test_regression_malformed_wire[\x81]
  • test_regression_import_atomic_export_remove
  • test_security_invalid_arcs[0.40]
  • test_security_invalid_arcs[0.42.840.113549.1.1.1]
  • test_security_invalid_arcs[1.40.1]
  • test_security_invalid_arcs[3.2.840]
  • test_security_invalid_arcs[4294977127.18.840.113549.1.1.1]
  • test_security_invalid_arcs[2.4294967216]
  • test_security_no_registry_alias_from_invalid_text
  • test_security_first_subidentifier_multibyte[2.48-8100]
  • test_security_first_subidentifier_multibyte[2.100-8134]
  • test_security_first_subidentifier_multibyte[2.999.3-883703]
  • test_security_first_subidentifier_multibyte[2.4294967215-8fffffff7f]
failed
AD100-DBG-36
Walk or drive to the car wash
0/1
0.0%
0.0%
4
0.00
3608
8.6s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight4
  • Tagsreasoning, deliverable, file-io, single-word-answer
  • Exit code0
  • Timed outFalse
  • Context tokens3,608
  • LLM calls7
  • Tool calls7
  • Compactions0

Failed tests

  • test_answer_is_drive
passed
AD100-DBG-37
Which is larger, 9.11 or 9.9?
1/1
100.0%
100.0%
3
3.00
3874
6.7s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsreasoning, numeric-literals, deliverable, file-io
  • Exit code0
  • Timed outFalse
  • Context tokens3,874
  • LLM calls5
  • Tool calls7
  • Compactions0
passed
AD100-OPT-17
quicksort worst-case pivot
2/2 drivers
100.0%
100.0%
3
3.00
16.9k
73.6s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillaroptimization
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagscomplexity, quicksort, pivot, worst-case
  • Exit code0
  • Timed outFalse
  • Context tokens16,868
  • LLM calls20
  • Tool calls21
  • Compactions0

Tests

C++ test drivers (executed stages only): correctness: passed; performance: passed.

failed
AD100-PRJ-01
taskcli: TSV task manager
19/20
95.0%
70.0%
3.5
2.45
60.2k
231.8s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagscli, persistence, exit-codes, json-store
  • Exit code0
  • Timed outFalse
  • Context tokens60,236
  • LLM calls72
  • Tool calls75
  • Compactions0

Failed tests

  • test_add_empty_title
passed
AD100-PRJ-02
INI config library
3/3 drivers
100.0%
100.0%
3
3.00
57.2k
183.8s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsparsing, ini, api-design, exceptions
  • Exit code0
  • Timed outFalse
  • Context tokens57,231
  • LLM calls38
  • Tool calls38
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

failed
AD100-PRJ-08
Markdown→HTML subset
2/26
7.7%
0.0%
22
0.00
39.1k
136.7s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight22
  • Tagsmarkdown, parser, html, escaping
  • Exit code0
  • Timed outFalse
  • Context tokens39,056
  • LLM calls5
  • Tool calls8
  • Compactions0

Failed tests

  • test_all_heading_levels
  • test_ol_any_start_number
  • test_blockquote_run
  • test_hr
  • test_code_fence_verbatim_and_escaped
  • test_inline_code_bold_italic
  • test_escaping_before_inline
  • test_paragraph_joining_and_blank_lines
  • test_file_input
  • test_hash_without_space_is_paragraph
  • test_dash_without_space_is_paragraph
  • test_two_dashes_is_paragraph_not_hr
  • test_six_hashes_ok_seven_is_paragraph
  • test_unclosed_fence_runs_to_eof
  • test_empty_input_gives_empty_output
  • test_unmatched_markers_stay_literal
  • test_asterisks_inside_code_span_untouched
  • test_heading_text_stripped
  • test_list_item_inline_and_escape
  • test_trailing_newline_not_double
  • test_missing_file_only
  • test_missing_file_keeps_earlier_output
  • test_multiple_files_concatenated
  • test_dash_operand_reads_stdin
failed
AD100-PRJ-09
KV store: TTL + LRU + snapshot
22/23
95.7%
80.0%
4.5
3.60
123.5k
382.0s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight4.5
  • Tagskv-store, ttl, lru, persistence
  • Exit code0
  • Timed outFalse
  • Context tokens123,478
  • LLM calls118
  • Tool calls122
  • Compactions1

Failed tests

  • test_corrupt_beats_command_but_not_usage
passed
AD100-PRJ-10
cron next-fire calculator
21/21
100.0%
100.0%
3.5
3.50
66.1k
292.0s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagscron, schedules, calendar, parsing
  • Exit code0
  • Timed outFalse
  • Context tokens66,117
  • LLM calls67
  • Tool calls69
  • Compactions0
failed
AD100-PRJ-11
access-log analyzer (stats + filters)
15/16
93.8%
70.0%
3.5
2.45
143.0k
408.1s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagslogs, parsing, aggregation, cli
  • Exit code0
  • Timed outFalse
  • Context tokens143,005
  • LLM calls48
  • Tool calls52
  • Compactions1

Failed tests

  • test_top_more_than_ten_paths_default_limit
failed
AD100-PRJ-12
HTTP/1.1 message parser
1/3 drivers
33.3%
40.0%
5
2.00
124.4k
404.1s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight5
  • Tagshttp, parser, chunked, protocol
  • Exit code0
  • Timed outFalse
  • Context tokens124,439
  • LLM calls64
  • Tool calls66
  • Compactions1

Tests

C++ test drivers (one per hidden .cpp file).

Failed tests

  • test_edge
  • test_errors
failed
AD100-PRJ-13
mustache-lite template engine
—
—
0.0%
6.5
0.00
149.0k
481.2s
DEADLINE

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultymedium
  • Weight6.5
  • Tagstemplates, mustache, html-escaping, recursion
  • Exit code0
  • Timed outFalse
  • Context tokens149,018
  • LLM calls85
  • Tool calls87
  • Compactions1

Tests

C++ test drivers: unavailable because the build failed or timed out; tests did not run.

failed
AD100-PRJ-14
mini scripting language interpreter
2/21
9.5%
0.0%
10.5
0.00
152.2k
481.2s
DEADLINE

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultymedium
  • Weight10.5
  • Tagsinterpreter, lexer, parser, tree-walker, cli
  • Exit code0
  • Timed outFalse
  • Context tokens152,177
  • LLM calls25
  • Tool calls33
  • Compactions1

Failed tests

  • test_if_elif_else
  • test_while_loops
  • test_nested_while
  • test_functions_and_recursion
  • test_scoping
  • test_list_mutation
  • test_single_line_blocks
  • test_syntax_errors
  • test_runtime_errors
  • test_call_depth
  • test_partial_output_kept
  • test_empty_program
  • test_arithmetic_precedence
  • test_division_semantics
  • test_strings
  • test_bools_nil_equality
  • test_lists
  • test_variables
  • test_comments
failed
AD100-PRJ-15
mini pytest (discovery, fixtures, report)
9/18
50.0%
0.0%
4.5
0.00
120.8k
352.0s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight4.5
  • Tagstest-runner, discovery, fixtures, reporting
  • Exit code0
  • Timed outFalse
  • Context tokens120,817
  • LLM calls114
  • Tool calls116
  • Compactions1

Failed tests

  • test_empty_directory
  • test_test_stdout_is_discarded
  • test_classes_are_ignored
  • test_nested_fixtures
  • test_fixture_raises_is_error
  • test_unknown_fixture_is_error
  • test_fixture_cycle_is_error
  • test_fixture_assertion_is_error_not_fail
  • test_import_failure_reported_and_others_still_run
passed
AD100-PRJ-16
Game of Life engine (seeded, census)
11/11
100.0%
100.0%
3.5
3.50
43.3k
148.8s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagsgame-of-life, simulation, prng, cycle-detection
  • Exit code0
  • Timed outFalse
  • Context tokens43,263
  • LLM calls18
  • Tool calls29
  • Compactions0
failed
AD100-PRJ-17
LZ77+RLE codec with checksum
0/4 drivers
0.0%
0.0%
4.5
0.00
20.8k
64.7s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight4.5
  • Tagscompression, lz77, rle, checksum, codec
  • Exit code0
  • Timed outFalse
  • Context tokens20,806
  • LLM calls5
  • Tool calls7
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

Failed tests

  • test_decode
  • test_errors
  • test_format
  • test_roundtrip
failed
AD100-PRJ-18
discrete-event simulator (deterministic)
3/4 drivers
75.0%
70.0%
3.5
2.45
154.0k
481.2s
DEADLINE

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight3.5
  • Tagssimulation, event-queue, deterministic-ordering
  • Exit code0
  • Timed outFalse
  • Context tokens153,989
  • LLM calls66
  • Tool calls70
  • Compactions1

Tests

C++ test drivers (one per hidden .cpp file).

Failed tests

  • test_ordering
failed
AD100-PRJ-19
C++ mini test framework
—
—
0.0%
3.5
0.00
207.8k
481.2s
DEADLINE

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight3.5
  • Tagstest-framework, macros, registry, fixtures
  • Exit code0
  • Timed outFalse
  • Context tokens207,825
  • LLM calls78
  • Tool calls79
  • Compactions2

Tests

C++ test drivers: unavailable because the build failed or timed out; tests did not run.

failed
AD100-PRJ-20
SQL subset engine (DDL/DML/SELECT/JOIN)
0/4 drivers
0.0%
0.0%
15.5
0.00
165.8k
544.3s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyhard
  • Weight15.5
  • Tagssql, parser, join, query-engine
  • Exit code0
  • Timed outFalse
  • Context tokens165,766
  • LLM calls67
  • Tool calls71
  • Compactions1

Tests

C++ test drivers (one per hidden .cpp file).

Failed tests

  • test_ddl_dml
  • test_errors
  • test_join
  • test_select
failed
AD100-PRJ-21
Indexed archive utility
—
—
0.0%
30
0.00
386.4k
1202.0s
DEADLINE

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-1, zip, indexed-access, posix-metadata
  • Exit code0
  • Timed outFalse
  • Context tokens386,365
  • LLM calls157
  • Tool calls184
  • Compactions4

Tests

C++ test drivers: results unavailable or incomplete.

failed
AD100-PRJ-22
Silence-aware MP3 splitter
12/18
66.7%
20.0%
11.5
2.30
161.5k
484.2s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultymedium
  • Weight11.5
  • Tagsmini-project, idea-2
  • Exit code0
  • Timed outFalse
  • Context tokens161,545
  • LLM calls41
  • Tool calls42
  • Compactions1

Failed tests

  • test_core_mixed_bitrate_padding_and_modes
  • test_core_crc_flag_only_changes_flag
  • test_errors_input_types
  • test_errors_reserved_and_invalid_headers
  • test_errors_plan_argument_validation
  • test_errors_emit_alignment
failed
AD100-PRJ-23
FAT32/VFAT filesystem recovery
1/24
4.2%
0.0%
30
0.00
467.9k
1202.1s
DEADLINE

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-3, fat32, vfat, reverse-engineering
  • Exit code0
  • Timed outFalse
  • Context tokens467,948
  • LLM calls181
  • Tool calls196
  • Compactions5

Failed tests

  • test_core_independent_trees[41]
  • test_core_independent_trees[1337]
  • test_core_independent_trees[2027]
  • test_core_root_and_lfn_across_fragmented_clusters
  • test_core_unicode_short_escape_and_full_lfn_parts
  • test_core_deep_directory_tree
  • test_core_reserved_high_bits_and_inactive_fat
  • test_core_fsinfo_hints_and_primary_boot_authority
  • test_core_deleted_entries_volume_label_and_empty_directory
  • test_errors_geometry[boot]
  • test_errors_geometry[fat16]
  • test_errors_geometry[small]
  • test_errors_geometry[fat-capacity]
  • test_errors_geometry[active]
  • test_errors_geometry[fsinfo]
  • test_errors_geometry[truncated]
  • test_errors_chain_markers_and_file_size
  • test_errors_cycles_and_cross_links
  • test_errors_lfn_records
  • test_errors_namespace_and_depth_limits
  • test_errors_mirror_disagreement_and_invalid_alias
  • test_resources_large_fragmented_file
  • test_resources_many_files_standalone_and_memory
failed
AD100-PRJ-24
Image similarity and grouping
16/17
94.1%
80.0%
5
4.00
59.6k
154.8s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight5
  • Tagsmini-project, idea-4
  • Exit code0
  • Timed outFalse
  • Context tokens59,625
  • LLM calls24
  • Tool calls25
  • Compactions0

Failed tests

  • test_errors_group_validation
failed
AD100-PRJ-25
Binary delta generator and applier
0/3 drivers
0.0%
0.0%
6.5
0.00
38.3k
136.7s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight6.5
  • Tagsmini-project, idea-5
  • Exit code0
  • Timed outFalse
  • Context tokens38,252
  • LLM calls3
  • Tool calls5
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

Failed tests

  • test_core
  • test_errors
  • test_resources
failed
AD100-PRJ-26
Incremental build tool
36/40
90.0%
80.0%
10
8.00
119.5k
328.0s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight10
  • Tagsmini-project, idea-6
  • Exit code0
  • Timed outFalse
  • Context tokens119,534
  • LLM calls86
  • Tool calls87
  • Compactions1

Failed tests

  • test_errors_unknown_dependency
  • test_errors_invalid_target_name[has space]
  • test_errors_digest_requires_bytes
  • test_errors_files_missing_path
failed
AD100-PRJ-27
ELF executable inspector
39/79
49.4%
0.0%
21
0.00
220.3k
454.2s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight21
  • Tagsmini-project, idea-7, elf64, binary-recovery, stdlib
  • Exit code0
  • Timed outFalse
  • Context tokens220,304
  • LLM calls92
  • Tool calls103
  • Compactions2

Failed tests

  • test_core_reports[raw-relocations]
  • test_core_reports[multiple-symbols]
  • test_core_reports[rel-relocations]
  • test_core_absent_names[sections]
  • test_core_absent_names[symbols]
  • test_core_absent_names[relocations]
  • test_core_no_tables
  • test_core_numeric_metadata_and_reserved_symbols
  • test_errors_type_header_bounds[sections]
  • test_errors_type_header_bounds[symbols]
  • test_errors_type_header_bounds[relocations]
  • test_errors_type_header_bounds[segments]
  • test_errors_sections[payload]
  • test_errors_sections[name-range]
  • test_errors_sections[name-end]
  • test_errors_sections[name-start]
  • test_errors_symbols[stride]
  • test_errors_symbols[link-range]
  • test_errors_symbols[link-type]
  • test_errors_symbols[info]
  • test_errors_symbols[name-range]
  • test_errors_symbols[section-range]
  • test_errors_symbols[string-end]
  • test_errors_symbols[string-start]
  • test_errors_relocations[stride]
  • test_errors_relocations[link-range]
  • test_errors_relocations[link-type]
  • test_errors_relocations[target]
  • test_errors_relocations[symbol-range]
  • test_errors_relocations[linked-stride]
  • test_errors_relocations[linked-string]
  • test_errors_segments
  • test_errors_review_boundaries[null-as-load]
  • test_errors_review_boundaries[null-as-note]
  • test_errors_review_boundaries[empty-name-nonzero]
  • test_errors_review_boundaries[empty-name-bad-type]
  • test_errors_review_boundaries[no-table-nonzero-symbol]
  • test_errors_review_boundaries[no-table-bad-link]
  • test_errors_review_boundaries[no-table-wrong-type]
  • test_resources_untrusted_sizes
failed
AD100-PRJ-28
Dependency-aware package resolver
25/29
86.2%
20.0%
9
1.80
80.8k
287.9s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight9
  • Tagsmini-project, idea-8
  • Exit code0
  • Timed outFalse
  • Context tokens80,809
  • LLM calls39
  • Tool calls41
  • Compactions0

Failed tests

  • test_core_differential_against_brute_force
  • test_core_satisfies_tuple_and_string
  • test_errors_catalog_structure
  • test_errors_requests_structure
passed
AD100-PRJ-29
RAW Bayer development pipeline
3/3 drivers
100.0%
100.0%
7
7.00
62.9k
197.8s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight7
  • Tagsmini-project, idea-9
  • Exit code0
  • Timed outFalse
  • Context tokens62,886
  • LLM calls39
  • Tool calls41
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

failed
AD100-PRJ-30
Image registration (translation)
1/3 drivers
33.3%
20.0%
3.5
0.70
38.0k
132.8s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight3.5
  • Tagsmini-project, idea-10
  • Exit code0
  • Timed outFalse
  • Context tokens37,960
  • LLM calls3
  • Tool calls5
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

Failed tests

  • test_core
  • test_resources
failed
AD100-PRJ-31
Score language to WAV synthesizer
0/12
0.0%
0.0%
28
0.00
53.4k
188.9s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyexpert
  • Weight28
  • Tagsmini-project, idea-11
  • Exit code0
  • Timed outFalse
  • Context tokens53,395
  • LLM calls4
  • Tool calls5
  • Compactions0

Failed tests

  • test_core_reference_match
  • test_core_voice_continuation
  • test_core_tempo_per_voice
  • test_core_envelope_zero_at_end
  • test_core_quantization_bounds
  • test_core_all_waves_present
  • test_errors_syntax
  • test_errors_input_type
  • test_errors_conflicting_rate
  • test_errors_nan_values
  • test_resources_long_score
  • test_resources_many_voices
failed
AD100-PRJ-32
Fixed-timestep 2D physics sandbox
9/12
75.0%
0.0%
9.5
0.00
65.2k
231.9s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight9.5
  • Tagsmini-project, idea-12
  • Exit code0
  • Timed outFalse
  • Context tokens65,166
  • LLM calls48
  • Tool calls48
  • Compactions0

Failed tests

  • test_core_bounds_reflection
  • test_errors_numeric_ranges
  • test_resources_many_bodies
failed
AD100-PRJ-33
Columnar data compressor
0/3 drivers
0.0%
0.0%
30
0.00
39.9k
128.8s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-13
  • Exit code0
  • Timed outFalse
  • Context tokens39,902
  • LLM calls3
  • Tool calls5
  • Compactions0

Tests

C++ test drivers (one per hidden .cpp file).

Failed tests

  • test_core
  • test_errors
  • test_resources
failed
AD100-PRJ-34
DTMF decoder
10/13
76.9%
20.0%
18.5
3.70
514.4k
1201.8s
DEADLINE

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight18.5
  • Tagsmini-project, idea-14
  • Exit code0
  • Timed outFalse
  • Context tokens514,415
  • LLM calls80
  • Tool calls82
  • Compactions5

Failed tests

  • test_core_quiet_tone_still_found
  • test_core_gap_bridging
  • test_errors_bad_format
failed
AD100-PRJ-35
Mobile-robot path planner
11/12
91.7%
40.0%
9.5
3.80
32.9k
128.3s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultymedium
  • Weight9.5
  • Tagsmini-project, idea-15
  • Exit code0
  • Timed outFalse
  • Context tokens32,889
  • LLM calls20
  • Tool calls21
  • Compactions0

Failed tests

  • test_core_tie_break_deterministic
failed
AD100-PRJ-36
Two-link robot-arm controller
9/14
64.3%
0.0%
23
0.00
46.0k
172.4s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyexpert
  • Weight23
  • Tagsmini-project, idea-16
  • Exit code0
  • Timed outFalse
  • Context tokens45,970
  • LLM calls30
  • Tool calls32
  • Compactions0

Failed tests

  • test_core_collision_mid_swing
  • test_core_collision_endpoint_and_distance
  • test_errors_configs
  • test_errors_obstacles
  • test_resources_sweep_many_obstacles
failed
AD100-PRJ-37
Fiducial-marker detector
—
—
0.0%
12.5
0.00
37.8k
133.4s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultymedium
  • Weight12.5
  • Tagsmini-project, idea-17
  • Exit code0
  • Timed outFalse
  • Context tokens37,832
  • LLM calls3
  • Tool calls5
  • Compactions0

Tests

C++ test drivers: unavailable because the build failed or timed out; tests did not run.

failed
AD100-PRJ-38
Multi-object tracker
10/11
90.9%
80.0%
15.5
12.40
47.4k
163.5s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight15.5
  • Tagsmini-project, idea-18
  • Exit code0
  • Timed outFalse
  • Context tokens47,410
  • LLM calls21
  • Tool calls22
  • Compactions0

Failed tests

  • test_errors_frames
failed
AD100-PRJ-39
Parametric audio equalizer
0/3 drivers
0.0%
0.0%
28
0.00
124.0k
335.0s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyexpert
  • Weight28
  • Tagsmini-project, idea-19
  • Exit code0
  • Timed outFalse
  • Context tokens124,019
  • LLM calls37
  • Tool calls39
  • Compactions1

Tests

C++ test drivers (one per hidden .cpp file).

Failed tests

  • test_core
  • test_errors
  • test_resources
failed
AD100-PRJ-40
Barcode scanner (EAN-13)
—
—
0.0%
24
0.00
23.1k
73.3s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyexpert
  • Weight24
  • Tagsmini-project, idea-20
  • Exit code0
  • Timed outFalse
  • Context tokens23,089
  • LLM calls3
  • Tool calls5
  • Compactions0

Tests

C++ test drivers: unavailable because the build failed or timed out; tests did not run.

failed
AD100-PRJ-41
JSONL chat-log to Markdown converter
13/32
40.6%
0.0%
30
0.00
206.9k
425.3s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-21
  • Exit code0
  • Timed outFalse
  • Context tokens206,950
  • LLM calls70
  • Tool calls86
  • Compactions2

Failed tests

  • test_core_width_none_keeps_spacing
  • test_core_long_word_not_split
  • test_core_width_one
  • test_core_fence_with_language_and_wrap_around
  • test_core_unterminated_fence_runs_to_end
  • test_core_tool_result_and_empty_text
  • test_core_message_default_text
  • test_core_multiple_blocks_and_internal_blank_lines
  • test_core_one_shot_iterator_input
  • test_core_wrapping_matches_reference_on_fuzz
  • test_errors_unknown_type
  • test_errors_missing_role
  • test_errors_empty_role
  • test_errors_tool_call_fields
  • test_errors_tool_result_call
  • test_errors_text_type
  • test_errors_non_string_line
  • test_resources_large_single_paragraph_wrap_is_linear
  • test_resources_many_records
failed
AD100-PRJ-42
RFC 3986 URL utility
47/129
36.4%
0.0%
30
0.00
433.0k
1202.8s
DEADLINE

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-22, rfc3986, native-oracle
  • Exit code0
  • Timed outFalse
  • Context tokens433,033
  • LLM calls204
  • Tool calls247
  • Compactions4

Failed tests

  • test_core_rfc3986_resolution[g-http://a/b/c/g]
  • test_core_rfc3986_resolution[./g-http://a/b/c/g]
  • test_core_rfc3986_resolution[g/-http://a/b/c/g/]
  • test_core_rfc3986_resolution[//g-http://g]
  • test_core_rfc3986_resolution[#s-http://a/b/c/d;p?q#s]
  • test_core_rfc3986_resolution[g?y-http://a/b/c/g?y]
  • test_core_rfc3986_resolution[g#s-http://a/b/c/g#s]
  • test_core_rfc3986_resolution[g?y#s-http://a/b/c/g?y#s]
  • test_core_rfc3986_resolution[;x-http://a/b/c/;x]
  • test_core_rfc3986_resolution[g;x-http://a/b/c/g;x]
  • test_core_rfc3986_resolution[g;x?y#s-http://a/b/c/g;x?y#s]
  • test_core_rfc3986_resolution[-http://a/b/c/d;p?q]
  • test_core_rfc3986_resolution[.-http://a/b/c/]
  • test_core_rfc3986_resolution[./-http://a/b/c/]
  • test_core_rfc3986_resolution[..-http://a/b/]
  • test_core_rfc3986_resolution[/./g-http://a/g]
  • test_core_rfc3986_resolution[/../g-http://a/g]
  • test_core_rfc3986_resolution[g.-http://a/b/c/g.]
  • test_core_rfc3986_resolution[.g-http://a/b/c/.g]
  • test_core_rfc3986_resolution[g..-http://a/b/c/g..]
  • test_core_rfc3986_resolution[..g-http://a/b/c/..g]
  • test_core_rfc3986_resolution[./g/.-http://a/b/c/g/]
  • test_core_rfc3986_resolution[g/./h-http://a/b/c/g/h]
  • test_core_rfc3986_resolution[g/../h-http://a/b/c/h]
  • test_core_rfc3986_resolution[g;x=1/./y-http://a/b/c/g;x=1/y]
  • test_core_rfc3986_resolution[g;x=1/../y-http://a/b/c/y]
  • test_core_rfc3986_resolution[g?y/./x-http://a/b/c/g?y/./x]
  • test_core_rfc3986_resolution[g?y/../x-http://a/b/c/g?y/../x]
  • test_core_rfc3986_resolution[g#s/./x-http://a/b/c/g#s/./x]
  • test_core_rfc3986_resolution[g#s/../x-http://a/b/c/g#s/../x]
  • test_core_normalize_specific
  • test_core_normalize_idempotent_fuzz
  • test_core_set_query_empty_and_bare
  • test_core_normalize_literals[WSS://U%73er@%45XAMPLE:00443/a//b/%2E/../c?%2f=%41#%7e-wss://User@example/a//b/c?%2F=A#~]
  • test_core_normalize_literals[http://H%2fX:00081/?#-http://h%2Fx:81/?#]
  • test_core_normalize_literals[custom://H:80-custom://h:80/]
  • test_core_normalize_literals[file:///a/../../b-file:///b]
  • test_core_empty_authority_userinfo_and_scheme
  • test_core_utf8_and_ipv6_profile
  • test_core_query_delimiters_and_types
  • test_errors_malformed_url[http://h/\n]
  • test_errors_malformed_url[http://h/\t]
  • test_errors_malformed_url[http://h/\x00]
  • test_errors_malformed_url[http://h/\x7f]
  • test_errors_malformed_url[http://h/a\\b]
  • test_errors_malformed_url[http://h/<x>]
  • test_errors_malformed_url[http://h/[x]]
  • test_errors_malformed_url[http://h/%]
  • test_errors_malformed_url[http://h/%2]
  • test_errors_malformed_url[http://h/%zz]
  • test_errors_malformed_url[http://h/?x=%gg]
  • test_errors_malformed_url[http://h/#%xy]
  • test_errors_malformed_url[http://u%zz@h/]
  • test_errors_malformed_url[http://h%zz/]
  • test_errors_malformed_url[http://h:65536/]
  • test_errors_malformed_url[http://h:-1/]
  • test_errors_malformed_url[http://[1:2:3]/]
  • test_errors_malformed_url[http://[1::2::3]/]
  • test_errors_malformed_url[http://[12345::]/]
  • test_errors_malformed_url[http://[::1]tail/]
  • test_errors_malformed_url[http://::1/]
  • test_errors_malformed_url[http://[v1.a]/]
  • test_errors_malformed_url[http://[fe80::1%25eth0]/]
  • test_errors_malformed_url[http://%C3%A9/]
  • test_errors_malformed_url[http://u@v@h/]
  • test_errors_malformed_url[1http:x]
  • test_errors_malformed_url[x]
  • test_errors_malformed_url[//h/x]
  • test_errors_api_types_and_escapes[parse-args3-kwargs3]
  • test_errors_api_types_and_escapes[parse-args4-kwargs4]
  • test_errors_api_types_and_escapes[normalize-args5-kwargs5]
  • test_errors_api_types_and_escapes[encode-args10-kwargs10]
  • test_errors_api_types_and_escapes[encode-args11-kwargs11]
  • test_errors_api_types_and_escapes[get_query-args16-kwargs16]
  • test_errors_api_types_and_escapes[set_query-args21-kwargs21]
  • test_errors_api_types_and_escapes[set_query-args22-kwargs22]
  • test_errors_api_types_and_escapes[set_query-args23-kwargs23]
  • test_errors_api_types_and_escapes[set_query-args25-kwargs25]
  • test_errors_all_input_length_limits
  • test_resources_parse_normalize_100000
  • test_resources_query_100000
  • test_resources_long_zero_port
failed
AD100-PRJ-43
Nonlinear least-squares solver
1/3 drivers
33.3%
20.0%
7.5
1.50
129.1k
356.1s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultymedium
  • Weight7.5
  • Tagsmini-project, idea-23
  • Exit code0
  • Timed outFalse
  • Context tokens129,055
  • LLM calls44
  • Tool calls46
  • Compactions1

Tests

C++ test drivers (one per hidden .cpp file).

Failed tests

  • test_core
  • test_errors
failed
AD100-PRJ-44
IBAN and credit-card validator
7/9
77.8%
40.0%
6
2.40
58.0k
208.5s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight6
  • Tagsmini-project, idea-24
  • Exit code0
  • Timed outFalse
  • Context tokens58,014
  • LLM calls29
  • Tool calls31
  • Compactions0

Failed tests

  • test_core_all_countries
  • test_core_card_prefix_length_rules
failed
AD100-PRJ-45
Arbitrary-precision integer arithmetic
0/3 drivers
0.0%
0.0%
14.5
0.00
304.6k
1201.0s
DEADLINE

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyhard
  • Weight14.5
  • Tagsmini-project, idea-25
  • Exit code0
  • Timed outFalse
  • Context tokens304,552
  • LLM calls70
  • Tool calls73
  • Compactions3

Tests

C++ test drivers (one per hidden .cpp file).

Failed tests

  • test_core
  • test_errors
  • test_resources
failed
AD100-PRJ-47
Recover a hidden phrase from an executable
3/6
50.0%
20.0%
5.5
1.10
391.0k
382.1s

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultymedium
  • Weight5.5
  • Tagsmini-project, idea-27
  • Exit code0
  • Timed outFalse
  • Context tokens391,024
  • LLM calls93
  • Tool calls108
  • Compactions4

Failed tests

  • test_core_exact_phrase
  • test_core_exact_length
  • test_resources_standalone_bytes
failed
AD100-PRJ-48
Black-box image transformation utility clone
—
—
0.0%
30
0.00
527.3k
1200.1s
DEADLINE

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-28
  • Exit code0
  • Timed outFalse
  • Context tokens527,263
  • LLM calls197
  • Tool calls237
  • Compactions5

Tests

C++ test drivers: results unavailable or incomplete.

failed
AD100-PRJ-49
Closed-loop differential-drive line follower
1/21
4.8%
0.0%
13.5
0.00
40.9k
132.8s
PI_EXIT

Challenge

  • Observed modelsunsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight13.5
  • Tagsmini-project, idea-29
  • Exit code0
  • Timed outFalse
  • Context tokens40,928
  • LLM calls3
  • Tool calls5
  • Compactions0

Failed tests

  • test_core_hidden_track_completion_and_recovery[0]
  • test_core_hidden_track_completion_and_recovery[1]
  • test_core_hidden_track_completion_and_recovery[2]
  • test_core_hidden_track_completion_and_recovery[3]
  • test_core_hidden_track_completion_and_recovery[4]
  • test_core_hidden_track_completion_and_recovery[5]
  • test_core_hidden_track_completion_and_recovery[6]
  • test_core_hidden_track_completion_and_recovery[7]
  • test_core_hidden_track_completion_and_recovery[8]
  • test_core_hidden_track_completion_and_recovery[9]
  • test_errors_api_and_state[0]
  • test_errors_api_and_state[1]
  • test_errors_api_and_state[2]
  • test_errors_api_and_state[3]
  • test_errors_api_and_state[4]
  • test_errors_api_and_state[5]
  • test_errors_api_and_state[6]
  • test_errors_api_and_state[7]
  • test_resources_deterministic_replay
  • test_resources_long_route_with_bounded_worker