unsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL

Observed from session logs: unsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL

run muse_glimmer_30b_q4 · requested model default · generated 2026-11-13T07:42:05+00:00 · 78 challenges

46passed

32failed

0error

88.2%avg tests

344.05 / 744.00final score

46.2%of max

2.7Mcontext tokens

34.8kavg tokens/task

1compactions

Status Termination

passed

AD100-ALG-02

Dijkstra shortest paths

2/2 drivers

100.0%

3.00

9334

69.7s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagecpp
Difficultymedium
Weight3
Tagsgraphs, dijkstra, priority-queue
Exit code0
Timed outFalse
Context tokens9,334
LLM calls19
Tool calls20
Compactions0

Tests

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

passed

AD100-ALG-03

JSON parser from scratch

43/43

100.0%

3.00

31.6k

374.2s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagepython
Difficultyhard
Weight3
Tagsparsing, recursive-descent, unicode
Exit code0
Timed outFalse
Context tokens31,587
LLM calls41
Tool calls40
Compactions0

passed

AD100-ALG-16

RFC-4180 CSV parser from scratch

6/6

100.0%

3.5

3.50

45.0k

434.5s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagepython
Difficultymedium
Weight3.5
Tagsparsing, csv, purity
Exit code0
Timed outFalse
Context tokens45,022
LLM calls66
Tool calls66
Compactions0

passed

AD100-ALG-19

S-expression reader/writer

4/4

100.0%

3.5

3.50

21.9k

215.9s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagepython
Difficultymedium
Weight3.5
Tagsparsing, s-expression, recursion-limit
Exit code0
Timed outFalse
Context tokens21,859
LLM calls23
Tool calls22
Compactions0

passed

AD100-ALG-20

word ladder shortest chain

4/4

100.0%

3.00

15.6k

148.1s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagepython
Difficultymedium
Weight3
Tagsgraph, bfs, lexicographic
Exit code0
Timed outFalse
Context tokens15,631
LLM calls18
Tool calls19
Compactions0

passed

AD100-ALG-22

strongly connected components (Tarjan)

3/3 drivers

100.0%

3.00

12.3k

116.1s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagecpp
Difficultymedium
Weight3
Tagsgraph, scc, tarjan
Exit code0
Timed outFalse
Context tokens12,336
LLM calls27
Tool calls26
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

6264

34.7s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagecpp
Difficultymedium
Weight3
Tagsdata-structure, segment-tree
Exit code0
Timed outFalse
Context tokens6,264
LLM calls10
Tool calls11
Compactions0

Tests

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

passed

AD100-ALG-26

sparse table RMQ

4/4 drivers

100.0%

3.00

7429

55.7s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagecpp
Difficultymedium
Weight3
Tagsdata-structure, rmq, sparse-table
Exit code0
Timed outFalse
Context tokens7,429
LLM calls16
Tool calls15
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

9992

75.7s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagecpp
Difficultyhard
Weight3
Tagsgeometry, convex-hull
Exit code0
Timed outFalse
Context tokens9,992
LLM calls21
Tool calls19
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

15.6k

135.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagecpp
Difficultyhard
Weight3
Tagsflow, min-cost-flow, optimization
Exit code0
Timed outFalse
Context tokens15,617
LLM calls18
Tool calls19
Compactions0

Tests

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

failed

AD100-ALG-29

glob matcher (*, ?, classes)

4/5

80.0%

70.0%

4.20

18.5k

163.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagepython
Difficultyhard
Weight6
Tagspattern-matching, backtracking
Exit code0
Timed outFalse
Context tokens18,492
LLM calls23
Tool calls22
Compactions0

Failed tests

test_question_and_classes

passed

AD100-ALG-30

matrix-chain multiplication

5/5

100.0%

3.00

11.8k

91.7s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagepython
Difficultyhard
Weight3
Tagsdp, parenthesization
Exit code0
Timed outFalse
Context tokens11,777
LLM calls17
Tool calls16
Compactions0

passed

AD100-ALG-31

Huffman coding round-trip

6/6

100.0%

3.00

23.0k

186.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagepython
Difficultyhard
Weight3
Tagshuffman, compression, round-trip
Exit code0
Timed outFalse
Context tokens23,026
LLM calls27
Tool calls26
Compactions0

passed

AD100-ALG-33

big-decimal arithmetic (strings)

4/4 drivers

100.0%

3.5

3.50

16.9k

135.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagecpp
Difficultyhard
Weight3.5
Tagsbignum, arithmetic, strings
Exit code0
Timed outFalse
Context tokens16,924
LLM calls22
Tool calls23
Compactions0

Tests

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

failed

AD100-ALG-34

treap: k-th order statistics

1/4 drivers

25.0%

4.5

1.12

58.5k

481.2s

DEADLINE

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagecpp
Difficultyhard
Weight4.5
Tagstreap, order-statistics, balanced-bst
Exit code0
Timed outFalse
Context tokens58,522
LLM calls100
Tool calls100
Compactions0

Tests

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

Failed tests

test_basic
test_property
test_scale

passed

AD100-ALG-35

persistent segment tree (versions + k-th)

4/4 drivers

100.0%

3.00

16.9k

131.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaralgorithmic
Languagecpp
Difficultyexpert
Weight3
Tagspersistent-segment-tree, functional-data-structure, versions
Exit code0
Timed outFalse
Context tokens16,900
LLM calls20
Tool calls19
Compactions0

Tests

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

passed

AD100-DBG-11

API contract: exception + aliasing

16/16

100.0%

3.00

16.8k

135.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagepython
Difficultymedium
Weight3
Tagsapi-contract, exception-type, aliasing, defensive-copy
Exit code0
Timed outFalse
Context tokens16,831
LLM calls25
Tool calls24
Compactions0

passed

AD100-DBG-12

int overflow in size arithmetic

4/4 drivers

100.0%

3.5

3.50

9706

70.7s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagecpp
Difficultymedium
Weight3.5
Tagsinteger-overflow, size-arithmetic, validation
Exit code0
Timed outFalse
Context tokens9,706
LLM calls23
Tool calls22
Compactions0

Tests

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

passed

AD100-DBG-13

size_t underflow on singleton/empty

4/4 drivers

100.0%

7.5

7.50

10.5k

79.7s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagecpp
Difficultymedium
Weight7.5
Tagssize-t, underflow, empty-singleton
Exit code0
Timed outFalse
Context tokens10,460
LLM calls17
Tool calls16
Compactions0

Tests

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

passed

AD100-DBG-15

hash-order nondeterminism

12/12

100.0%

3.00

8551

65.7s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagepython
Difficultymedium
Weight3
Tagshash-order, determinism, nondeterminism, sorting
Exit code0
Timed outFalse
Context tokens8,551
LLM calls22
Tool calls21
Compactions0

passed

AD100-DBG-17

wrong exception type on error path

4/4 drivers

100.0%

4.5

4.50

19.1k

169.7s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagecpp
Difficultymedium
Weight4.5
Tagsexception-contract, parsing, error-path
Exit code0
Timed outFalse
Context tokens19,146
LLM calls42
Tool calls41
Compactions0

Tests

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

passed

AD100-DBG-19

multiple interacting bug classes

19/19

100.0%

3.00

11.2k

97.7s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagepython
Difficultyhard
Weight3
Tagsmulti-bug, mutable-default, off-by-one, exception-contract, aliasing
Exit code0
Timed outFalse
Context tokens11,156
LLM calls14
Tool calls14
Compactions0

passed

AD100-DBG-20

path traversal + expression injection

50/50

100.0%

3.00

19.9k

167.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagepython
Difficultyhard
Weight3
Tagssecurity, path-traversal, injection, input-validation
Exit code0
Timed outFalse
Context tokens19,877
LLM calls39
Tool calls38
Compactions0

passed

AD100-DBG-21

unseeded RNG / wall-clock dependence

19/19

100.0%

3.00

12.6k

99.7s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagepython
Difficultyhard
Weight3
Tagsdeterminism, rng, wall-clock, reproducibility
Exit code0
Timed outFalse
Context tokens12,614
LLM calls28
Tool calls27
Compactions0

passed

AD100-DBG-23

erase-while-iterating + related bugs

4/4 drivers

100.0%

3.00

7585

59.7s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagecpp
Difficultyhard
Weight3
Tagserase-while-iterating, vector, iterator, off-by-one
Exit code0
Timed outFalse
Context tokens7,585
LLM calls19
Tool calls18
Compactions0

Tests

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

failed

AD100-DBG-26

snapshot restore service

22/24

91.7%

0.0%

15.5

0.00

51.0k

452.1s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagepython
Difficultyhard
Weight15.5
Tagssecurity-review, cve-derived, filesystem, symlinks, transactional
Exit code0
Timed outFalse
Context tokens51,006
LLM calls90
Tool calls89
Compactions0

Failed tests

test_regression_root_is_resolved
test_security_parent_after_symlink[bridge/../secret]

failed

AD100-DBG-27

verified block ingestion

43/44

97.7%

65.0%

6.50

71.5k

521.2s

PI_EXIT

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagepython
Difficultyhard
Weight10
Tagssecurity-review, cve-derived, integrity, streaming, short-reads
Exit code0
Timed outFalse
Context tokens71,482
LLM calls53
Tool calls52
Compactions0

Failed tests

test_regression_independent_empty_block

passed

AD100-DBG-28

indexed document reader

26/26

100.0%

3.00

66.4k

606.4s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagepython
Difficultyhard
Weight3
Tagssecurity-review, cve-derived, parser, progress, random-access
Exit code0
Timed outFalse
Context tokens66,386
LLM calls81
Tool calls79
Compactions0

failed

AD100-DBG-31

stylesheet inspection pipeline

26/33

78.8%

35.0%

22.5

7.87

66.9k

568.4s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagepython
Difficultyhard
Weight22.5
Tagssecurity-review, cve-derived, tokenizer, escaping, parser-differential
Exit code0
Timed outFalse
Context tokens66,901
LLM calls60
Tool calls65
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

16/19

84.2%

0.0%

0.00

70.3k

750.5s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagepython
Difficultyhard
Weight13
Tagssecurity-review, cve-derived, regex, complexity, multipart
Exit code0
Timed outFalse
Context tokens70,259
LLM calls162
Tool calls161
Compactions0

Failed tests

test_regression_parameters[form-data; junk; name=x-want1]
test_security_long_unassigned_parameter
test_security_large_malformed_then_valid

failed

AD100-DBG-34

URL text and form gateway

22/29

75.9%

0.0%

0.00

54.4k

480.2s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagepython
Difficultyhard
Weight6
Tagssecurity-review, cve-derived, percent-encoding, utf8, complexity
Exit code0
Timed outFalse
Context tokens54,433
LLM calls94
Tool calls93
Compactions0

Failed tests

test_regression_utf8[%c3%28-%c3(]
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_random_independent_utf8_reference
test_security_many_distinct_runs

passed

AD100-DBG-35

schema identifier registry

24/24

100.0%

10.5

10.50

54.9k

518.1s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagepython
Difficultyhard
Weight10.5
Tagssecurity-review, cve-derived, asn1, canonicalization, integer-bounds
Exit code0
Timed outFalse
Context tokens54,947
LLM calls121
Tool calls120
Compactions0

passed

AD100-DBG-36

Walk or drive to the car wash

1/1

100.0%

4.00

5830

53.6s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagepython
Difficultymedium
Weight4
Tagsreasoning, deliverable, file-io, single-word-answer
Exit code0
Timed outFalse
Context tokens5,830
LLM calls11
Tool calls10
Compactions0

passed

AD100-DBG-37

Which is larger, 9.11 or 9.9?

1/1

100.0%

3.00

4424

31.7s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillardebugging
Languagepython
Difficultymedium
Weight3
Tagsreasoning, numeric-literals, deliverable, file-io
Exit code0
Timed outFalse
Context tokens4,424
LLM calls8
Tool calls9
Compactions0

passed

AD100-OPT-17

quicksort worst-case pivot

2/2 drivers

100.0%

3.00

15.3k

125.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillaroptimization
Languagecpp
Difficultyhard
Weight3
Tagscomplexity, quicksort, pivot, worst-case
Exit code0
Timed outFalse
Context tokens15,336
LLM calls20
Tool calls19
Compactions0

Tests

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

failed

AD100-PRJ-01

taskcli: TSV task manager

19/20

95.0%

70.0%

3.5

2.45

23.2k

178.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultymedium
Weight3.5
Tagscli, persistence, exit-codes, json-store
Exit code0
Timed outFalse
Context tokens23,230
LLM calls46
Tool calls45
Compactions0

Failed tests

test_add_extra_args

passed

AD100-PRJ-02

INI config library

3/3 drivers

100.0%

3.00

29.1k

243.9s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultymedium
Weight3
Tagsparsing, ini, api-design, exceptions
Exit code0
Timed outFalse
Context tokens29,093
LLM calls18
Tool calls19
Compactions0

Tests

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

failed

AD100-PRJ-08

Markdown→HTML subset

25/26

96.2%

70.0%

15.40

43.6k

398.1s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultymedium
Weight22
Tagsmarkdown, parser, html, escaping
Exit code0
Timed outFalse
Context tokens43,608
LLM calls89
Tool calls92
Compactions0

Failed tests

test_unmatched_markers_stay_literal

passed

AD100-PRJ-09

KV store: TTL + LRU + snapshot

23/23

100.0%

4.5

4.50

34.9k

289.9s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultymedium
Weight4.5
Tagskv-store, ttl, lru, persistence
Exit code0
Timed outFalse
Context tokens34,888
LLM calls46
Tool calls44
Compactions0

passed

AD100-PRJ-10

cron next-fire calculator

21/21

100.0%

3.5

3.50

30.6k

255.9s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultymedium
Weight3.5
Tagscron, schedules, calendar, parsing
Exit code0
Timed outFalse
Context tokens30,612
LLM calls65
Tool calls64
Compactions0

passed

AD100-PRJ-11

access-log analyzer (stats + filters)

16/16

100.0%

3.5

3.50

32.0k

276.9s

PI_EXIT

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultymedium
Weight3.5
Tagslogs, parsing, aggregation, cli
Exit code0
Timed outFalse
Context tokens32,025
LLM calls62
Tool calls61
Compactions0

failed

AD100-PRJ-12

HTTP/1.1 message parser

2/3 drivers

66.7%

70.0%

3.50

30.6k

271.9s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultymedium
Weight5
Tagshttp, parser, chunked, protocol
Exit code0
Timed outFalse
Context tokens30,553
LLM calls26
Tool calls27
Compactions0

Tests

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

Failed tests

test_errors

passed

AD100-PRJ-13

mustache-lite template engine

3/3 drivers

100.0%

6.5

6.50

34.1k

294.0s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultymedium
Weight6.5
Tagstemplates, mustache, html-escaping, recursion
Exit code0
Timed outFalse
Context tokens34,124
LLM calls28
Tool calls29
Compactions0

Tests

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

passed

AD100-PRJ-14

mini scripting language interpreter

21/21

100.0%

10.5

10.50

56.1k

481.2s

DEADLINE

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight10.5
Tagsinterpreter, lexer, parser, tree-walker, cli
Exit code0
Timed outFalse
Context tokens56,101
LLM calls97
Tool calls97
Compactions0

failed

AD100-PRJ-15

mini pytest (discovery, fixtures, report)

17/18

94.4%

60.0%

4.5

2.70

30.1k

277.9s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight4.5
Tagstest-runner, discovery, fixtures, reporting
Exit code0
Timed outFalse
Context tokens30,108
LLM calls51
Tool calls50
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

24.7k

225.9s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight3.5
Tagsgame-of-life, simulation, prng, cycle-detection
Exit code0
Timed outFalse
Context tokens24,692
LLM calls42
Tool calls41
Compactions0

passed

AD100-PRJ-17

LZ77+RLE codec with checksum

4/4 drivers

100.0%

4.5

4.50

36.0k

322.0s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultyhard
Weight4.5
Tagscompression, lz77, rle, checksum, codec
Exit code0
Timed outFalse
Context tokens35,959
LLM calls40
Tool calls41
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

25.5k

241.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultyhard
Weight3.5
Tagssimulation, event-queue, deterministic-ordering
Exit code0
Timed outFalse
Context tokens25,492
LLM calls29
Tool calls30
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

27.1k

233.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultyhard
Weight3.5
Tagstest-framework, macros, registry, fixtures
Exit code0
Timed outFalse
Context tokens27,134
LLM calls55
Tool calls55
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

82.9k

698.4s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultyexpert
Weight15.5
Tagssql, parser, join, query-engine
Exit code0
Timed outFalse
Context tokens82,923
LLM calls77
Tool calls78
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

3/8 drivers

37.5%

0.0%

0.00

73.2k

676.5s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultyhard
Weight30
Tagsmini-project, idea-1, zip, indexed-access, posix-metadata
Exit code0
Timed outFalse
Context tokens73,151
LLM calls151
Tool calls158
Compactions0

Tests

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

Failed tests

test_core_metadata
test_errors
test_errors_structure
test_resources
test_resources_indexed

passed

AD100-PRJ-22

Silence-aware MP3 splitter

18/18

100.0%

11.5

11.50

47.5k

422.1s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight11.5
Tagsmini-project, idea-2
Exit code0
Timed outFalse
Context tokens47,483
LLM calls28
Tool calls27
Compactions0

failed

AD100-PRJ-23

FAT32/VFAT filesystem recovery

10/24

41.7%

20.0%

6.00

69.6k

1021.8s

PI_EXIT

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight30
Tagsmini-project, idea-3, fat32, vfat, reverse-engineering
Exit code0
Timed outFalse
Context tokens69,570
LLM calls55
Tool calls61
Compactions0

Failed tests

test_core_independent_trees[41]
test_core_independent_trees[1337]
test_core_independent_trees[2027]
test_core_unicode_short_escape_and_full_lfn_parts
test_errors_geometry[fat16]
test_errors_geometry[small]
test_errors_geometry[fat-capacity]
test_errors_geometry[active]
test_errors_geometry[fsinfo]
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

passed

AD100-PRJ-24

Image similarity and grouping

17/17

100.0%

5.00

23.1k

188.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight5
Tagsmini-project, idea-4
Exit code0
Timed outFalse
Context tokens23,072
LLM calls20
Tool calls19
Compactions0

passed

AD100-PRJ-25

Binary delta generator and applier

3/3 drivers

100.0%

6.5

6.50

42.3k

364.0s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultyhard
Weight6.5
Tagsmini-project, idea-5
Exit code0
Timed outFalse
Context tokens42,262
LLM calls32
Tool calls33
Compactions0

Tests

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

failed

AD100-PRJ-26

Incremental build tool

38/40

95.0%

80.0%

8.00

32.4k

258.9s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight10
Tagsmini-project, idea-6
Exit code0
Timed outFalse
Context tokens32,439
LLM calls22
Tool calls21
Compactions0

Failed tests

test_errors_empty_spec
test_errors_files_missing_path

failed

AD100-PRJ-27

ELF executable inspector

45/79

57.0%

0.0%

0.00

42.1k

226.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight21
Tagsmini-project, idea-7, elf64, binary-recovery, stdlib
Exit code0
Timed outFalse
Context tokens42,143
LLM calls34
Tool calls33
Compactions0

Failed tests

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_no_tables
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[remainder]
test_errors_symbols[info]
test_errors_symbols[section-range]
test_errors_symbols[string-start]
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-bad-type]
test_errors_review_boundaries[no-table-nonzero-symbol]
test_errors_review_boundaries[no-table-bad-link]
test_errors_review_boundaries[no-table-wrong-type]
test_resources_untrusted_sizes

failed

AD100-PRJ-28

Dependency-aware package resolver

27/29

93.1%

80.0%

7.20

27.1k

249.9s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight9
Tagsmini-project, idea-8
Exit code0
Timed outFalse
Context tokens27,088
LLM calls15
Tool calls14
Compactions0

Failed tests

test_errors_non_string_version
test_errors_requests_structure

failed

AD100-PRJ-29

RAW Bayer development pipeline

2/3 drivers

66.7%

40.0%

2.80

28.3k

222.9s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultyexpert
Weight7
Tagsmini-project, idea-9
Exit code0
Timed outFalse
Context tokens28,297
LLM calls14
Tool calls13
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%

3.5

3.50

28.0k

253.9s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultyhard
Weight3.5
Tagsmini-project, idea-10
Exit code0
Timed outFalse
Context tokens28,004
LLM calls21
Tool calls22
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

34.9k

318.0s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight28
Tagsmini-project, idea-11
Exit code0
Timed outFalse
Context tokens34,914
LLM calls21
Tool calls20
Compactions0

Failed tests

test_core_voice_continuation
test_errors_input_type

failed

AD100-PRJ-32

Fixed-timestep 2D physics sandbox

10/12

83.3%

20.0%

9.5

1.90

33.9k

287.9s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight9.5
Tagsmini-project, idea-12
Exit code0
Timed outFalse
Context tokens33,940
LLM calls22
Tool calls21
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%

6.00

48.7k

402.1s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultyexpert
Weight30
Tagsmini-project, idea-13
Exit code0
Timed outFalse
Context tokens48,707
LLM calls36
Tool calls37
Compactions0

Tests

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

Failed tests

test_core
test_errors

failed

AD100-PRJ-34

DTMF decoder

11/13

84.6%

40.0%

18.5

7.40

42.5k

349.0s

PI_EXIT

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight18.5
Tagsmini-project, idea-14
Exit code0
Timed outFalse
Context tokens42,516
LLM calls27
Tool calls26
Compactions0

Failed tests

test_core_quiet_tone_still_found
test_core_gap_bridging

failed

AD100-PRJ-35

Mobile-robot path planner

11/12

91.7%

40.0%

9.5

3.80

19.9k

158.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight9.5
Tagsmini-project, idea-15
Exit code0
Timed outFalse
Context tokens19,886
LLM calls17
Tool calls16
Compactions0

Failed tests

test_core_tie_break_deterministic

failed

AD100-PRJ-36

Two-link robot-arm controller

13/14

92.9%

80.0%

18.40

22.6k

174.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight23
Tagsmini-project, idea-16
Exit code0
Timed outFalse
Context tokens22,572
LLM calls21
Tool calls20
Compactions0

Failed tests

test_errors_configs

failed

AD100-PRJ-37

Fiducial-marker detector

1/3 drivers

33.3%

20.0%

12.5

2.50

58.3k

512.4s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultyexpert
Weight12.5
Tagsmini-project, idea-17
Exit code0
Timed outFalse
Context tokens58,349
LLM calls50
Tool calls52
Compactions0

Tests

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

Failed tests

test_core
test_errors

failed

AD100-PRJ-38

Multi-object tracker

9/11

81.8%

20.0%

15.5

3.10

31.8k

265.9s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight15.5
Tagsmini-project, idea-18
Exit code0
Timed outFalse
Context tokens31,841
LLM calls28
Tool calls27
Compactions0

Failed tests

test_core_crossing_identity_swap
test_errors_frames

failed

AD100-PRJ-39

Parametric audio equalizer

1/3 drivers

33.3%

20.0%

5.60

35.7k

308.0s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultyhard
Weight28
Tagsmini-project, idea-19
Exit code0
Timed outFalse
Context tokens35,657
LLM calls18
Tool calls19
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%

0.00

48.7k

336.0s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultyexpert
Weight24
Tagsmini-project, idea-20
Exit code0
Timed outFalse
Context tokens48,738
LLM calls17
Tool calls18
Compactions0

Tests

C++ test drivers: results unavailable or incomplete.

failed

AD100-PRJ-41

JSONL chat-log to Markdown converter

20/32

62.5%

20.0%

6.00

129.8k

1202.2s

DEADLINE

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight30
Tagsmini-project, idea-21
Exit code0
Timed outFalse
Context tokens129,806
LLM calls77
Tool calls77
Compactions1

Failed tests

test_core_unterminated_fence_runs_to_end
test_core_tool_result_and_empty_text
test_core_message_default_text
test_core_note_empty_text_is_prefix_only
test_errors_non_object_record
test_errors_unknown_type
test_errors_missing_role
test_errors_empty_role
test_errors_tool_call_fields
test_errors_tool_result_call
test_errors_text_type
test_errors_non_string_line

failed

AD100-PRJ-42

RFC 3986 URL utility

106/129

82.2%

0.0%

0.00

67.5k

604.3s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight30
Tagsmini-project, idea-22, rfc3986, native-oracle
Exit code0
Timed outFalse
Context tokens67,460
LLM calls122
Tool calls124
Compactions0

Failed tests

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_empty_authority_userinfo_and_scheme
test_core_query_delimiters_and_types
test_errors_malformed_url[http://h/[x]]
test_errors_malformed_url[http://h:65536/]
test_errors_malformed_url[http://h:\u0661/]
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://[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_api_types_and_escapes[parse-args3-kwargs3]
test_errors_api_types_and_escapes[parse-args4-kwargs4]
test_errors_api_types_and_escapes[encode-args10-kwargs10]
test_errors_api_types_and_escapes[encode-args11-kwargs11]
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

47.5k

410.1s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultyexpert
Weight7.5
Tagsmini-project, idea-23
Exit code0
Timed outFalse
Context tokens47,471
LLM calls43
Tool calls44
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%

6.00

27.3k

224.9s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyhard
Weight6
Tagsmini-project, idea-24
Exit code0
Timed outFalse
Context tokens27,260
LLM calls37
Tool calls36
Compactions0

passed

AD100-PRJ-45

Arbitrary-precision integer arithmetic

3/3 drivers

100.0%

14.5

14.50

66.9k

516.2s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultyexpert
Weight14.5
Tagsmini-project, idea-25
Exit code0
Timed outFalse
Context tokens66,885
LLM calls42
Tool calls41
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%

5.5

5.50

54.7k

145.8s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyexpert
Weight5.5
Tagsmini-project, idea-27
Exit code0
Timed outFalse
Context tokens54,712
LLM calls61
Tool calls59
Compactions0

failed

AD100-PRJ-48

Black-box image transformation utility clone

—

0.0%

0.00

64.7k

594.9s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagecpp
Difficultyexpert
Weight30
Tagsmini-project, idea-28
Exit code0
Timed outFalse
Context tokens64,707
LLM calls128
Tool calls127
Compactions0

Tests

C++ test drivers: results unavailable or incomplete.

passed

AD100-PRJ-49

Closed-loop differential-drive line follower

21/21

100.0%

13.5

13.50

24.4k

212.7s

SUBMITTED

Challenge

Observed modelsunsloth/Muse-Glimmer-30B-GGUF:UD-Q4_K_XL
Pillarproject
Languagepython
Difficultyexpert
Weight13.5
Tagsmini-project, idea-29
Exit code0
Timed outFalse
Context tokens24,373
LLM calls26
Tool calls25
Compactions0