unsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL

Observed from session logs: unsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL

run gemma-4-31B-it-UD-Q4_K_XL · requested model default · generated 2026-11-13T07:42:04+00:00 · 78 challenges

43passed
35failed
0error
84.8%avg tests
307.40 / 744.00final score
41.3%of max
1.7Mcontext tokens
21.8kavg tokens/task
1compactions
passed
AD100-ALG-02
Dijkstra shortest paths
2/2 drivers
100.0%
100.0%
3
3.00
8316
58.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsgraphs, dijkstra, priority-queue
  • Exit code0
  • Timed outFalse
  • Context tokens8,316
  • LLM calls11
  • 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
19.0k
123.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsparsing, recursive-descent, unicode
  • Exit code0
  • Timed outFalse
  • Context tokens19,002
  • LLM calls15
  • Tool calls14
  • Compactions0
passed
AD100-ALG-16
RFC-4180 CSV parser from scratch
6/6
100.0%
100.0%
3.5
3.50
12.9k
84.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagsparsing, csv, purity
  • Exit code0
  • Timed outFalse
  • Context tokens12,947
  • LLM calls9
  • Tool calls8
  • Compactions0
passed
AD100-ALG-19
S-expression reader/writer
4/4
100.0%
100.0%
3.5
3.50
14.7k
110.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagsparsing, s-expression, recursion-limit
  • Exit code0
  • Timed outFalse
  • Context tokens14,656
  • LLM calls15
  • Tool calls14
  • Compactions0
passed
AD100-ALG-20
word ladder shortest chain
4/4
100.0%
100.0%
3
3.00
13.4k
123.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsgraph, bfs, lexicographic
  • Exit code0
  • Timed outFalse
  • Context tokens13,429
  • LLM calls22
  • Tool calls21
  • Compactions0
passed
AD100-ALG-22
strongly connected components (Tarjan)
3/3 drivers
100.0%
100.0%
3
3.00
8719
77.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsgraph, scc, tarjan
  • Exit code0
  • Timed outFalse
  • Context tokens8,719
  • LLM calls8
  • Tool calls7
  • 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
7800
71.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsdata-structure, segment-tree
  • Exit code0
  • Timed outFalse
  • Context tokens7,800
  • LLM calls9
  • Tool calls8
  • 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
8464
77.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsdata-structure, rmq, sparse-table
  • Exit code0
  • Timed outFalse
  • Context tokens8,464
  • LLM calls11
  • Tool calls10
  • 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
9093
79.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsgeometry, convex-hull
  • Exit code0
  • Timed outFalse
  • Context tokens9,093
  • LLM calls10
  • Tool calls9
  • 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
10.2k
95.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsflow, min-cost-flow, optimization
  • Exit code0
  • Timed outFalse
  • Context tokens10,224
  • LLM calls11
  • Tool calls10
  • 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
14.9k
100.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight6
  • Tagspattern-matching, backtracking
  • Exit code0
  • Timed outFalse
  • Context tokens14,897
  • LLM calls13
  • Tool calls12
  • Compactions0

Failed tests

  • test_question_and_classes
passed
AD100-ALG-30
matrix-chain multiplication
5/5
100.0%
100.0%
3
3.00
10.5k
74.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsdp, parenthesization
  • Exit code0
  • Timed outFalse
  • Context tokens10,537
  • LLM calls9
  • Tool calls8
  • Compactions0
passed
AD100-ALG-31
Huffman coding round-trip
6/6
100.0%
100.0%
3
3.00
10.5k
87.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagshuffman, compression, round-trip
  • Exit code0
  • Timed outFalse
  • Context tokens10,457
  • LLM calls8
  • Tool calls7
  • Compactions0
passed
AD100-ALG-33
big-decimal arithmetic (strings)
4/4 drivers
100.0%
100.0%
3.5
3.50
14.1k
113.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3.5
  • Tagsbignum, arithmetic, strings
  • Exit code0
  • Timed outFalse
  • Context tokens14,148
  • LLM calls13
  • Tool calls12
  • Compactions0

Tests

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

passed
AD100-ALG-34
treap: k-th order statistics
4/4 drivers
100.0%
100.0%
4.5
4.50
10.8k
91.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight4.5
  • Tagstreap, order-statistics, balanced-bst
  • Exit code0
  • Timed outFalse
  • Context tokens10,848
  • LLM calls11
  • Tool calls10
  • Compactions0

Tests

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

passed
AD100-ALG-35
persistent segment tree (versions + k-th)
4/4 drivers
100.0%
100.0%
3
3.00
12.2k
78.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagspersistent-segment-tree, functional-data-structure, versions
  • Exit code0
  • Timed outFalse
  • Context tokens12,247
  • LLM calls7
  • Tool calls6
  • Compactions0

Tests

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

passed
AD100-DBG-11
API contract: exception + aliasing
16/16
100.0%
100.0%
3
3.00
5438
49.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsapi-contract, exception-type, aliasing, defensive-copy
  • Exit code0
  • Timed outFalse
  • Context tokens5,438
  • LLM calls9
  • Tool calls8
  • Compactions0
passed
AD100-DBG-12
int overflow in size arithmetic
4/4 drivers
100.0%
100.0%
3.5
3.50
10.8k
82.6s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagecpp
  • Difficultyeasy
  • Weight3.5
  • Tagsinteger-overflow, size-arithmetic, validation
  • Exit code0
  • Timed outFalse
  • Context tokens10,790
  • LLM calls12
  • Tool calls11
  • 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
6867
65.6s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagecpp
  • Difficultymedium
  • Weight7.5
  • Tagssize-t, underflow, empty-singleton
  • Exit code0
  • Timed outFalse
  • Context tokens6,867
  • LLM calls11
  • Tool calls10
  • 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
3778
37.6s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagshash-order, determinism, nondeterminism, sorting
  • Exit code0
  • Timed outFalse
  • Context tokens3,778
  • LLM calls9
  • Tool calls8
  • Compactions0
passed
AD100-DBG-17
wrong exception type on error path
4/4 drivers
100.0%
100.0%
4.5
4.50
8818
81.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagecpp
  • Difficultyeasy
  • Weight4.5
  • Tagsexception-contract, parsing, error-path
  • Exit code0
  • Timed outFalse
  • Context tokens8,818
  • LLM calls13
  • Tool calls12
  • Compactions0

Tests

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

passed
AD100-DBG-19
multiple interacting bug classes
19/19
100.0%
100.0%
3
3.00
7526
56.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsmulti-bug, mutable-default, off-by-one, exception-contract, aliasing
  • Exit code0
  • Timed outFalse
  • Context tokens7,526
  • LLM calls13
  • Tool calls12
  • Compactions0
passed
AD100-DBG-20
path traversal + expression injection
50/50
100.0%
100.0%
3
3.00
9591
77.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagssecurity, path-traversal, injection, input-validation
  • Exit code0
  • Timed outFalse
  • Context tokens9,591
  • LLM calls11
  • Tool calls10
  • Compactions0
passed
AD100-DBG-21
unseeded RNG / wall-clock dependence
19/19
100.0%
100.0%
3
3.00
7703
71.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsdeterminism, rng, wall-clock, reproducibility
  • Exit code0
  • Timed outFalse
  • Context tokens7,703
  • LLM calls11
  • Tool calls10
  • Compactions0
passed
AD100-DBG-23
erase-while-iterating + related bugs
4/4 drivers
100.0%
100.0%
3
3.00
5789
51.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagserase-while-iterating, vector, iterator, off-by-one
  • Exit code0
  • Timed outFalse
  • Context tokens5,789
  • LLM calls10
  • Tool calls9
  • Compactions0

Tests

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

failed
AD100-DBG-26
snapshot restore service
20/24
83.3%
35.0%
15.5
5.42
17.7k
147.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyhard
  • Weight15.5
  • Tagssecurity-review, cve-derived, filesystem, symlinks, transactional
  • Exit code0
  • Timed outFalse
  • Context tokens17,693
  • LLM calls21
  • Tool calls20
  • Compactions0

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]
passed
AD100-DBG-27
verified block ingestion
44/44
100.0%
100.0%
10
10.00
19.3k
141.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyhard
  • Weight10
  • Tagssecurity-review, cve-derived, integrity, streaming, short-reads
  • Exit code0
  • Timed outFalse
  • Context tokens19,279
  • LLM calls29
  • Tool calls28
  • Compactions0
passed
AD100-DBG-28
indexed document reader
26/26
100.0%
100.0%
3
3.00
25.7k
218.0s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagssecurity-review, cve-derived, parser, progress, random-access
  • Exit code0
  • Timed outFalse
  • Context tokens25,685
  • LLM calls17
  • Tool calls16
  • Compactions0
failed
AD100-DBG-31
stylesheet inspection pipeline
25/33
75.8%
0.0%
22.5
0.00
24.0k
203.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyexpert
  • Weight22.5
  • Tagssecurity-review, cve-derived, tokenizer, escaping, parser-differential
  • Exit code0
  • Timed outFalse
  • Context tokens23,975
  • LLM calls28
  • Tool calls27
  • Compactions0

Failed tests

  • test_regression_quoted_url_token_sequence
  • 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]
failed
AD100-DBG-33
multipart metadata processing
16/19
84.2%
0.0%
13
0.00
23.7k
189.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultymedium
  • Weight13
  • Tagssecurity-review, cve-derived, regex, complexity, multipart
  • Exit code0
  • Timed outFalse
  • Context tokens23,741
  • LLM calls15
  • Tool calls14
  • Compactions0

Failed tests

  • test_regression_batch_atomic
  • 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
22.3k
187.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultymedium
  • Weight6
  • Tagssecurity-review, cve-derived, percent-encoding, utf8, complexity
  • Exit code0
  • Timed outFalse
  • Context tokens22,307
  • LLM calls23
  • Tool calls22
  • Compactions0
failed
AD100-DBG-35
schema identifier registry
19/24
79.2%
0.0%
10.5
0.00
18.5k
140.8s
PI_EXIT

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultymedium
  • Weight10.5
  • Tagssecurity-review, cve-derived, asn1, canonicalization, integer-bounds
  • Exit code0
  • Timed outFalse
  • Context tokens18,526
  • LLM calls24
  • Tool calls23
  • Compactions0

Failed tests

  • test_regression_random_reference
  • 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]
passed
AD100-DBG-36
Walk or drive to the car wash
1/1
100.0%
100.0%
4
4.00
3231
31.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight4
  • Tagsreasoning, deliverable, file-io, single-word-answer
  • Exit code0
  • Timed outFalse
  • Context tokens3,231
  • LLM calls6
  • Tool calls5
  • Compactions0
passed
AD100-DBG-37
Which is larger, 9.11 or 9.9?
1/1
100.0%
100.0%
3
3.00
2492
25.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsreasoning, numeric-literals, deliverable, file-io
  • Exit code0
  • Timed outFalse
  • Context tokens2,492
  • LLM calls5
  • Tool calls4
  • Compactions0
passed
AD100-OPT-17
quicksort worst-case pivot
2/2 drivers
100.0%
100.0%
3
3.00
7350
85.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillaroptimization
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagscomplexity, quicksort, pivot, worst-case
  • Exit code0
  • Timed outFalse
  • Context tokens7,350
  • LLM calls17
  • Tool calls16
  • Compactions0

Tests

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

passed
AD100-PRJ-01
taskcli: TSV task manager
20/20
100.0%
100.0%
3.5
3.50
13.8k
121.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagscli, persistence, exit-codes, json-store
  • Exit code0
  • Timed outFalse
  • Context tokens13,807
  • LLM calls21
  • Tool calls20
  • Compactions0
passed
AD100-PRJ-02
INI config library
3/3 drivers
100.0%
100.0%
3
3.00
9865
85.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsparsing, ini, api-design, exceptions
  • Exit code0
  • Timed outFalse
  • Context tokens9,865
  • LLM calls12
  • Tool calls11
  • Compactions0

Tests

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

failed
AD100-PRJ-08
Markdown→HTML subset
24/26
92.3%
70.0%
22
15.40
32.2k
252.9s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight22
  • Tagsmarkdown, parser, html, escaping
  • Exit code0
  • Timed outFalse
  • Context tokens32,186
  • LLM calls30
  • Tool calls29
  • Compactions0

Failed tests

  • test_empty_input_gives_empty_output
  • test_only_blank_lines
failed
AD100-PRJ-09
KV store: TTL + LRU + snapshot
21/23
91.3%
80.0%
4.5
3.60
15.3k
127.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight4.5
  • Tagskv-store, ttl, lru, persistence
  • Exit code0
  • Timed outFalse
  • Context tokens15,281
  • LLM calls7
  • Tool calls6
  • Compactions0

Failed tests

  • test_corrupt_store
  • 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
17.7k
137.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagscron, schedules, calendar, parsing
  • Exit code0
  • Timed outFalse
  • Context tokens17,660
  • LLM calls16
  • Tool calls15
  • Compactions0
passed
AD100-PRJ-11
access-log analyzer (stats + filters)
16/16
100.0%
100.0%
3.5
3.50
14.6k
108.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagslogs, parsing, aggregation, cli
  • Exit code0
  • Timed outFalse
  • Context tokens14,634
  • LLM calls11
  • Tool calls10
  • Compactions0
failed
AD100-PRJ-12
HTTP/1.1 message parser
1/3 drivers
33.3%
30.0%
5
1.50
29.3k
176.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight5
  • Tagshttp, parser, chunked, protocol
  • Exit code0
  • Timed outFalse
  • Context tokens29,304
  • LLM calls21
  • Tool calls20
  • Compactions0

Tests

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

Failed tests

  • test_basic
  • test_edge
failed
AD100-PRJ-13
mustache-lite template engine
1/3 drivers
33.3%
35.0%
6.5
2.27
18.2k
155.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultymedium
  • Weight6.5
  • Tagstemplates, mustache, html-escaping, recursion
  • Exit code0
  • Timed outFalse
  • Context tokens18,179
  • LLM calls12
  • Tool calls11
  • Compactions0

Tests

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

Failed tests

  • test_edge
  • test_sections
failed
AD100-PRJ-14
mini scripting language interpreter
13/21
61.9%
0.0%
10.5
0.00
36.7k
261.9s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultymedium
  • Weight10.5
  • Tagsinterpreter, lexer, parser, tree-walker, cli
  • Exit code0
  • Timed outFalse
  • Context tokens36,724
  • LLM calls27
  • Tool calls26
  • Compactions0

Failed tests

  • test_while_loops
  • test_functions_and_recursion
  • test_scoping
  • test_list_mutation
  • test_single_line_blocks
  • test_syntax_errors
  • test_runtime_errors
  • test_lists
failed
AD100-PRJ-15
mini pytest (discovery, fixtures, report)
17/18
94.4%
60.0%
4.5
2.70
17.7k
130.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight4.5
  • Tagstest-runner, discovery, fixtures, reporting
  • Exit code0
  • Timed outFalse
  • Context tokens17,665
  • LLM calls20
  • Tool calls19
  • Compactions0

Failed tests

  • test_fixture_assertion_is_error_not_fail
passed
AD100-PRJ-16
Game of Life engine (seeded, census)
11/11
100.0%
100.0%
3.5
3.50
15.6k
117.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagsgame-of-life, simulation, prng, cycle-detection
  • Exit code0
  • Timed outFalse
  • Context tokens15,630
  • LLM calls12
  • Tool calls11
  • Compactions0
passed
AD100-PRJ-17
LZ77+RLE codec with checksum
4/4 drivers
100.0%
100.0%
4.5
4.50
31.3k
221.9s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight4.5
  • Tagscompression, lz77, rle, checksum, codec
  • Exit code0
  • Timed outFalse
  • Context tokens31,252
  • LLM calls28
  • Tool calls27
  • Compactions0

Tests

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

passed
AD100-PRJ-18
discrete-event simulator (deterministic)
4/4 drivers
100.0%
100.0%
3.5
3.50
11.2k
93.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight3.5
  • Tagssimulation, event-queue, deterministic-ordering
  • Exit code0
  • Timed outFalse
  • Context tokens11,177
  • LLM calls10
  • Tool calls9
  • Compactions0

Tests

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

passed
AD100-PRJ-19
C++ mini test framework
4/4 drivers
100.0%
100.0%
3.5
3.50
21.3k
177.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight3.5
  • Tagstest-framework, macros, registry, fixtures
  • Exit code0
  • Timed outFalse
  • Context tokens21,296
  • LLM calls35
  • Tool calls34
  • Compactions0

Tests

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

failed
AD100-PRJ-20
SQL subset engine (DDL/DML/SELECT/JOIN)
0/4 drivers
0.0%
0.0%
15.5
0.00
46.1k
450.2s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyhard
  • Weight15.5
  • Tagssql, parser, join, query-engine
  • Exit code0
  • Timed outFalse
  • Context tokens46,099
  • LLM calls15
  • Tool calls14
  • Compactions0

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
0/8 drivers
0.0%
0.0%
30
0.00
67.0k
506.2s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-1, zip, indexed-access, posix-metadata
  • Exit code0
  • Timed outFalse
  • Context tokens66,976
  • LLM calls45
  • Tool calls44
  • Compactions0

Tests

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

Failed tests

  • test_core
  • test_core_metadata
  • test_core_selection
  • test_errors
  • test_errors_integrity
  • test_errors_structure
  • test_resources
  • test_resources_indexed
failed
AD100-PRJ-22
Silence-aware MP3 splitter
15/18
83.3%
20.0%
11.5
2.30
26.9k
219.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultymedium
  • Weight11.5
  • Tagsmini-project, idea-2
  • Exit code0
  • Timed outFalse
  • Context tokens26,943
  • LLM calls16
  • Tool calls15
  • Compactions0

Failed tests

  • test_core_mixed_bitrate_padding_and_modes
  • test_errors_input_types
  • test_errors_plan_argument_validation
failed
AD100-PRJ-23
FAT32/VFAT filesystem recovery
2/24
8.3%
0.0%
30
0.00
81.2k
726.4s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-3, fat32, vfat, reverse-engineering
  • Exit code0
  • Timed outFalse
  • Context tokens81,247
  • LLM calls49
  • Tool calls48
  • Compactions0

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_reserved_high_bits_and_inactive_fat
  • 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[root]
  • 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
14.1k
96.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight5
  • Tagsmini-project, idea-4
  • Exit code0
  • Timed outFalse
  • Context tokens14,112
  • LLM calls11
  • Tool calls10
  • Compactions0

Failed tests

  • test_errors_group_validation
passed
AD100-PRJ-25
Binary delta generator and applier
3/3 drivers
100.0%
100.0%
6.5
6.50
27.9k
117.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight6.5
  • Tagsmini-project, idea-5
  • Exit code0
  • Timed outFalse
  • Context tokens27,947
  • LLM calls12
  • Tool calls11
  • Compactions0

Tests

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

failed
AD100-PRJ-26
Incremental build tool
39/40
97.5%
80.0%
10
8.00
20.3k
131.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight10
  • Tagsmini-project, idea-6
  • Exit code0
  • Timed outFalse
  • Context tokens20,321
  • LLM calls11
  • Tool calls10
  • Compactions0

Failed tests

  • test_errors_files_missing_path
failed
AD100-PRJ-27
ELF executable inspector
27/79
34.2%
0.0%
21
0.00
154.2k
576.3s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight21
  • Tagsmini-project, idea-7, elf64, binary-recovery, stdlib
  • Exit code0
  • Timed outFalse
  • Context tokens154,198
  • LLM calls35
  • Tool calls34
  • Compactions1

Failed tests

  • test_core_reports[raw-symbols]
  • test_core_reports[multiple-symbols]
  • test_core_reports[rel-symbols]
  • test_core_reports[rel-relocations]
  • test_core_reports[shared-symbols]
  • test_core_reports[buffers-sections]
  • test_core_reports[buffers-symbols]
  • test_core_reports[buffers-relocations]
  • test_core_reports[buffers-segments]
  • test_core_absent_names[sections]
  • test_core_no_tables
  • test_core_numeric_metadata_and_reserved_symbols
  • test_core_review_valid_inputs[sections-null-program]
  • test_core_review_valid_inputs[sections-empty-symbol-names]
  • test_core_review_valid_inputs[sections-symbol-free-relocations]
  • test_core_review_valid_inputs[symbols-empty-symbol-names]
  • test_core_review_valid_inputs[relocations-symbol-free-relocations]
  • 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-type]
  • test_errors_sections[name-range]
  • test_errors_sections[name-end]
  • test_errors_sections[name-start]
  • test_errors_symbols[stride]
  • test_errors_symbols[remainder]
  • 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[remainder]
  • 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[empty-name-bounds]
  • test_errors_review_boundaries[no-table-nonzero-symbol]
  • test_errors_review_boundaries[no-table-wrong-type]
  • test_resources_light_envelope[symbols]
  • test_resources_untrusted_sizes
failed
AD100-PRJ-28
Dependency-aware package resolver
27/29
93.1%
80.0%
9
7.20
13.6k
110.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight9
  • Tagsmini-project, idea-8
  • Exit code0
  • Timed outFalse
  • Context tokens13,578
  • LLM calls11
  • Tool calls10
  • Compactions0

Failed tests

  • test_errors_non_string_version
  • test_errors_catalog_structure
failed
AD100-PRJ-29
RAW Bayer development pipeline
2/3 drivers
66.7%
40.0%
7
2.80
19.8k
127.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight7
  • Tagsmini-project, idea-9
  • Exit code0
  • Timed outFalse
  • Context tokens19,810
  • LLM calls12
  • Tool calls11
  • Compactions0

Tests

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

Failed tests

  • test_core
passed
AD100-PRJ-30
Image registration (translation)
3/3 drivers
100.0%
100.0%
3.5
3.50
14.4k
143.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight3.5
  • Tagsmini-project, idea-10
  • Exit code0
  • Timed outFalse
  • Context tokens14,402
  • LLM calls9
  • Tool calls8
  • Compactions0

Tests

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

failed
AD100-PRJ-31
Score language to WAV synthesizer
10/12
83.3%
20.0%
28
5.60
20.1k
195.9s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyexpert
  • Weight28
  • Tagsmini-project, idea-11
  • Exit code0
  • Timed outFalse
  • Context tokens20,064
  • LLM calls12
  • Tool calls12
  • Compactions0

Failed tests

  • test_core_voice_continuation
  • test_errors_input_type
failed
AD100-PRJ-32
Fixed-timestep 2D physics sandbox
11/12
91.7%
80.0%
9.5
7.60
19.0k
237.9s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight9.5
  • Tagsmini-project, idea-12
  • Exit code0
  • Timed outFalse
  • Context tokens19,028
  • LLM calls8
  • Tool calls7
  • Compactions0

Failed tests

  • test_errors_steps_and_bounds
failed
AD100-PRJ-33
Columnar data compressor
1/3 drivers
33.3%
20.0%
30
6.00
51.2k
342.0s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-13
  • Exit code0
  • Timed outFalse
  • Context tokens51,233
  • LLM calls14
  • Tool calls13
  • Compactions0

Tests

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

Failed tests

  • test_core
  • test_errors
failed
AD100-PRJ-34
DTMF decoder
12/13
92.3%
40.0%
18.5
7.40
18.8k
165.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight18.5
  • Tagsmini-project, idea-14
  • Exit code0
  • Timed outFalse
  • Context tokens18,811
  • LLM calls9
  • Tool calls8
  • Compactions0

Failed tests

  • test_core_quiet_tone_still_found
failed
AD100-PRJ-35
Mobile-robot path planner
11/12
91.7%
40.0%
9.5
3.80
12.4k
84.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultymedium
  • Weight9.5
  • Tagsmini-project, idea-15
  • Exit code0
  • Timed outFalse
  • Context tokens12,442
  • LLM calls12
  • Tool calls11
  • Compactions0

Failed tests

  • test_core_tie_break_deterministic
failed
AD100-PRJ-36
Two-link robot-arm controller
12/14
85.7%
20.0%
23
4.60
19.2k
128.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyexpert
  • Weight23
  • Tagsmini-project, idea-16
  • Exit code0
  • Timed outFalse
  • Context tokens19,161
  • LLM calls14
  • Tool calls13
  • Compactions0

Failed tests

  • test_core_collision_endpoint_and_distance
  • test_errors_configs
failed
AD100-PRJ-37
Fiducial-marker detector
2/3 drivers
66.7%
80.0%
12.5
10.00
36.5k
325.0s
PI_EXIT

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultymedium
  • Weight12.5
  • Tagsmini-project, idea-17
  • Exit code0
  • Timed outFalse
  • Context tokens36,496
  • LLM calls42
  • Tool calls41
  • Compactions0

Tests

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

Failed tests

  • test_errors
passed
AD100-PRJ-38
Multi-object tracker
11/11
100.0%
100.0%
15.5
15.50
13.9k
149.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight15.5
  • Tagsmini-project, idea-18
  • Exit code0
  • Timed outFalse
  • Context tokens13,886
  • LLM calls10
  • Tool calls9
  • Compactions0
failed
AD100-PRJ-39
Parametric audio equalizer
1/3 drivers
33.3%
20.0%
28
5.60
20.1k
189.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyexpert
  • Weight28
  • Tagsmini-project, idea-19
  • Exit code0
  • Timed outFalse
  • Context tokens20,119
  • LLM calls10
  • Tool calls9
  • Compactions0

Tests

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

Failed tests

  • test_core
  • test_errors
failed
AD100-PRJ-40
Barcode scanner (EAN-13)
—
—
0.0%
24
0.00
32.9k
208.9s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyexpert
  • Weight24
  • Tagsmini-project, idea-20
  • Exit code0
  • Timed outFalse
  • Context tokens32,887
  • LLM calls26
  • Tool calls25
  • Compactions0

Tests

C++ test drivers: results unavailable or incomplete.

failed
AD100-PRJ-41
JSONL chat-log to Markdown converter
23/32
71.9%
20.0%
30
6.00
47.5k
275.9s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-21
  • Exit code0
  • Timed outFalse
  • Context tokens47,521
  • LLM calls30
  • Tool calls29
  • Compactions0

Failed tests

  • test_core_unterminated_fence_runs_to_end
  • test_core_tool_result_and_empty_text
  • test_core_note_empty_text_is_prefix_only
  • test_errors_unknown_type
  • test_errors_empty_role
  • test_errors_tool_call_fields
  • test_errors_tool_result_call
  • test_errors_text_type
  • test_errors_non_string_line
failed
AD100-PRJ-42
RFC 3986 URL utility
75/129
58.1%
0.0%
30
0.00
61.1k
394.1s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-22, rfc3986, native-oracle
  • Exit code0
  • Timed outFalse
  • Context tokens61,080
  • LLM calls35
  • Tool calls34
  • Compactions0

Failed tests

  • test_core_rfc3986_resolution[#s-http://a/b/c/d;p?q#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/]
  • 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_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_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://h:8a/]
  • test_errors_malformed_url[http://h:\u0661/]
  • test_errors_malformed_url[http://[::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[http://h/\ud800]
  • test_errors_malformed_url[http://h/a\xa0b]
  • 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[decode-args15-kwargs15]
  • test_errors_api_types_and_escapes[get_query-args17-kwargs17]
  • test_errors_api_types_and_escapes[get_query-args18-kwargs18]
  • test_errors_all_input_length_limits
  • test_resources_parse_normalize_100000
  • test_resources_long_zero_port
failed
AD100-PRJ-43
Nonlinear least-squares solver
2/3 drivers
66.7%
40.0%
7.5
3.00
24.0k
163.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultymedium
  • Weight7.5
  • Tagsmini-project, idea-23
  • Exit code0
  • Timed outFalse
  • Context tokens23,983
  • LLM calls13
  • Tool calls12
  • Compactions0

Tests

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

Failed tests

  • test_core
passed
AD100-PRJ-44
IBAN and credit-card validator
9/9
100.0%
100.0%
6
6.00
14.2k
119.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight6
  • Tagsmini-project, idea-24
  • Exit code0
  • Timed outFalse
  • Context tokens14,187
  • LLM calls9
  • Tool calls8
  • Compactions0
passed
AD100-PRJ-45
Arbitrary-precision integer arithmetic
3/3 drivers
100.0%
100.0%
14.5
14.50
35.5k
265.0s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyhard
  • Weight14.5
  • Tagsmini-project, idea-25
  • Exit code0
  • Timed outFalse
  • Context tokens35,463
  • LLM calls19
  • Tool calls18
  • Compactions0

Tests

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

passed
AD100-PRJ-47
Recover a hidden phrase from an executable
6/6
100.0%
100.0%
5.5
5.50
41.2k
171.8s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultymedium
  • Weight5.5
  • Tagsmini-project, idea-27
  • Exit code0
  • Timed outFalse
  • Context tokens41,189
  • LLM calls25
  • Tool calls24
  • Compactions0
failed
AD100-PRJ-48
Black-box image transformation utility clone
—
—
0.0%
30
0.00
30.5k
238.9s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-28
  • Exit code0
  • Timed outFalse
  • Context tokens30,514
  • LLM calls42
  • Tool calls41
  • Compactions0

Tests

C++ test drivers: results unavailable or incomplete.

failed
AD100-PRJ-49
Closed-loop differential-drive line follower
12/21
57.1%
40.0%
13.5
5.40
13.6k
109.7s
SUBMITTED

Challenge

  • Observed modelsunsloth/gemma-4-31B-it-GGUF:UD-Q4_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight13.5
  • Tagsmini-project, idea-29
  • Exit code0
  • Timed outFalse
  • Context tokens13,573
  • LLM calls12
  • Tool calls11
  • Compactions0

Failed tests

  • 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]