Qwen3.8-27B-UD-Q2_K_XL (UD v3.1)

unsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL Q8_0 KV cache

Observed from session logs: unsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL

run Qwen3.8-27B-UD-Q2_K_XL_v3.1 · requested model default · generated 2026-11-13T07:42:08+00:00 · 78 challenges

46passed
32failed
0error
78.0%avg tests
306.82 / 744.00final score
41.2%of max
3.6Mcontext tokens
46.5kavg tokens/task
10compactions
passed
AD100-ALG-02
Dijkstra shortest paths
2/2 drivers
100.0%
100.0%
3
3.00
9799
70.1s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsgraphs, dijkstra, priority-queue
  • Exit code0
  • Timed outFalse
  • Context tokens9,799
  • LLM calls18
  • Tool calls21
  • 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
62.1k
565.8s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsparsing, recursive-descent, unicode
  • Exit code0
  • Timed outFalse
  • Context tokens62,098
  • LLM calls46
  • Tool calls45
  • Compactions0
passed
AD100-ALG-16
RFC-4180 CSV parser from scratch
6/6
100.0%
100.0%
3.5
3.50
46.5k
479.6s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagsparsing, csv, purity
  • Exit code0
  • Timed outFalse
  • Context tokens46,527
  • LLM calls31
  • Tool calls32
  • Compactions0
passed
AD100-ALG-19
S-expression reader/writer
4/4
100.0%
100.0%
3.5
3.50
13.4k
99.3s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagsparsing, s-expression, recursion-limit
  • Exit code0
  • Timed outFalse
  • Context tokens13,439
  • LLM calls12
  • Tool calls11
  • Compactions0
passed
AD100-ALG-20
word ladder shortest chain
4/4
100.0%
100.0%
3
3.00
19.6k
243.7s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsgraph, bfs, lexicographic
  • Exit code0
  • Timed outFalse
  • Context tokens19,596
  • LLM calls22
  • Tool calls21
  • Compactions0
passed
AD100-ALG-22
strongly connected components (Tarjan)
3/3 drivers
100.0%
100.0%
3
3.00
11.3k
129.4s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsgraph, scc, tarjan
  • Exit code0
  • Timed outFalse
  • Context tokens11,341
  • LLM calls16
  • Tool calls17
  • 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
9454
84.2s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsdata-structure, segment-tree
  • Exit code0
  • Timed outFalse
  • Context tokens9,454
  • LLM calls16
  • Tool calls17
  • 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
4550
25.0s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsdata-structure, rmq, sparse-table
  • Exit code0
  • Timed outFalse
  • Context tokens4,550
  • LLM calls7
  • Tool calls8
  • 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
23.6k
345.1s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsgeometry, convex-hull
  • Exit code0
  • Timed outFalse
  • Context tokens23,627
  • LLM calls12
  • Tool calls13
  • 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
17.2k
194.6s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsflow, min-cost-flow, optimization
  • Exit code0
  • Timed outFalse
  • Context tokens17,161
  • LLM calls14
  • Tool calls13
  • Compactions0

Tests

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

passed
AD100-ALG-29
glob matcher (*, ?, classes)
5/5
100.0%
100.0%
6
6.00
15.3k
480.6s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight6
  • Tagspattern-matching, backtracking
  • Exit code0
  • Timed outFalse
  • Context tokens15,268
  • LLM calls13
  • Tool calls15
  • Compactions0
passed
AD100-ALG-30
matrix-chain multiplication
5/5
100.0%
100.0%
3
3.00
8238
70.2s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsdp, parenthesization
  • Exit code0
  • Timed outFalse
  • Context tokens8,238
  • LLM calls8
  • Tool calls7
  • Compactions0
passed
AD100-ALG-31
Huffman coding round-trip
6/6
100.0%
100.0%
3
3.00
12.4k
164.4s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagshuffman, compression, round-trip
  • Exit code0
  • Timed outFalse
  • Context tokens12,435
  • LLM calls14
  • Tool calls13
  • Compactions0
failed
AD100-ALG-33
big-decimal arithmetic (strings)
0/4 drivers
0.0%
0.0%
3.5
0.00
44.2k
482.5s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3.5
  • Tagsbignum, arithmetic, strings
  • Exit code0
  • Timed outFalse
  • Context tokens44,171
  • LLM calls50
  • Tool calls52
  • Compactions0

Tests

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

Failed tests

  • test_basic
  • test_edge
  • test_property
  • test_scale
passed
AD100-ALG-34
treap: k-th order statistics
4/4 drivers
100.0%
100.0%
4.5
4.50
34.6k
480.5s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight4.5
  • Tagstreap, order-statistics, balanced-bst
  • Exit code0
  • Timed outFalse
  • Context tokens34,600
  • LLM calls44
  • Tool calls46
  • 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
15.7k
166.5s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaralgorithmic
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagspersistent-segment-tree, functional-data-structure, versions
  • Exit code0
  • Timed outFalse
  • Context tokens15,670
  • LLM calls18
  • Tool calls19
  • 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
7720
54.7s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsapi-contract, exception-type, aliasing, defensive-copy
  • Exit code0
  • Timed outFalse
  • Context tokens7,720
  • LLM calls9
  • Tool calls9
  • Compactions0
passed
AD100-DBG-12
int overflow in size arithmetic
4/4 drivers
100.0%
100.0%
3.5
3.50
7494
53.7s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagecpp
  • Difficultyeasy
  • Weight3.5
  • Tagsinteger-overflow, size-arithmetic, validation
  • Exit code0
  • Timed outFalse
  • Context tokens7,494
  • LLM calls12
  • Tool calls13
  • 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
4361
18.6s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagecpp
  • Difficultymedium
  • Weight7.5
  • Tagssize-t, underflow, empty-singleton
  • Exit code0
  • Timed outFalse
  • Context tokens4,361
  • LLM calls6
  • Tool calls7
  • 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
3400
10.7s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagshash-order, determinism, nondeterminism, sorting
  • Exit code0
  • Timed outFalse
  • Context tokens3,400
  • LLM calls6
  • Tool calls6
  • Compactions0
failed
AD100-DBG-17
wrong exception type on error path
3/4 drivers
75.0%
40.0%
4.5
1.80
16.8k
82.7s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagecpp
  • Difficultyeasy
  • Weight4.5
  • Tagsexception-contract, parsing, error-path
  • Exit code0
  • Timed outFalse
  • Context tokens16,766
  • LLM calls17
  • Tool calls17
  • 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
4429
22.6s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsmulti-bug, mutable-default, off-by-one, exception-contract, aliasing
  • Exit code0
  • Timed outFalse
  • Context tokens4,429
  • LLM calls6
  • Tool calls6
  • Compactions0
passed
AD100-DBG-20
path traversal + expression injection
50/50
100.0%
100.0%
3
3.00
12.1k
93.7s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagssecurity, path-traversal, injection, input-validation
  • Exit code0
  • Timed outFalse
  • Context tokens12,073
  • LLM calls10
  • Tool calls10
  • Compactions0
passed
AD100-DBG-21
unseeded RNG / wall-clock dependence
19/19
100.0%
100.0%
3
3.00
6088
45.6s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsdeterminism, rng, wall-clock, reproducibility
  • Exit code0
  • Timed outFalse
  • Context tokens6,088
  • LLM calls8
  • Tool calls8
  • Compactions0
passed
AD100-DBG-23
erase-while-iterating + related bugs
4/4 drivers
100.0%
100.0%
3
3.00
9773
56.7s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagserase-while-iterating, vector, iterator, off-by-one
  • Exit code0
  • Timed outFalse
  • Context tokens9,773
  • LLM calls17
  • Tool calls17
  • Compactions0

Tests

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

passed
AD100-DBG-26
snapshot restore service
24/24
100.0%
100.0%
15.5
15.50
30.3k
243.0s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyhard
  • Weight15.5
  • Tagssecurity-review, cve-derived, filesystem, symlinks, transactional
  • Exit code0
  • Timed outFalse
  • Context tokens30,316
  • LLM calls22
  • Tool calls24
  • Compactions0
failed
AD100-DBG-27
verified block ingestion
43/44
97.7%
65.0%
10
6.50
31.6k
486.1s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyhard
  • Weight10
  • Tagssecurity-review, cve-derived, integrity, streaming, short-reads
  • Exit code0
  • Timed outFalse
  • Context tokens31,597
  • LLM calls35
  • Tool calls39
  • Compactions0

Failed tests

  • test_regression_independent_empty_block
passed
AD100-DBG-28
indexed document reader
26/26
100.0%
100.0%
3
3.00
47.0k
446.2s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagssecurity-review, cve-derived, parser, progress, random-access
  • Exit code0
  • Timed outFalse
  • Context tokens47,013
  • LLM calls37
  • Tool calls38
  • Compactions0
failed
AD100-DBG-31
stylesheet inspection pipeline
26/33
78.8%
35.0%
22.5
7.87
51.2k
465.1s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyexpert
  • Weight22.5
  • Tagssecurity-review, cve-derived, tokenizer, escaping, parser-differential
  • Exit code0
  • Timed outFalse
  • Context tokens51,176
  • LLM calls38
  • Tool calls45
  • Compactions0

Failed tests

  • 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
17/19
89.5%
35.0%
13
4.55
67.7k
614.3s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultymedium
  • Weight13
  • Tagssecurity-review, cve-derived, regex, complexity, multipart
  • Exit code0
  • Timed outFalse
  • Context tokens67,667
  • LLM calls38
  • Tool calls47
  • Compactions0

Failed tests

  • test_security_long_unassigned_parameter
  • test_security_large_malformed_then_valid
failed
AD100-DBG-34
URL text and form gateway
24/29
82.8%
35.0%
6
2.10
24.9k
721.5s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultymedium
  • Weight6
  • Tagssecurity-review, cve-derived, percent-encoding, utf8, complexity
  • Exit code0
  • Timed outFalse
  • Context tokens24,886
  • LLM calls9
  • Tool calls15
  • Compactions0

Failed tests

  • test_security_no_cascading[%2541x%41%zz-%41xA%zz]
  • test_security_no_cascading[%252Bx%2B-%2Bx+]
  • test_security_no_cascading[%25C3%25A9x%C3%A9-%C3%A9x\xe9]
  • test_security_many_distinct_runs
  • test_security_form_boundaries
failed
AD100-DBG-35
schema identifier registry
17/24
70.8%
0.0%
10.5
0.00
38.1k
316.0s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultymedium
  • Weight10.5
  • Tagssecurity-review, cve-derived, asn1, canonicalization, integer-bounds
  • Exit code0
  • Timed outFalse
  • Context tokens38,082
  • LLM calls24
  • Tool calls32
  • Compactions0

Failed tests

  • test_regression_random_reference
  • test_regression_malformed_wire[\x80\x00]
  • test_regression_malformed_wire[\x81]
  • 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
3765
18.6s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight4
  • Tagsreasoning, deliverable, file-io, single-word-answer
  • Exit code0
  • Timed outFalse
  • Context tokens3,765
  • 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
2924
23.6s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillardebugging
  • Languagepython
  • Difficultyeasy
  • Weight3
  • Tagsreasoning, numeric-literals, deliverable, file-io
  • Exit code0
  • Timed outFalse
  • Context tokens2,924
  • LLM calls5
  • Tool calls4
  • Compactions0
passed
AD100-OPT-17
quicksort worst-case pivot
2/2 drivers
100.0%
100.0%
3
3.00
40.8k
334.1s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillaroptimization
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagscomplexity, quicksort, pivot, worst-case
  • Exit code0
  • Timed outFalse
  • Context tokens40,780
  • LLM calls29
  • Tool calls30
  • 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
11.4k
85.2s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagscli, persistence, exit-codes, json-store
  • Exit code0
  • Timed outFalse
  • Context tokens11,429
  • LLM calls8
  • Tool calls9
  • Compactions0
passed
AD100-PRJ-02
INI config library
3/3 drivers
100.0%
100.0%
3
3.00
18.8k
144.4s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight3
  • Tagsparsing, ini, api-design, exceptions
  • Exit code0
  • Timed outFalse
  • Context tokens18,780
  • LLM calls26
  • Tool calls26
  • Compactions0

Tests

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

failed
AD100-PRJ-08
Markdown→HTML subset
24/26
92.3%
30.0%
22
6.60
29.6k
262.8s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight22
  • Tagsmarkdown, parser, html, escaping
  • Exit code0
  • Timed outFalse
  • Context tokens29,558
  • LLM calls15
  • Tool calls15
  • Compactions0

Failed tests

  • test_inline_code_bold_italic
  • test_unmatched_markers_stay_literal
passed
AD100-PRJ-09
KV store: TTL + LRU + snapshot
23/23
100.0%
100.0%
4.5
4.50
24.8k
204.8s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight4.5
  • Tagskv-store, ttl, lru, persistence
  • Exit code0
  • Timed outFalse
  • Context tokens24,804
  • LLM calls21
  • Tool calls24
  • Compactions0
passed
AD100-PRJ-10
cron next-fire calculator
21/21
100.0%
100.0%
3.5
3.50
31.2k
262.9s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagscron, schedules, calendar, parsing
  • Exit code0
  • Timed outFalse
  • Context tokens31,235
  • LLM calls20
  • Tool calls22
  • Compactions0
passed
AD100-PRJ-11
access-log analyzer (stats + filters)
16/16
100.0%
100.0%
3.5
3.50
20.2k
170.6s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagslogs, parsing, aggregation, cli
  • Exit code0
  • Timed outFalse
  • Context tokens20,164
  • LLM calls14
  • Tool calls17
  • Compactions0
passed
AD100-PRJ-12
HTTP/1.1 message parser
3/3 drivers
100.0%
100.0%
5
5.00
52.8k
480.8s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight5
  • Tagshttp, parser, chunked, protocol
  • Exit code0
  • Timed outFalse
  • Context tokens52,757
  • LLM calls37
  • Tool calls38
  • Compactions0

Tests

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

passed
AD100-PRJ-13
mustache-lite template engine
3/3 drivers
100.0%
100.0%
6.5
6.50
37.9k
482.3s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultymedium
  • Weight6.5
  • Tagstemplates, mustache, html-escaping, recursion
  • Exit code0
  • Timed outFalse
  • Context tokens37,864
  • LLM calls34
  • Tool calls35
  • Compactions0

Tests

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

failed
AD100-PRJ-14
mini scripting language interpreter
5/21
23.8%
0.0%
10.5
0.00
51.4k
481.3s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultymedium
  • Weight10.5
  • Tagsinterpreter, lexer, parser, tree-walker, cli
  • Exit code0
  • Timed outFalse
  • Context tokens51,413
  • LLM calls16
  • Tool calls18
  • Compactions0

Failed tests

  • test_if_elif_else
  • test_while_loops
  • test_nested_while
  • test_functions_and_recursion
  • test_scoping
  • test_list_mutation
  • test_syntax_errors
  • test_runtime_errors
  • test_call_depth
  • test_partial_output_kept
  • test_division_semantics
  • test_strings
  • test_bools_nil_equality
  • test_lists
  • test_variables
  • test_comments
passed
AD100-PRJ-15
mini pytest (discovery, fixtures, report)
18/18
100.0%
100.0%
4.5
4.50
28.4k
251.9s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight4.5
  • Tagstest-runner, discovery, fixtures, reporting
  • Exit code0
  • Timed outFalse
  • Context tokens28,438
  • LLM calls19
  • Tool calls21
  • Compactions0
passed
AD100-PRJ-16
Game of Life engine (seeded, census)
11/11
100.0%
100.0%
3.5
3.50
71.4k
481.2s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight3.5
  • Tagsgame-of-life, simulation, prng, cycle-detection
  • Exit code0
  • Timed outFalse
  • Context tokens71,416
  • LLM calls24
  • Tool calls27
  • Compactions0
passed
AD100-PRJ-17
LZ77+RLE codec with checksum
4/4 drivers
100.0%
100.0%
4.5
4.50
34.0k
481.2s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight4.5
  • Tagscompression, lz77, rle, checksum, codec
  • Exit code0
  • Timed outFalse
  • Context tokens34,013
  • LLM calls13
  • Tool calls14
  • 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
22.2k
481.5s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight3.5
  • Tagssimulation, event-queue, deterministic-ordering
  • Exit code0
  • Timed outFalse
  • Context tokens22,216
  • LLM calls11
  • Tool calls12
  • 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
16.5k
117.7s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight3.5
  • Tagstest-framework, macros, registry, fixtures
  • Exit code0
  • Timed outFalse
  • Context tokens16,472
  • LLM calls15
  • Tool calls17
  • 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
37.4k
343.0s
PI_EXIT

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyhard
  • Weight15.5
  • Tagssql, parser, join, query-engine
  • Exit code0
  • Timed outFalse
  • Context tokens37,375
  • LLM calls4
  • Tool calls4
  • 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
170.8k
1200.1s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-1, zip, indexed-access, posix-metadata
  • Exit code0
  • Timed outFalse
  • Context tokens170,844
  • LLM calls89
  • Tool calls92
  • Compactions1

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
passed
AD100-PRJ-22
Silence-aware MP3 splitter
18/18
100.0%
100.0%
11.5
11.50
124.5k
772.5s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultymedium
  • Weight11.5
  • Tagsmini-project, idea-2
  • Exit code0
  • Timed outFalse
  • Context tokens124,462
  • LLM calls47
  • Tool calls46
  • Compactions1
failed
AD100-PRJ-23
FAT32/VFAT filesystem recovery
0/24
0.0%
0.0%
30
0.00
79.4k
1200.2s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-3, fat32, vfat, reverse-engineering
  • Exit code0
  • Timed outFalse
  • Context tokens79,420
  • LLM calls29
  • Tool calls29
  • 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_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[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
passed
AD100-PRJ-24
Image similarity and grouping
17/17
100.0%
100.0%
5
5.00
45.8k
436.1s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight5
  • Tagsmini-project, idea-4
  • Exit code0
  • Timed outFalse
  • Context tokens45,832
  • LLM calls29
  • Tool calls27
  • Compactions0
failed
AD100-PRJ-25
Binary delta generator and applier
0/3 drivers
0.0%
0.0%
6.5
0.00
37.2k
383.1s
PI_EXIT

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight6.5
  • Tagsmini-project, idea-5
  • Exit code0
  • Timed outFalse
  • Context tokens37,182
  • LLM calls3
  • Tool calls2
  • Compactions0

Tests

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

Failed tests

  • test_core
  • test_errors
  • test_resources
passed
AD100-PRJ-26
Incremental build tool
40/40
100.0%
100.0%
10
10.00
32.5k
1200.2s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight10
  • Tagsmini-project, idea-6
  • Exit code0
  • Timed outFalse
  • Context tokens32,496
  • LLM calls23
  • Tool calls23
  • Compactions0
failed
AD100-PRJ-27
ELF executable inspector
0/79
0.0%
0.0%
21
0.00
252.3k
1202.2s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight21
  • Tagsmini-project, idea-7, elf64, binary-recovery, stdlib
  • Exit code0
  • Timed outFalse
  • Context tokens252,323
  • LLM calls104
  • Tool calls103
  • Compactions2

Failed tests

  • test_core_reports[raw-sections]
  • test_core_reports[raw-symbols]
  • test_core_reports[raw-relocations]
  • test_core_reports[raw-segments]
  • test_core_reports[multiple-sections]
  • test_core_reports[multiple-symbols]
  • test_core_reports[multiple-relocations]
  • test_core_reports[multiple-segments]
  • test_core_reports[rel-sections]
  • test_core_reports[rel-symbols]
  • test_core_reports[rel-relocations]
  • test_core_reports[rel-segments]
  • test_core_reports[shared-sections]
  • test_core_reports[shared-symbols]
  • test_core_reports[shared-relocations]
  • test_core_reports[shared-segments]
  • 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_absent_names[symbols]
  • test_core_absent_names[relocations]
  • test_core_absent_names[segments]
  • test_core_no_tables
  • test_core_numeric_metadata_and_reserved_symbols
  • test_core_accessed_tables_only
  • 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-null-program]
  • test_core_review_valid_inputs[symbols-empty-symbol-names]
  • test_core_review_valid_inputs[symbols-symbol-free-relocations]
  • test_core_review_valid_inputs[relocations-null-program]
  • test_core_review_valid_inputs[relocations-empty-symbol-names]
  • test_core_review_valid_inputs[relocations-symbol-free-relocations]
  • test_core_review_valid_inputs[segments-null-program]
  • test_core_review_valid_inputs[segments-empty-symbol-names]
  • test_core_review_valid_inputs[segments-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-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[empty-name-bounds]
  • 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_light_envelope[sections]
  • test_resources_light_envelope[symbols]
  • test_resources_light_envelope[relocations]
  • test_resources_light_envelope[segments]
  • test_resources_untrusted_sizes
passed
AD100-PRJ-28
Dependency-aware package resolver
29/29
100.0%
100.0%
9
9.00
64.4k
596.4s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight9
  • Tagsmini-project, idea-8
  • Exit code0
  • Timed outFalse
  • Context tokens64,415
  • LLM calls48
  • Tool calls47
  • Compactions0
failed
AD100-PRJ-29
RAW Bayer development pipeline
2/3 drivers
66.7%
40.0%
7
2.80
54.0k
831.7s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight7
  • Tagsmini-project, idea-9
  • Exit code0
  • Timed outFalse
  • Context tokens53,952
  • LLM calls67
  • Tool calls68
  • Compactions0

Tests

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

Failed tests

  • test_core
failed
AD100-PRJ-30
Image registration (translation)
2/3 drivers
66.7%
40.0%
3.5
1.40
38.7k
1200.1s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyeasy
  • Weight3.5
  • Tagsmini-project, idea-10
  • Exit code0
  • Timed outFalse
  • Context tokens38,654
  • LLM calls33
  • Tool calls35
  • Compactions0

Tests

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

Failed tests

  • test_core
failed
AD100-PRJ-31
Score language to WAV synthesizer
8/12
66.7%
20.0%
28
5.60
122.8k
1202.1s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyexpert
  • Weight28
  • Tagsmini-project, idea-11
  • Exit code0
  • Timed outFalse
  • Context tokens122,755
  • LLM calls81
  • Tool calls80
  • Compactions1

Failed tests

  • test_core_reference_match
  • test_core_voice_continuation
  • test_resources_long_score
  • test_resources_many_voices
failed
AD100-PRJ-32
Fixed-timestep 2D physics sandbox
10/12
83.3%
20.0%
9.5
1.90
34.0k
257.9s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight9.5
  • Tagsmini-project, idea-12
  • Exit code0
  • Timed outFalse
  • Context tokens34,010
  • LLM calls20
  • Tool calls20
  • Compactions0

Failed tests

  • test_core_bounds_reflection
  • test_resources_many_bodies
failed
AD100-PRJ-33
Columnar data compressor
1/3 drivers
33.3%
20.0%
30
6.00
143.7k
952.8s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-13
  • Exit code0
  • Timed outFalse
  • Context tokens143,650
  • LLM calls81
  • Tool calls81
  • Compactions1

Tests

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

Failed tests

  • test_core
  • test_errors
failed
AD100-PRJ-34
DTMF decoder
0/13
0.0%
0.0%
18.5
0.00
37.0k
365.1s
PI_EXIT

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight18.5
  • Tagsmini-project, idea-14
  • Exit code0
  • Timed outFalse
  • Context tokens37,043
  • LLM calls3
  • Tool calls3
  • Compactions0

Failed tests

  • test_core_all_twelve_symbols
  • test_core_timing_frames
  • test_core_quiet_tone_still_found
  • test_core_very_quiet_tone_ignored
  • test_core_noise_tolerant
  • test_core_distractor_frequency_ignored
  • test_core_short_blip_rejected
  • test_core_gap_bridging
  • test_core_sample_rate_16000
  • test_errors_bad_container
  • test_errors_bad_format
  • test_errors_truncated_chunks
  • test_resources_one_minute_audio
passed
AD100-PRJ-35
Mobile-robot path planner
12/12
100.0%
100.0%
9.5
9.50
25.2k
215.8s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultymedium
  • Weight9.5
  • Tagsmini-project, idea-15
  • Exit code0
  • Timed outFalse
  • Context tokens25,160
  • LLM calls24
  • Tool calls24
  • Compactions0
failed
AD100-PRJ-36
Two-link robot-arm controller
11/14
78.6%
20.0%
23
4.60
46.6k
374.1s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyexpert
  • Weight23
  • Tagsmini-project, idea-16
  • Exit code0
  • Timed outFalse
  • Context tokens46,585
  • LLM calls16
  • Tool calls17
  • Compactions0

Failed tests

  • test_core_two_elbow_solutions
  • test_core_selection_nearest_current
  • test_errors_configs
failed
AD100-PRJ-37
Fiducial-marker detector
2/3 drivers
66.7%
80.0%
12.5
10.00
75.7k
1202.1s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultymedium
  • Weight12.5
  • Tagsmini-project, idea-17
  • Exit code0
  • Timed outFalse
  • Context tokens75,715
  • LLM calls25
  • Tool calls27
  • Compactions0

Tests

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

Failed tests

  • test_errors
failed
AD100-PRJ-38
Multi-object tracker
0/11
0.0%
0.0%
15.5
0.00
37.2k
373.1s
PI_EXIT

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight15.5
  • Tagsmini-project, idea-18
  • Exit code0
  • Timed outFalse
  • Context tokens37,211
  • LLM calls3
  • Tool calls5
  • Compactions0

Failed tests

  • test_core_gap_then_reappear
  • test_core_gap_within_max_misses
  • test_core_gating_creates_new_track
  • test_core_spurious_detection_short_track
  • test_core_crossing_identity_swap
  • test_core_max_misses_zero
  • test_core_greedy_prefers_global_order
  • test_core_random_consistency
  • test_errors_frames
  • test_errors_params
  • test_resources_many_frames
failed
AD100-PRJ-39
Parametric audio equalizer
1/3 drivers
33.3%
20.0%
28
5.60
65.9k
480.2s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyexpert
  • Weight28
  • Tagsmini-project, idea-19
  • Exit code0
  • Timed outFalse
  • Context tokens65,895
  • LLM calls68
  • Tool calls69
  • Compactions0

Tests

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

Failed tests

  • test_core
  • test_errors
passed
AD100-PRJ-40
Barcode scanner (EAN-13)
3/3 drivers
100.0%
100.0%
24
24.00
69.2k
1202.2s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyexpert
  • Weight24
  • Tagsmini-project, idea-20
  • Exit code0
  • Timed outFalse
  • Context tokens69,151
  • LLM calls55
  • Tool calls57
  • Compactions0

Tests

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

failed
AD100-PRJ-41
JSONL chat-log to Markdown converter
26/32
81.2%
20.0%
30
6.00
73.3k
529.3s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-21
  • Exit code0
  • Timed outFalse
  • Context tokens73,296
  • LLM calls22
  • Tool calls23
  • Compactions0

Failed tests

  • test_core_unterminated_fence_runs_to_end
  • test_core_tool_result_and_empty_text
  • test_core_message_default_text
  • test_errors_blank_line
  • test_errors_unknown_type
  • test_errors_empty_role
failed
AD100-PRJ-42
RFC 3986 URL utility
0/129
0.0%
0.0%
30
0.00
160.8k
1202.0s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-22, rfc3986, native-oracle
  • Exit code0
  • Timed outFalse
  • Context tokens160,776
  • LLM calls42
  • Tool calls42
  • Compactions1

Failed tests

  • test_core_rfc3986_resolution[g:h-g:h]
  • 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/g]
  • test_core_rfc3986_resolution[//g-http://g]
  • test_core_rfc3986_resolution[?y-http://a/b/c/d;p?y]
  • 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[../-http://a/b/]
  • test_core_rfc3986_resolution[../g-http://a/b/g]
  • test_core_rfc3986_resolution[../..-http://a/]
  • test_core_rfc3986_resolution[../../-http://a/]
  • test_core_rfc3986_resolution[../../g-http://a/g]
  • test_core_rfc3986_resolution[../../../g-http://a/g]
  • test_core_rfc3986_resolution[../../../../g-http://a/g]
  • 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/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_rfc3986_resolution[http:g-http:g]
  • test_core_parse_tricky
  • test_core_normalize_specific
  • test_core_normalize_idempotent_fuzz
  • test_core_encode_component_presets
  • test_core_decode_replacement
  • test_core_get_query_plus_and_repeats
  • 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_decode_maximal_subparts[%E2%82-\ufffd]
  • test_core_decode_maximal_subparts[%ED%A0%80-\ufffd\ufffd\ufffd]
  • test_core_decode_maximal_subparts[%C0%AF%F4%90%80%80-\ufffd\ufffd\ufffd\ufffd\ufffd\ufffd]
  • test_core_decode_maximal_subparts[caf\xe9%2B+-caf\xe9++]
  • test_core_query_delimiters_and_types
  • test_core_encode_full_ascii_and_safe_percent
  • 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/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://ex\xe4mple/]
  • 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-args0-kwargs0]
  • test_errors_api_types_and_escapes[parse-args1-kwargs1]
  • test_errors_api_types_and_escapes[parse-args2-kwargs2]
  • 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[normalize-args6-kwargs6]
  • test_errors_api_types_and_escapes[encode-args7-kwargs7]
  • test_errors_api_types_and_escapes[encode-args8-kwargs8]
  • test_errors_api_types_and_escapes[encode-args9-kwargs9]
  • 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-args12-kwargs12]
  • test_errors_api_types_and_escapes[decode-args13-kwargs13]
  • test_errors_api_types_and_escapes[decode-args14-kwargs14]
  • test_errors_api_types_and_escapes[decode-args15-kwargs15]
  • test_errors_api_types_and_escapes[get_query-args16-kwargs16]
  • test_errors_api_types_and_escapes[get_query-args17-kwargs17]
  • test_errors_api_types_and_escapes[get_query-args18-kwargs18]
  • test_errors_api_types_and_escapes[get_query-args19-kwargs19]
  • test_errors_api_types_and_escapes[set_query-args20-kwargs20]
  • 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-args24-kwargs24]
  • test_errors_api_types_and_escapes[set_query-args25-kwargs25]
  • test_errors_api_types_and_escapes[set_query-args26-kwargs26]
  • test_errors_api_types_and_escapes[set_query-args27-kwargs27]
  • test_errors_all_input_length_limits
  • test_resources_parse_normalize_100000
  • test_resources_encode_decode_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
167.0k
1202.1s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultymedium
  • Weight7.5
  • Tagsmini-project, idea-23
  • Exit code0
  • Timed outFalse
  • Context tokens166,959
  • LLM calls32
  • Tool calls33
  • Compactions1

Tests

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

Failed tests

  • test_core
  • test_resources
failed
AD100-PRJ-44
IBAN and credit-card validator
7/9
77.8%
40.0%
6
2.40
58.2k
407.1s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyeasy
  • Weight6
  • Tagsmini-project, idea-24
  • Exit code0
  • Timed outFalse
  • Context tokens58,189
  • LLM calls36
  • Tool calls35
  • Compactions0

Failed tests

  • test_core_all_countries
  • test_core_luhn_reference
failed
AD100-PRJ-45
Arbitrary-precision integer arithmetic
1/3 drivers
33.3%
20.0%
14.5
2.90
79.8k
1200.2s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyhard
  • Weight14.5
  • Tagsmini-project, idea-25
  • Exit code0
  • Timed outFalse
  • Context tokens79,850
  • LLM calls68
  • Tool calls70
  • Compactions0

Tests

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

Failed tests

  • test_core
  • test_resources
passed
AD100-PRJ-47
Recover a hidden phrase from an executable
6/6
100.0%
100.0%
5.5
5.50
17.3k
83.7s

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultymedium
  • Weight5.5
  • Tagsmini-project, idea-27
  • Exit code0
  • Timed outFalse
  • Context tokens17,253
  • LLM calls14
  • Tool calls15
  • Compactions0
failed
AD100-PRJ-48
Black-box image transformation utility clone
—
—
0.0%
30
0.00
205.6k
1202.1s
DEADLINE

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagecpp
  • Difficultyexpert
  • Weight30
  • Tagsmini-project, idea-28
  • Exit code0
  • Timed outFalse
  • Context tokens205,604
  • LLM calls28
  • Tool calls30
  • Compactions2

Tests

C++ test drivers: results unavailable or incomplete.

failed
AD100-PRJ-49
Closed-loop differential-drive line follower
10/21
47.6%
20.0%
13.5
2.70
60.2k
533.2s
PI_EXIT

Challenge

  • Observed modelsunsloth/Qwen3.8-27B-GGUF:UD-Q2_K_XL
  • Pillarproject
  • Languagepython
  • Difficultyhard
  • Weight13.5
  • Tagsmini-project, idea-29
  • Exit code0
  • Timed outFalse
  • Context tokens60,247
  • LLM calls16
  • Tool calls16
  • 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]
  • test_resources_deterministic_replay
  • test_resources_long_route_with_bounded_worker