unsloth/gpt-oss-20b-GGUF:F16

Observed from session logs: unsloth/gpt-oss-20b-GGUF:F16

run gpt-oss-20b-F16 · requested model default · generated 2026-11-13T07:42:05+00:00 · 78 challenges

29passed

49failed

0error

69.0%avg tests

188.97 / 744.00final score

25.4%of max

1.0Mcontext tokens

13.2kavg tokens/task

1compactions

Status Termination

passed

AD100-ALG-02

Dijkstra shortest paths

2/2 drivers

100.0%

3.00

6814

23.0s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagecpp
Difficultymedium
Weight3
Tagsgraphs, dijkstra, priority-queue
Exit code0
Timed outFalse
Context tokens6,814
LLM calls13
Tool calls12
Compactions0

Tests

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

passed

AD100-ALG-03

JSON parser from scratch

43/43

100.0%

3.00

52.1k

189.5s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagepython
Difficultyhard
Weight3
Tagsparsing, recursive-descent, unicode
Exit code0
Timed outFalse
Context tokens52,123
LLM calls62
Tool calls61
Compactions0

failed

AD100-ALG-16

RFC-4180 CSV parser from scratch

5/6

83.3%

70.0%

3.5

2.45

8233

37.0s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagepython
Difficultymedium
Weight3.5
Tagsparsing, csv, purity
Exit code0
Timed outFalse
Context tokens8,233
LLM calls8
Tool calls7
Compactions0

Failed tests

test_edge_quoting_and_separators

passed

AD100-ALG-19

S-expression reader/writer

4/4

100.0%

3.5

3.50

53.1s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagepython
Difficultymedium
Weight3.5
Tagsparsing, s-expression, recursion-limit
Exit code0
Timed outFalse
Context tokens0
LLM calls23
Tool calls22
Compactions0

passed

AD100-ALG-20

word ladder shortest chain

4/4

100.0%

3.00

5091

19.0s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagepython
Difficultymedium
Weight3
Tagsgraph, bfs, lexicographic
Exit code0
Timed outFalse
Context tokens5,091
LLM calls6
Tool calls5
Compactions0

passed

AD100-ALG-22

strongly connected components (Tarjan)

3/3 drivers

100.0%

3.00

3762

12.9s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagecpp
Difficultymedium
Weight3
Tagsgraph, scc, tarjan
Exit code0
Timed outFalse
Context tokens3,762
LLM calls5
Tool calls4
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%

3.00

5059

21.0s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagecpp
Difficultymedium
Weight3
Tagsdata-structure, segment-tree
Exit code0
Timed outFalse
Context tokens5,059
LLM calls11
Tool calls10
Compactions0

Tests

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

passed

AD100-ALG-26

sparse table RMQ

4/4 drivers

100.0%

3.00

4552

28.0s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagecpp
Difficultymedium
Weight3
Tagsdata-structure, rmq, sparse-table
Exit code0
Timed outFalse
Context tokens4,552
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%

3.00

9720

41.1s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagecpp
Difficultyhard
Weight3
Tagsgeometry, convex-hull
Exit code0
Timed outFalse
Context tokens9,720
LLM calls17
Tool calls16
Compactions0

Tests

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

passed

AD100-ALG-28

min-cost max-flow

3/3 drivers

100.0%

3.00

8037

33.1s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagecpp
Difficultyhard
Weight3
Tagsflow, min-cost-flow, optimization
Exit code0
Timed outFalse
Context tokens8,037
LLM calls11
Tool calls10
Compactions0

Tests

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

failed

AD100-ALG-29

glob matcher (*, ?, classes)

3/5

60.0%

50.0%

3.00

10.8k

37.0s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagepython
Difficultyhard
Weight6
Tagspattern-matching, backtracking
Exit code0
Timed outFalse
Context tokens10,810
LLM calls22
Tool calls21
Compactions0

Failed tests

test_question_and_classes
test_scale_many_stars_long_text

failed

AD100-ALG-30

matrix-chain multiplication

0/5

0.0%

0.00

2713

481.8s

DEADLINE

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagepython
Difficultyhard
Weight3
Tagsdp, parenthesization
Exit code0
Timed outFalse
Context tokens2,713
LLM calls5
Tool calls5
Compactions0

Failed tests

test_basic_known
test_edge_cases
test_property_brute_random
test_property_tiebreak_canonical
test_scale_300_matrices

passed

AD100-ALG-31

Huffman coding round-trip

6/6

100.0%

3.00

10.3k

38.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagepython
Difficultyhard
Weight3
Tagshuffman, compression, round-trip
Exit code0
Timed outFalse
Context tokens10,260
LLM calls18
Tool calls17
Compactions0

passed

AD100-ALG-33

big-decimal arithmetic (strings)

4/4 drivers

100.0%

3.5

3.50

32.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagecpp
Difficultyhard
Weight3.5
Tagsbignum, arithmetic, strings
Exit code0
Timed outFalse
Context tokens0
LLM calls18
Tool calls17
Compactions0

Tests

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

passed

AD100-ALG-34

treap: k-th order statistics

4/4 drivers

100.0%

4.5

4.50

23.0k

92.7s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagecpp
Difficultyhard
Weight4.5
Tagstreap, order-statistics, balanced-bst
Exit code0
Timed outFalse
Context tokens23,037
LLM calls47
Tool calls46
Compactions0

Tests

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

failed

AD100-ALG-35

persistent segment tree (versions + k-th)

0/4 drivers

0.0%

0.00

19.7k

52.6s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaralgorithmic
Languagecpp
Difficultyexpert
Weight3
Tagspersistent-segment-tree, functional-data-structure, versions
Exit code0
Timed outFalse
Context tokens19,716
LLM calls22
Tool calls21
Compactions0

Tests

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

Failed tests

test_basic
test_edge
test_property
test_scale

passed

AD100-DBG-11

API contract: exception + aliasing

16/16

100.0%

3.00

6404

31.7s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagepython
Difficultymedium
Weight3
Tagsapi-contract, exception-type, aliasing, defensive-copy
Exit code0
Timed outFalse
Context tokens6,404
LLM calls12
Tool calls11
Compactions0

failed

AD100-DBG-12

int overflow in size arithmetic

1/4 drivers

25.0%

0.0%

3.5

0.00

2213

481.2s

DEADLINE

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagecpp
Difficultymedium
Weight3.5
Tagsinteger-overflow, size-arithmetic, validation
Exit code0
Timed outFalse
Context tokens2,213
LLM calls5
Tool calls5
Compactions0

Tests

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

Failed tests

test_bugs
test_bugs_public
test_regression

failed

AD100-DBG-13

size_t underflow on singleton/empty

1/4 drivers

25.0%

0.0%

7.5

0.00

2761

481.3s

DEADLINE

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagecpp
Difficultymedium
Weight7.5
Tagssize-t, underflow, empty-singleton
Exit code0
Timed outFalse
Context tokens2,761
LLM calls5
Tool calls5
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%

3.00

2718

4.7s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagepython
Difficultymedium
Weight3
Tagshash-order, determinism, nondeterminism, sorting
Exit code0
Timed outFalse
Context tokens2,718
LLM calls7
Tool calls6
Compactions0

failed

AD100-DBG-17

wrong exception type on error path

2/4 drivers

50.0%

40.0%

4.5

1.80

3822

481.3s

DEADLINE

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagecpp
Difficultymedium
Weight4.5
Tagsexception-contract, parsing, error-path
Exit code0
Timed outFalse
Context tokens3,822
LLM calls8
Tool calls8
Compactions0

Tests

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

Failed tests

test_bugs
test_bugs_public

passed

AD100-DBG-19

multiple interacting bug classes

19/19

100.0%

3.00

11.0k

36.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagepython
Difficultyhard
Weight3
Tagsmulti-bug, mutable-default, off-by-one, exception-contract, aliasing
Exit code0
Timed outFalse
Context tokens11,025
LLM calls29
Tool calls28
Compactions0

passed

AD100-DBG-20

path traversal + expression injection

50/50

100.0%

3.00

7654

39.6s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagepython
Difficultyhard
Weight3
Tagssecurity, path-traversal, injection, input-validation
Exit code0
Timed outFalse
Context tokens7,654
LLM calls17
Tool calls16
Compactions0

failed

AD100-DBG-21

unseeded RNG / wall-clock dependence

13/19

68.4%

0.0%

0.00

3305

8.6s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagepython
Difficultyhard
Weight3
Tagsdeterminism, rng, wall-clock, reproducibility
Exit code0
Timed outFalse
Context tokens3,305
LLM calls9
Tool calls8
Compactions0

Failed tests

test_idgen_not_wall_clock_dependent
test_idgen_sequences_match_formula_exactly
test_idgen_matches_the_spec_formula
test_idgen_instances_are_independent
test_idgen_continues_sequentially
test_defaults_are_accepted

failed

AD100-DBG-23

erase-while-iterating + related bugs

1/4 drivers

25.0%

0.0%

0.00

2294

481.3s

DEADLINE

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagecpp
Difficultyhard
Weight3
Tagserase-while-iterating, vector, iterator, off-by-one
Exit code0
Timed outFalse
Context tokens2,294
LLM calls6
Tool calls6
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

12.0k

47.6s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagepython
Difficultyhard
Weight15.5
Tagssecurity-review, cve-derived, filesystem, symlinks, transactional
Exit code0
Timed outFalse
Context tokens12,028
LLM calls19
Tool calls18
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]

failed

AD100-DBG-27

verified block ingestion

30/44

68.2%

0.0%

0.00

6730

29.7s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagepython
Difficultyhard
Weight10
Tagssecurity-review, cve-derived, integrity, streaming, short-reads
Exit code0
Timed outFalse
Context tokens6,730
LLM calls14
Tool calls13
Compactions0

Failed tests

test_regression_cli_success
test_regression_independent_empty_block
test_regression_reader_stays_failed
test_regression_sizes[1-0]
test_regression_sizes[7-0]
test_regression_sizes[4096-0]
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_empty_authenticated[tag]
test_security_empty_authenticated[missing]
test_security_empty_authenticated[key]
test_security_batch_rollback

passed

AD100-DBG-28

indexed document reader

26/26

100.0%

3.00

38.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagepython
Difficultyhard
Weight3
Tagssecurity-review, cve-derived, parser, progress, random-access
Exit code0
Timed outFalse
Context tokens0
LLM calls26
Tool calls25
Compactions0

failed

AD100-DBG-31

stylesheet inspection pipeline

25/33

75.8%

0.0%

22.5

0.00

11.0k

43.6s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagepython
Difficultyhard
Weight22.5
Tagssecurity-review, cve-derived, tokenizer, escaping, parser-differential
Exit code0
Timed outFalse
Context tokens11,038
LLM calls26
Tool calls25
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%

0.00

88.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagepython
Difficultyhard
Weight13
Tagssecurity-review, cve-derived, regex, complexity, multipart
Exit code0
Timed outFalse
Context tokens0
LLM calls45
Tool calls44
Compactions0

Failed tests

test_regression_parameters[form-data; name=x; filename=old; filename*=UTF-8''new-want3]
test_security_long_unassigned_parameter
test_security_large_malformed_then_valid

failed

AD100-DBG-34

URL text and form gateway

18/29

62.1%

0.0%

0.00

116.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagepython
Difficultyhard
Weight6
Tagssecurity-review, cve-derived, percent-encoding, utf8, complexity
Exit code0
Timed outFalse
Context tokens0
LLM calls58
Tool calls56
Compactions0

Failed tests

test_regression_utf8[%C0%AF-%C0%AF]
test_regression_utf8[%ED%A0%80-%ED%A0%80]
test_regression_utf8[%F4%90%80%80-%F4%90%80%80]
test_regression_utf8[%C2-%C2]
test_regression_utf8[%zz%-%zz%]
test_regression_random_independent_utf8_reference
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

18/24

75.0%

0.0%

10.5

0.00

106.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagepython
Difficultyhard
Weight10.5
Tagssecurity-review, cve-derived, asn1, canonicalization, integer-bounds
Exit code0
Timed outFalse
Context tokens0
LLM calls38
Tool calls37
Compactions0

Failed tests

test_regression_random_reference
test_security_invalid_arcs[3.2.840]
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%

0.00

1819

2.6s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagepython
Difficultymedium
Weight4
Tagsreasoning, deliverable, file-io, single-word-answer
Exit code0
Timed outFalse
Context tokens1,819
LLM calls2
Tool calls1
Compactions0

Failed tests

test_answer_is_drive

passed

AD100-DBG-37

Which is larger, 9.11 or 9.9?

1/1

100.0%

3.00

1919

2.6s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillardebugging
Languagepython
Difficultymedium
Weight3
Tagsreasoning, numeric-literals, deliverable, file-io
Exit code0
Timed outFalse
Context tokens1,919
LLM calls2
Tool calls1
Compactions0

passed

AD100-OPT-17

quicksort worst-case pivot

2/2 drivers

100.0%

3.00

5488

16.6s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillaroptimization
Languagecpp
Difficultyhard
Weight3
Tagscomplexity, quicksort, pivot, worst-case
Exit code0
Timed outFalse
Context tokens5,488
LLM calls15
Tool calls14
Compactions0

Tests

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

passed

AD100-PRJ-01

taskcli: TSV task manager

20/20

100.0%

3.5

3.50

24.1k

66.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultymedium
Weight3.5
Tagscli, persistence, exit-codes, json-store
Exit code0
Timed outFalse
Context tokens24,118
LLM calls51
Tool calls50
Compactions0

passed

AD100-PRJ-02

INI config library

3/3 drivers

100.0%

3.00

28.6k

130.8s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultymedium
Weight3
Tagsparsing, ini, api-design, exceptions
Exit code0
Timed outFalse
Context tokens28,597
LLM calls44
Tool calls43
Compactions0

Tests

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

failed

AD100-PRJ-08

Markdown→HTML subset

—

0.0%

0.00

94.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultymedium
Weight22
Tagsmarkdown, parser, html, escaping
Exit code0
Timed outFalse
Context tokens0
LLM calls42
Tool calls40
Compactions0

failed

AD100-PRJ-09

KV store: TTL + LRU + snapshot

21/23

91.3%

80.0%

4.5

3.60

42.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultymedium
Weight4.5
Tagskv-store, ttl, lru, persistence
Exit code0
Timed outFalse
Context tokens0
LLM calls19
Tool calls18
Compactions0

Failed tests

test_usage_errors
test_corrupt_store

passed

AD100-PRJ-10

cron next-fire calculator

21/21

100.0%

3.5

3.50

27.3k

121.8s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultymedium
Weight3.5
Tagscron, schedules, calendar, parsing
Exit code0
Timed outFalse
Context tokens27,279
LLM calls40
Tool calls39
Compactions0

passed

AD100-PRJ-11

access-log analyzer (stats + filters)

16/16

100.0%

3.5

3.50

20.5k

66.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultymedium
Weight3.5
Tagslogs, parsing, aggregation, cli
Exit code0
Timed outFalse
Context tokens20,484
LLM calls48
Tool calls47
Compactions0

failed

AD100-PRJ-12

HTTP/1.1 message parser

—

0.0%

0.00

166.8s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultymedium
Weight5
Tagshttp, parser, chunked, protocol
Exit code0
Timed outFalse
Context tokens0
LLM calls70
Tool calls68
Compactions0

Tests

C++ test drivers: results unavailable or incomplete.

failed

AD100-PRJ-13

mustache-lite template engine

0/3 drivers

0.0%

6.5

0.00

64.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultymedium
Weight6.5
Tagstemplates, mustache, html-escaping, recursion
Exit code0
Timed outFalse
Context tokens0
LLM calls35
Tool calls34
Compactions0

Tests

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

Failed tests

test_basic
test_edge
test_sections

failed

AD100-PRJ-14

mini scripting language interpreter

8/21

38.1%

0.0%

10.5

0.00

172.9s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight10.5
Tagsinterpreter, lexer, parser, tree-walker, cli
Exit code0
Timed outFalse
Context tokens0
LLM calls62
Tool calls60
Compactions0

Failed tests

test_if_elif_else
test_while_loops
test_nested_while
test_functions_and_recursion
test_scoping
test_list_mutation
test_runtime_errors
test_partial_output_kept
test_arithmetic_precedence
test_strings
test_bools_nil_equality
test_lists
test_variables

failed

AD100-PRJ-15

mini pytest (discovery, fixtures, report)

17/18

94.4%

60.0%

4.5

2.70

50.6s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight4.5
Tagstest-runner, discovery, fixtures, reporting
Exit code0
Timed outFalse
Context tokens0
LLM calls18
Tool calls16
Compactions0

Failed tests

test_fixture_assertion_is_error_not_fail

passed

AD100-PRJ-16

Game of Life engine (seeded, census)

11/11

100.0%

3.5

3.50

74.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight3.5
Tagsgame-of-life, simulation, prng, cycle-detection
Exit code0
Timed outFalse
Context tokens0
LLM calls31
Tool calls30
Compactions0

passed

AD100-PRJ-17

LZ77+RLE codec with checksum

4/4 drivers

100.0%

4.5

4.50

56.6s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultyhard
Weight4.5
Tagscompression, lz77, rle, checksum, codec
Exit code0
Timed outFalse
Context tokens0
LLM calls20
Tool calls19
Compactions0

Tests

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

passed

AD100-PRJ-18

discrete-event simulator (deterministic)

4/4 drivers

100.0%

3.5

3.50

76.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultyhard
Weight3.5
Tagssimulation, event-queue, deterministic-ordering
Exit code0
Timed outFalse
Context tokens0
LLM calls35
Tool calls34
Compactions0

Tests

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

passed

AD100-PRJ-19

C++ mini test framework

4/4 drivers

100.0%

3.5

3.50

25.8k

111.7s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultyhard
Weight3.5
Tagstest-framework, macros, registry, fixtures
Exit code0
Timed outFalse
Context tokens25,820
LLM calls51
Tool calls51
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%

15.5

0.00

3930

1202.2s

DEADLINE

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultyexpert
Weight15.5
Tagssql, parser, join, query-engine
Exit code0
Timed outFalse
Context tokens3,930
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%

0.00

97.0k

1200.1s

DEADLINE

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultyhard
Weight30
Tagsmini-project, idea-1, zip, indexed-access, posix-metadata
Exit code0
Timed outFalse
Context tokens96,956
LLM calls64
Tool calls62
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

failed

AD100-PRJ-22

Silence-aware MP3 splitter

15/18

83.3%

20.0%

11.5

2.30

20.5k

60.6s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight11.5
Tagsmini-project, idea-2
Exit code0
Timed outFalse
Context tokens20,502
LLM calls19
Tool calls18
Compactions0

Failed tests

test_core_crc_flag_only_changes_flag
test_core_plan_min_track_merges_and_leading_trailing_silence
test_errors_plan_argument_validation

failed

AD100-PRJ-23

FAT32/VFAT filesystem recovery

2/24

8.3%

0.0%

0.00

124.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight30
Tagsmini-project, idea-3, fat32, vfat, reverse-engineering
Exit code0
Timed outFalse
Context tokens0
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_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_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%

4.00

27.3k

123.8s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight5
Tagsmini-project, idea-4
Exit code0
Timed outFalse
Context tokens27,310
LLM calls39
Tool calls37
Compactions0

Failed tests

test_errors_group_validation

failed

AD100-PRJ-25

Binary delta generator and applier

2/3 drivers

66.7%

40.0%

6.5

2.60

32.4k

66.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultyhard
Weight6.5
Tagsmini-project, idea-5
Exit code0
Timed outFalse
Context tokens32,384
LLM calls16
Tool calls15
Compactions0

Tests

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

Failed tests

test_core

failed

AD100-PRJ-26

Incremental build tool

36/40

90.0%

0.0%

0.00

25.4k

82.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight10
Tagsmini-project, idea-6
Exit code0
Timed outFalse
Context tokens25,380
LLM calls36
Tool calls35
Compactions0

Failed tests

test_core_deep_chain_plan
test_errors_empty_spec
test_errors_files_missing_path
test_resources_deep_chain_plan_and_execute

failed

AD100-PRJ-27

ELF executable inspector

48/79

60.8%

0.0%

0.00

35.2k

66.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight21
Tagsmini-project, idea-7, elf64, binary-recovery, stdlib
Exit code0
Timed outFalse
Context tokens35,161
LLM calls33
Tool calls32
Compactions0

Failed tests

test_core_reports[rel-relocations]
test_core_absent_names[sections]
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-start]
test_errors_symbols[link-type]
test_errors_symbols[info]
test_errors_symbols[name-range]
test_errors_symbols[section-range]
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[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_untrusted_sizes

failed

AD100-PRJ-28

Dependency-aware package resolver

26/29

89.7%

20.0%

1.80

21.7k

86.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight9
Tagsmini-project, idea-8
Exit code0
Timed outFalse
Context tokens21,688
LLM calls34
Tool calls33
Compactions0

Failed tests

test_core_empty_request
test_errors_non_string_version
test_errors_requests_structure

passed

AD100-PRJ-29

RAW Bayer development pipeline

3/3 drivers

100.0%

7.00

14.5k

40.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultyexpert
Weight7
Tagsmini-project, idea-9
Exit code0
Timed outFalse
Context tokens14,479
LLM calls19
Tool calls18
Compactions0

Tests

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

passed

AD100-PRJ-30

Image registration (translation)

3/3 drivers

100.0%

3.5

3.50

13.2k

44.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultyhard
Weight3.5
Tagsmini-project, idea-10
Exit code0
Timed outFalse
Context tokens13,167
LLM calls16
Tool calls15
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%

5.60

33.7k

112.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight28
Tagsmini-project, idea-11
Exit code0
Timed outFalse
Context tokens33,719
LLM calls39
Tool calls38
Compactions0

Failed tests

test_core_voice_continuation
test_errors_input_type

failed

AD100-PRJ-32

Fixed-timestep 2D physics sandbox

9/12

75.0%

0.0%

9.5

0.00

21.1k

74.7s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight9.5
Tagsmini-project, idea-12
Exit code0
Timed outFalse
Context tokens21,102
LLM calls24
Tool calls23
Compactions0

Failed tests

test_core_bounds_reflection
test_errors_steps_and_bounds
test_resources_many_bodies

failed

AD100-PRJ-33

Columnar data compressor

1/3 drivers

33.3%

20.0%

6.00

150.9s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultyexpert
Weight30
Tagsmini-project, idea-13
Exit code0
Timed outFalse
Context tokens0
LLM calls54
Tool calls52
Compactions0

Tests

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

Failed tests

test_core
test_errors

failed

AD100-PRJ-34

DTMF decoder

8/13

61.5%

20.0%

18.5

3.70

58.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight18.5
Tagsmini-project, idea-14
Exit code0
Timed outFalse
Context tokens0
LLM calls25
Tool calls23
Compactions0

Failed tests

test_core_timing_frames
test_core_short_blip_rejected
test_core_gap_bridging
test_errors_bad_container
test_errors_truncated_chunks

failed

AD100-PRJ-35

Mobile-robot path planner

0/12

0.0%

9.5

0.00

2874

1200.3s

DEADLINE

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight9.5
Tagsmini-project, idea-15
Exit code0
Timed outFalse
Context tokens2,874
LLM calls4
Tool calls4
Compactions0

Failed tests

test_core_start_equals_goal
test_core_tie_break_deterministic
test_core_radius_two_inflation
test_core_radius_boundary_inclusive
test_core_optimal_costs_against_dijkstra
test_core_single_cell_map
test_core_narrow_corridor
test_errors_grid_types
test_errors_start_goal
test_errors_blocked_terminals
test_resources_large_map
test_resources_open_map_worst_case

failed

AD100-PRJ-36

Two-link robot-arm controller

12/14

85.7%

80.0%

18.40

7775

24.6s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight23
Tagsmini-project, idea-16
Exit code0
Timed outFalse
Context tokens7,775
LLM calls10
Tool calls9
Compactions0

Failed tests

test_errors_configs
test_errors_ik

failed

AD100-PRJ-37

Fiducial-marker detector

0/3 drivers

0.0%

12.5

0.00

26.2k

98.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultyexpert
Weight12.5
Tagsmini-project, idea-17
Exit code0
Timed outFalse
Context tokens26,163
LLM calls25
Tool calls24
Compactions0

Tests

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

Failed tests

test_core
test_errors
test_resources

failed

AD100-PRJ-38

Multi-object tracker

9/11

81.8%

80.0%

15.5

12.40

17.6k

62.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight15.5
Tagsmini-project, idea-18
Exit code0
Timed outFalse
Context tokens17,638
LLM calls29
Tool calls28
Compactions0

Failed tests

test_errors_frames
test_errors_params

failed

AD100-PRJ-39

Parametric audio equalizer

0/3 drivers

0.0%

0.00

22.1k

74.7s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultyhard
Weight28
Tagsmini-project, idea-19
Exit code0
Timed outFalse
Context tokens22,074
LLM calls29
Tool calls27
Compactions0

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%

0.00

59.0k

202.8s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultyexpert
Weight24
Tagsmini-project, idea-20
Exit code0
Timed outFalse
Context tokens58,997
LLM calls33
Tool calls30
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

0/3

0.0%

0.00

124.8s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight30
Tagsmini-project, idea-21
Exit code0
Timed outFalse
Context tokens0
LLM calls40
Tool calls37
Compactions0

Failed tests

test_core
test_errors
test_resources

failed

AD100-PRJ-42

RFC 3986 URL utility

0/129

0.0%

0.00

6.6s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight30
Tagsmini-project, idea-22, rfc3986, native-oracle
Exit code0
Timed outFalse
Context tokens0
LLM calls11
Tool calls10
Compactions0

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

52.9k

208.8s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultyexpert
Weight7.5
Tagsmini-project, idea-23
Exit code0
Timed outFalse
Context tokens52,947
LLM calls68
Tool calls66
Compactions0

Tests

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

Failed tests

test_core
test_errors

failed

AD100-PRJ-44

IBAN and credit-card validator

8/9

88.9%

40.0%

2.40

8355

30.7s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyhard
Weight6
Tagsmini-project, idea-24
Exit code0
Timed outFalse
Context tokens8,355
LLM calls14
Tool calls13
Compactions0

Failed tests

test_core_card_prefix_length_rules

failed

AD100-PRJ-45

Arbitrary-precision integer arithmetic

—

0.0%

14.5

0.00

172.8s

PI_EXIT

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultyexpert
Weight14.5
Tagsmini-project, idea-25
Exit code0
Timed outFalse
Context tokens0
LLM calls71
Tool calls70
Compactions0

Tests

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

failed

AD100-PRJ-47

Recover a hidden phrase from an executable

0/6

0.0%

5.5

0.00

33.6k

1201.9s

DEADLINE

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyexpert
Weight5.5
Tagsmini-project, idea-27
Exit code0
Timed outFalse
Context tokens33,597
LLM calls45
Tool calls43
Compactions0

Failed tests

test_core_exact_phrase
test_core_exact_length
test_errors_regular_submission_not_symlink
test_errors_no_prompt_or_trailing_newline
test_resources_bounded_file
test_resources_standalone_bytes

failed

AD100-PRJ-48

Black-box image transformation utility clone

—

0.0%

0.00

31.8k

151.8s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagecpp
Difficultyexpert
Weight30
Tagsmini-project, idea-28
Exit code0
Timed outFalse
Context tokens31,834
LLM calls74
Tool calls73
Compactions0

Tests

C++ test drivers: results unavailable or incomplete.

failed

AD100-PRJ-49

Closed-loop differential-drive line follower

20/21

95.2%

80.0%

13.5

10.80

40.4k

66.7s

SUBMITTED

Challenge

Observed modelsunsloth/gpt-oss-20b-GGUF:F16
Pillarproject
Languagepython
Difficultyexpert
Weight13.5
Tagsmini-project, idea-29
Exit code0
Timed outFalse
Context tokens40,410
LLM calls13
Tool calls12
Compactions0

Failed tests

test_errors_api_and_state[5]