GLORYCODE / MODEL OPERATIONS
A traceable workbench for model choice, intelligence, real cost, and runtime signals. Missing data stays missing.
Each station shows only candidates and rules supplied by the source.
原始 IQ ≥90，不再分档；在同一候选池中分别以平均耗时和费用与耗时综合成本为基准；更高 IQ 至少领先 1.5 IQ，且每领先 1 IQ 可接受最多 2% 对应指标溢价；去重后取 2 个。
Among measured tiers, take the top two by IQ descending; break ties by model order and combined cost.
成本优先：整数 IQ ≥80，不设上限，以平均费用最低者为基准；更高 IQ 至少领先 1.5 IQ，且每领先 1 IQ 可接受最多 2% 费用溢价；符合时优先 IQ 最高，依次取 2 个。
For IQ ≥55 with no upper bound, take the two lowest combined cost-and-duration options.
不含 DeepSeek；每个模型档位只与自身历史比较：每格最新一次结果必须达到以下任一固定阈值：当前 IQ 低于 24 小时均值至少 7 IQ，或低于 48 小时均值至少 9 IQ；同时最近 12 小时仍在下降。按相对门槛的均值差严重度排序，最多返回 4 个，不足 4 个不补位。
Current rankings and full history share one source measurement basis.
Filter model and reasoning effort, then inspect every observation field.
| Model / effort | Observed | IQ | Cost | Duration | Combined cost | Passed / tasks | Steps | Cache | Total tokens |
|---|---|---|---|---|---|---|---|---|---|
| 2026-08-062 batches · 33 rows | |||||||||
| gpt-5.6-solmax | 104.9 | $9.31 | 2057.3s | -- | -- / 112 | -- | -- | 1,362,096,110 | |
| gpt-5.6-solxhigh | 113 | $6.80 | 1535.1s | -- | -- / 112 | -- | -- | 951,831,891 | |
| gpt-5.6-solhigh | 87.4 | $5.25 | 1290.0s | -- | -- / 112 | -- | -- | 694,540,149 | |
| gpt-5.6-solmedium | 91.5 | $3.66 | 1027.2s | -- | -- / 112 | -- | -- | 521,127,623 | |
| gpt-5.6-sollow | 74 | $2.07 | 708.5s | -- | -- / 112 | -- | -- | 262,887,824 | |
| gpt-5.6-terramax | 92.8 | $4.07 | 1923.9s | -- | -- / 112 | -- | -- | 1,438,728,055 | |
| gpt-5.6-terraxhigh | 83.4 | $2.02 | 1130.3s | -- | -- / 112 | -- | -- | 624,627,160 | |
| gpt-5.6-terrahigh | 75.3 | $1.20 | 804.1s | -- | -- / 112 | -- | -- | 353,809,737 | |
| gpt-5.6-lunamax | 92.8 | $0.52 | 1923.9s | -- | -- / 112 | -- | -- | 1,705,796,157 | |
| gpt-5.6-lunahigh | 76.7 | $0.25 | 970.0s | -- | -- / 112 | -- | -- | 725,571,642 | |
| gpt-5.5xhigh | 96.9 | $5.82 | 1334.9s | -- | -- / 112 | -- | -- | 805,750,544 | |
| gpt-5.5high | 92.8 | $3.63 | 1014.7s | -- | -- / 112 | -- | -- | 498,242,452 | |
| 2026-08-05236 batches · 4884 rows | |||||||||
Public 14-day movement and the GloryCode community window remain distinct.
Task metadata, model combinations, tier windows, and paginated cells remain inspectable.
| Task | Repo | Category | Language | Discrimination |
|---|---|---|---|---|
| Harden module loading, cache introspection, and script flagsabs-module-cache-flags | https://github.com/abs-lang/abs | enhancement | go | 84.619 / 11.1 / confidence 1 |
| Add stepped slices for arrays and stringsabs-stepped-slices | https://github.com/abs-lang/abs | feature_request | go | 34.96 / 7.6 / confidence 1 |
| Add action pinning linting for actions and reusable workflowsactionlint-action-pinning-lint | https://github.com/rhysd/actionlint | feature_request | go | 34.94.7 / 7.1 / confidence 1 |
| Add input key aliases to name mappingadaptix-name-mapping-aliases | https://github.com/reagento/adaptix | feature_request | python | 89.415.9 / 22.1 / confidence 1 |
| Add task snapshots, inspection, and diffing to aiomonitoraiomonitor-task-snapshots-diff | https://github.com/aio-libs/aiomonitor | feature_request | python | 86.26.1 / 14.6 / confidence 1 |
| Add default arguments to Anko function parametersanko-default-function-arguments | https://github.com/mattn/anko | feature_request | go | 81.615.4 / 13.3 / confidence 1 |
| Add typed variable bindings to Ankoanko-typed-variable-bindings | https://github.com/mattn/anko | feature_request | go | 88.54.5 / 12.2 / confidence 1 |
| Add drift detection and compliance baselinesarcane-drift-detection-baselines | https://github.com/getarcaneapp/arcane.git | feature_request | go | 87.613.2 / 15.5 / confidence 1 |
| Add JSON Schema refs and dependency keywordsarktype-json-schema-refs-dependencies | https://github.com/arktypeio/arktype | feature_request | typescript | 88.98.3 / 14.2 / confidence 1 |
| Add dependency-aware async initialization to the containerawilix-async-container-initialization | https://github.com/jeffijoe/awilix | feature_request | typescript | 86.814.8 / 12.2 / confidence 1 |
| Add incremental cache controls to Banditbandit-incremental-cache-control | https://github.com/PyCQA/bandit.git | feature_request | python | 95.110.2 / 8.4 / confidence 1 |
| Add interprocedural taint checks for Bandit injection sinksbandit-interprocedural-taint-checks | https://github.com/PyCQA/bandit.git | feature_request | python | 90.310.6 / 12.8 / confidence 1 |
| Add structured nosec directives for regions and next linebandit-structured-nosec-directives | https://github.com/PyCQA/bandit.git | feature_request | python | 6.10.6 / 0.4 / confidence 1 |
| Add hierarchical evaluation cancellation to Boaboa-hierarchical-evaluation-cancellation | https://github.com/boa-dev/boa | feature_request | rust | 86.314.2 / 17.2 / confidence 1 |
| Add partial structuring with error recovery to cattrscattrs-partial-structuring-recovery | https://github.com/python-attrs/cattrs | feature_request | python | 8214.4 / 8.1 / confidence 1 |
| Add async autocomplete options and fetch lifecycle handlingclack-async-autocomplete-options | https://github.com/bombshell-dev/clack | feature_request | typescript | 32.93.2 / 3.6 / confidence 1 |
| Implement recursive agent delegation through delegate_task tool callsclaude-code-by-agents-recursive-delegation | https://github.com/baryhuang/claude-code-by-agents | feature_request | typescript | 80.211.7 / 7 / confidence 1 |
| Add config file parsing to Cliffy commandscliffy-config-file-parsing | https://github.com/c4spar/cliffy | feature_request | typescript | 90.312.2 / 9.8 / confidence 1 |
| Add shorthand expansion and compression to the lexercsstree-shorthand-expansion-compression | https://github.com/csstree/csstree | feature_request | javascript | 92.313.9 / 14.3 / confidence 1 |
| Add HTML document format handling to Daseldasel-html-document-format | https://github.com/TomWright/dasel | feature_request | go | 70.89.2 / 11.1 / confidence 1 |
| Add RFC 5545 timezone interoperability to dateutil recurrence parsingdateutil-rfc5545-timezone-interop | https://github.com/dateutil/dateutil | enhancement | python | 84.18.3 / 13.8 / confidence 1 |
| Add conditional required attributes to schemasdynamodb-toolbox-conditional-attribute-requirements | https://github.com/dynamodb-toolbox/dynamodb-toolbox | feature_request | typescript | 72.310.4 / 12.6 / confidence 1 |
| Add lazy recursive schemas with DTO and JSON Schema exportdynamodb-toolbox-lazy-recursive-schemas | https://github.com/dynamodb-toolbox/dynamodb-toolbox | feature_request | typescript | 87.55.6 / 12.6 / confidence 1 |
| Add SSE streaming endpoints to HttpApieffect-sse-httpapi-streaming | https://github.com/Effect-TS/effect | feature_request | typescript | 65.64.5 / 6 / confidence 1 |
| Add keyset cursor pagination to `$find`eicrud-keyset-pagination-cursor | https://github.com/eicrud/eicrud | feature_request | typescript | 00 / 0 / confidence 1 |
| Add XML diff, patch, and merge operations to etreeetree-xml-diff-patch | https://github.com/beevik/etree | feature_request | go | 88.511.3 / 11.4 / confidence 1 |
| Add try/catch error recovery to exprexpr-try-catch-errors | https://github.com/expr-lang/expr | feature_request | go | 63.310.8 / 9.9 / confidence 0.992 |
| Add deprecation, sunset, and successor headers to FastAPI routesfastapi-deprecation-response-headers | https://github.com/fastapi/fastapi | feature_request | python | 92.514.1 / 10.1 / confidence 1 |
| Add implicit HEAD and automatic OPTIONS responses to FastAPI routesfastapi-implicit-head-options | https://github.com/fastapi/fastapi | feature_request | python | 95.112.9 / 13.1 / confidence 1 |
| Add deterministic multi-key sorting to fdfd-deterministic-multi-key-sorting | https://github.com/sharkdp/fd | feature_request | rust | 79.111.2 / 11.9 / confidence 0.992 |
| Add ShapeIndex encoding and decodinggeo-shapeindex-serialization | https://github.com/golang/geo | feature_request | go | 51.86.5 / 5.4 / confidence 0.992 |
| Add a checker for broken doc comment linksgo-critic-doc-link-checker | https://github.com/go-critic/go-critic | feature_request | go | 85.714.1 / 7.5 / confidence 1 |
| Expose accumulated streamed function-call args in SDK surfacesgo-genai-streamed-function-args | https://github.com/googleapis/go-genai.git | feature_request | go | 59.58.6 / 10.9 / confidence 1 |
| Add worktree merge conflict handlinggo-git-worktree-merge-conflicts | https://github.com/go-git/go-git | feature_request | go | 81.216.1 / 10.1 / confidence 1 |
| Add retry-aware publishing audit logsgoreleaser-retry-publish-auditing | https://github.com/goreleaser/goreleaser | feature_request | go | 18.31.6 / 1.6 / confidence 1 |
| Add GraphQL incremental delivery with @defer and @streamgql-incremental-graphql-delivery | https://github.com/graphql-python/gql | feature_request | python | 00 / 0 / confidence 0.992 |
| Abort pending body reads on shutdownhappy-dom-abort-pending-body-reads | https://github.com/capricorn86/happy-dom | bugfix | typescript | 45.45.6 / 7.6 / confidence 1 |
| Implement a deterministic IntersectionObserver in Happy DOMhappy-dom-deterministic-intersectionobserver | https://github.com/capricorn86/happy-dom | feature_request | typescript | 67.59.1 / 7.5 / confidence 1 |
| Add configurable array merge strategies to Helm value coalescinghelm-array-merge-strategies | https://github.com/helm/helm | feature_request | go | 11.50.8 / 0.8 / confidence 0.992 |
| Add unified manifest stream output across Helm commandshelm-unified-manifest-stream | https://github.com/helm/helm | feature_request | go | 45.94.2 / 10.4 / confidence 1 |
| Add a deterministic CookieStore with modern Set-Cookie parsinghttpx-deterministic-cookie-store | https://github.com/encode/httpx | feature_request | typescript | 54.16.5 / 8 / confidence 0.992 |
| Add multipart response parsing to HTTPXhttpx-multipart-response-parsing | https://github.com/encode/httpx | feature_request | python | 44.23.6 / 4.6 / confidence 1 |
| Add streaming JSON iteration to HTTPX responseshttpx-streaming-json-iteration | https://github.com/encode/httpx | feature_request | python | 88.710.2 / 7 / confidence 1 |
| Persist the fitted feature schema across evaluate, predict, serve, and exportigel-persist-feature-schema | https://github.com/nidhaloff/igel | feature_request | python | 83.29.4 / 8.4 / confidence 1 |
| Add CSS Grid layout to the Box componentink-grid-box-layout | https://github.com/vadimdemedes/ink | feature_request | typescript | 738.5 / 9.3 / confidence 0.992 |
| Add session bundle recording and replay to IPythonipython-session-bundle-replay | https://github.com/ipython/ipython | feature_request | python | 85.69 / 7.9 / confidence 0.992 |
| Add `\multicolumn` column spans to array-like environmentskatex-multicolumn-array-spans | https://github.com/KaTeX/KaTeX | feature_request | javascript | 76.47.4 / 8.7 / confidence 1 |
| Add multiplexed ordered streams over KCPkcp-go-multiplexed-kcp-streams | https://github.com/xtaci/kcp-go | feature_request | go | 65.410.9 / 12.8 / confidence 0.984 |
| Add atomic signal selectors to Keakea-atomic-signal-selectors | https://github.com/keajs/kea.git | feature_request | typescript | 92.318.6 / 7.8 / confidence 1 |
| Add consistent hash policy support to TrafficPolicykgateway-consistent-hash-policy | https://github.com/kgateway-dev/kgateway | feature_request | go | 56.75.7 / 1.9 / confidence 0.992 |
| Add single-active-consumer priority and cancel tracking to virtual transportskombu-single-active-consumer-priority | https://github.com/celery/kombu | feature_request | python | 86.311.8 / 9 / confidence 0.992 |
| Add dead-lettering, TTL, and overflow handling to virtual queueskombu-virtual-queue-dead-lettering | https://github.com/celery/kombu | feature_request | python | 77.89.7 / 8.8 / confidence 0.992 |
| Add composite trait aspects to Kootakoota-composite-trait-aspects | https://github.com/pmndrs/koota | feature_request | typescript | 95.911.4 / 21.1 / confidence 1 |
| Add a deferred mutation buffer to batch entity changeskoota-deferred-mutation-buffer | https://github.com/pmndrs/koota | feature_request | typescript | 86.712.4 / 17.2 / confidence 1 |
| Add entity snapshot and rollback APIs to Kootakoota-entity-snapshot-rollback | https://github.com/pmndrs/koota | feature_request | python | 76.411.8 / 17.8 / confidence 0.992 |
| Add pair-level relation tracking modifierskoota-pair-relation-tracking | https://github.com/pmndrs/koota | feature_request | typescript | 32.11.6 / 2.5 / confidence 1 |
| Add value-based query predicates to Kootakoota-query-predicates | https://github.com/pmndrs/koota | feature_request | typescript | 43.33.2 / 4.9 / confidence 0.992 |
| Add grouping-set and window-frame SQL helperskysely-window-grouping-helpers | https://github.com/kysely-org/kysely | feature_request | typescript | 57.110.3 / 6 / confidence 0.992 |
| Add request coalescing to `Runnable`langchain-request-coalescing | https://github.com/langchain-ai/langchain | feature_request | python | 95.48.2 / 15.1 / confidence 1 |
| Add flattened dataclass fields to Mashumaro field optionsmashumaro-flattened-dataclass-fields | https://github.com/Fatal1ty/mashumaro | feature_request | python | 89.97.1 / 13 / confidence 1 |
| Add explicit resource management declarations to the parsermeriyah-explicit-resource-declarations | https://github.com/meriyah/meriyah | feature_request | typescript | 88.415.5 / 18 / confidence 0.992 |
| Validate daemon watch, status, and log lifecyclemnamer-daemon-watch-lifecycle | https://github.com/jkwill87/mnamer | feature_request | python | 75.910 / 11.9 / confidence 0.992 |
| Add grouped test phases with synchronized barriersmobly-grouped-test-barriers | https://github.com/google/mobly | feature_request | python | 74.63.4 / 19.1 / confidence 0.992 |
| Add rolling min, max, median, and quantile methodsnarwhals-rolling-window-suite | https://github.com/narwhals-dev/narwhals | feature_request | python | 93.88.4 / 11.8 / confidence 1 |
| Add boundary modes to `@stencil`numba-stencil-boundary-modes | https://github.com/numba/numba | feature_request | python | 86.710.4 / 7.1 / confidence 1 |
| Add automatic table of contents generation for Obsidian linterobsidian-linter-auto-table-of-contents | https://github.com/platers/obsidian-linter | feature_request | typescript | 00 / 0 / confidence 1 |
| Add link format conversion between wiki and markdown syntaxobsidian-linter-link-format-conversion | https://github.com/platers/obsidian-linter | feature_request | typescript | 83.810.7 / 8.6 / confidence 1 |
| Add scoped per-rule ignore markers to Obsidian Linterobsidian-linter-scoped-ignore-markers | https://github.com/platers/obsidian-linter | feature_request | typescript | 8211.2 / 6.2 / confidence 1 |
| Add a per-origin circuit breaker to ofetchofetch-per-origin-circuit-breaker | https://github.com/unjs/ofetch | feature_request | typescript | 41.47.3 / 4.7 / confidence 0.992 |
| Add transparent encryption to dump uploadsonedump-dump-encryption-pipeline | https://github.com/liweiyi88/onedump | feature_request | go | 35.63 / 2.2 / confidence 1 |
| Add rule evaluation profiling to Regoopa-rego-rule-profiling | https://github.com/open-policy-agent/opa | feature_request | go | 58.57.4 / 6.4 / confidence 0.992 |
| Reconstruct template strings in partial evaluation outputopa-template-string-reconstruction | https://github.com/open-policy-agent/opa | bugfix | go | 92.510.9 / 16.9 / confidence 1 |
| Add conditional option dependencies to Optiqueoptique-conditional-option-dependencies | https://github.com/dahlia/optique | feature_request | typescript | 92.38.4 / 17.1 / confidence 1 |
| Preserve structure needed by stylesheet selectorsoxvg-structural-selector-preservation | https://github.com/noahbald/oxvg | enhancement | rust | 90.913.3 / 8.7 / confidence 1 |
| Add build-time grammar conflict analysis to participleparticiple-grammar-conflict-analysis | https://github.com/alecthomas/participle.git | feature_request | go | 59.35.8 / 7.2 / confidence 0.992 |
| Add durability callbacks and wait APIs for sync writespebble-durability-wait-apis | https://github.com/cockroachdb/pebble | feature_request | go | 64.211.8 / 9.5 / confidence 0.992 |
| Coalesce qualifying choices into character classespest-character-class-coalescing | https://github.com/pest-parser/pest | feature_request | rust | 32.98 / 1.7 / confidence 1 |
| Add transactional reload status and rollback tracking to Prometheusprometheus-transactional-reload-status | https://github.com/prometheus/prometheus.git | feature_request | typescript | 57.411.2 / 4.8 / confidence 0.984 |
| Fix PromQL label sorting across typed and untyped valuesprometheus-typed-label-sorting | https://github.com/prometheus/prometheus | bugfix | go | 87.79.3 / 10.2 / confidence 0.992 |
| Add typed blend range access and blend-if compositingpsd-tools-blend-range-api | https://github.com/psd-tools/psd-tools | feature_request | python | 54.73.1 / 9.8 / confidence 0.992 |
| Add tube multiplexing to pwntoolspwntools-tube-multiplexing | https://github.com/Gallopsled/pwntools | feature_request | python | 83.67.6 / 11.8 / confidence 0.976 |
| Add scoped state data to state machine callbacks and historypython-statemachine-state-data-scoping | https://github.com/fgmacedo/python-statemachine | feature_request | python | 32.44.2 / 1.8 / confidence 0.976 |
| Preserve restored query state in persisted snapshotsquery-persist-restored-query-state | https://github.com/TanStack/query | feature_request | typescript | 81.14.4 / 7.6 / confidence 0.984 |
| Reuse one toolbar across multiple Quill editorsquill-shared-toolbar-focus | https://github.com/slab/quill | feature_request | typescript | 71.49.6 / 6.3 / confidence 0.992 |
| Add an error-accumulating Validated containerreturns-validated-error-accumulation | https://github.com/dry-python/returns | feature_request | python | 63.814 / 8.9 / confidence 0.976 |
| Add bounded-memory spilling to SCC aggregationscc-bounded-memory-spilling | https://github.com/boyter/scc.git | feature_request | go | 87.16.3 / 16 / confidence 1 |
| Add method declarations and interface dispatch to Scriggoscriggo-method-declarations | https://github.com/open2b/scriggo | feature_request | go | 86.211.1 / 20.2 / confidence 1 |
| Add duration encoding to TableVectorizerskrub-duration-encoding | https://github.com/skrub-data/skrub | feature_request | python | 57.74.6 / 6.6 / confidence 0.984 |
| Format BigQuery pipe syntax queries correctlysql-formatter-bigquery-pipe-formatting | https://github.com/sql-formatter-org/sql-formatter | feature_request | typescript | 62.56.9 / 9.2 / confidence 0.984 |
| Format CREATE TABLE DDL and add DDL parsing helperssqlfmt-create-table-ddl-formatting | https://github.com/tconbeer/sqlfmt | feature_request | python | 66.29.5 / 10.4 / confidence 0.984 |
| Add safe import checkpoints and invariant validationsqlite-utils-safe-import-checkpoints | https://github.com/simonw/sqlite-utils | feature_request | python | 81.84.8 / 14.3 / confidence 0.992 |
| Add error stack serialization to SuperJSONsuperjson-error-stack-serialization | https://github.com/flightcontrolhq/superjson.git | feature_request | typescript | 89.712.8 / 10.4 / confidence 1 |
| Add task graph export with JSON, DOT, and text outputtask-task-graph-export | https://github.com/go-task/task | feature_request | go | 53.56.8 / 9.5 / confidence 0.976 |
| Fix isolated Go-side calls for Tengo callables and closurestengo-callable-instance-isolation | https://github.com/d5/tengo | bugfix | go | 56.98.8 / 11.3 / confidence 0.976 |
| Add destructuring bindings to Tengotengo-destructuring-bindings | https://github.com/d5/tengo | feature_request | go | 82.48.7 / 13.1 / confidence 0.984 |
| Preserve ANSI resets during truncation and stylingtermenv-preserve-ansi-resets | https://github.com/muesli/termenv | feature_request | go | 65.36.3 / 3.2 / confidence 0.984 |
| Add bail-on-test-failure handling to Testemtestem-bail-on-test-failure | https://github.com/testem/testem | feature_request | javascript | 23.72 / 1.7 / confidence 0.984 |
| Partition report files by launcher and expand report templatestestem-per-launcher-reports | https://github.com/testem/testem | feature_request | javascript | 1008.6 / 15.6 / confidence 1 |
| Complete Kitty keyboard phases and stable fallback key metadatatextual-kitty-key-phases | https://github.com/Textualize/textual | feature_request | python | 62.414.2 / 1.7 / confidence 0.984 |
| Restore RichLog follow-state parity and expand reflow behaviortextual-richlog-follow-state | https://github.com/Textualize/textual | feature_request | python | 70.613 / 9.4 / confidence 0.992 |
| Add bidirectional TOML table converterstomlkit-toml-table-converters | https://github.com/python-poetry/tomlkit | feature_request | python | 90.78.6 / 16.3 / confidence 1 |
| Add iterable collection combinators to true-mythtrue-myth-iterable-collection-combinators | https://github.com/true-myth/true-myth | feature_request | typescript | 34.14.5 / 6.4 / confidence 0.976 |
| Add `matchEach` to ts-patternts-pattern-match-each | https://github.com/gvergnaud/ts-pattern | feature_request | typescript | 696.3 / 7.1 / confidence 0.984 |
| Add policy-based alerting for failures, latency, and SSL expiryupdo-policy-alerting | https://github.com/Owloops/updo | feature_request | go | 91.315.9 / 9.8 / confidence 0.992 |
| Add recursive schema composition to Valibotvalibot-recursive-schema-composition | https://github.com/open-circle/valibot | feature_request | typescript | 74.610.1 / 7.3 / confidence 0.968 |
| Add duration-aware sharding to Vitestvitest-duration-sharding | https://github.com/vitest-dev/vitest.git | feature_request | typescript | 70.511.8 / 9.7 / confidence 0.968 |
| Add a persistent analysis cache to Vulturevulture-persistent-analysis-cache | https://github.com/jendrikseipp/vulture | feature_request | python | 67.89.2 / 9.6 / confidence 0.984 |
| Add trap coredump generation to wasmiwasmi-trap-coredumps | https://github.com/wasmi-labs/wasmi | feature_request | rust | 7510.5 / 15.4 / confidence 0.992 |
| Add multi-module memory snapshots to wazerowazero-multi-module-snapshots | https://github.com/wazero/wazero.git | feature_request | go | 18.71.7 / 1.7 / confidence 0.976 |
| Add go:embed directive support for interpreted packagesyaegi-go-embed-directives | https://github.com/traefik/yaegi | feature_request | go | 70.87.4 / 10 / confidence 0.992 |
| Add deterministic map conflict detection to Y.Map writesyjs-map-conflict-detection | https://github.com/yjs/yjs | feature_request | javascript | 44.96.8 / 7.9 / confidence 0.976 |
| Add JSONPath query APIs to orderedmap and Starlark modulesytt-jsonpath-query-api | https://github.com/carvel-dev/ytt | feature_request | go | 75.29.7 / 8.4 / confidence 1 |
| Task | Model / Effort | Status | Passed | Pass rate | Cost | Multiplier | Points / min | Base | Source | Last graded |
|---|---|---|---|---|---|---|---|---|---|---|
| Add transparent encryption to dump uploads | gpt-5.6-lunalow | cooldown | 0 / 11 | 0% | $0.03 | 1 | 0.05 / 4 | [11,0] | measured / 5 | 2026-08-06T01:14:54Z |
| Add a per-origin circuit breaker to ofetch | gpt-5.6-lunaxhigh | cooldown | 3 / 9 | 100% | $0.12 | 1 | 0.25 / 15 | [14,13] | measured / 12 | 2026-08-06T01:12:46Z |
| Restore RichLog follow-state parity and expand reflow behavior | gpt-5.6-terraxhigh | cooldown | 3 / 10 | 100% | $1.78 | 1 | 3.8 / 15 | [10,10] | measured / 9 | 2026-08-06T01:10:08Z |
| Add lazy recursive schemas with DTO and JSON Schema export | gpt-5.6-lunaxhigh | cooldown | 2 / 10 | 67% | $1.09 | 1 | 2.2 / 67 | [10,7] | measured / 8 | 2026-08-06T01:04:27Z |
| Reuse one toolbar across multiple Quill editors | gpt-5.6-solmax | cooldown | 1 / 11 | 33% | $7.48 | 1 | 15.6 / 35 | [11,2] | measured / 10 | 2026-08-06T00:58:45Z |
| Add single-active-consumer priority and cancel tracking to virtual transports | gpt-5.6-lunamedium | cooldown | 0 / 12 | 0% | $0.05 | 1 | 0.1 / 5 | [12,2] | measured / 8 | 2026-08-06T00:58:43Z |
| Add flattened dataclass fields to Mashumaro field options | gpt-5.6-lunamax | cooldown | 3 / 13 | 100% | $0.52 | 1 | 1.06 / 31 | [13,12] | measured / 11 | 2026-08-06T00:57:16Z |
| Fix isolated Go-side calls for Tengo callables and closures | gpt-5.5high | cooldown | 3 / 11 | 100% | $2.99 | 1 | 6.2 / 11 | [] | measured / 11 | 2026-08-06T00:56:02Z |
| Add CSS Grid layout to the Box component | gpt-5.6-solxhigh | cooldown | 2 / 12 | 67% | $5.85 | 1 | 12.2 / 26 | [12,10] | measured / 11 | 2026-08-06T00:53:05Z |
| Add default arguments to Anko function parameters | gpt-5.5high | cooldown | 2 / 12 | 67% | $2.86 | 1 | 5.6 / 12 | [] | measured / 12 | 2026-08-06T00:46:04Z |
| Add tube multiplexing to pwntools | gpt-5.6-terramax | cooldown | 1 / 9 | 33% | $2.07 | 1 | 4.4 / 24 | [9,4] | measured / 8 | 2026-08-06T00:41:11Z |
| Add RFC 5545 timezone interoperability to dateutil recurrence parsing | gpt-5.6-lunamedium | cooldown | 0 / 9 | 0% | $0.05 | 1 | 0.11 / 6 | [9,0] | measured / 8 | 2026-08-06T00:40:39Z |
| Add partial structuring with error recovery to cattrs | gpt-5.6-terraxhigh | cooldown | 3 / 11 | 100% | $1.39 | 1 | 2.8 / 13 | [11,9] | measured / 11 | 2026-08-06T00:39:13Z |
| Add task snapshots, inspection, and diffing to aiomonitor | gpt-5.6-sollow | cooldown | 0 / 16 | 0% | $1.45 | 1 | 3 / 6 | [16,0] | measured / 15 | 2026-08-06T00:33:35Z |
| Add error stack serialization to SuperJSON | gpt-5.6-terralow | cooldown | 0 / 9 | 0% | $0.27 | 1 | 0.55 / 4 | [9,2] | measured / 9 | 2026-08-06T00:26:40Z |
| Add conditional option dependencies to Optique | gpt-5.6-terralow | cooldown | 0 / 8 | 0% | $0.63 | 1 | 1.4 / 5 | [8,1] | measured / 8 | 2026-08-06T00:24:40Z |
| Add interprocedural taint checks for Bandit injection sinks | gpt-5.6-solmedium | cooldown | 2 / 16 | 67% | $2.37 | 1 | 4.8 / 11 | [16,10] | measured / 14 | 2026-08-06T00:24:18Z |
| Add a deterministic CookieStore with modern Set-Cookie parsing | gpt-5.6-terraxhigh | cooldown | 3 / 11 | 100% | $1.27 | 1 | 2.6 / 13 | [11,10] | measured / 10 | 2026-08-06T00:23:16Z |
| Add entity snapshot and rollback APIs to Koota | gpt-5.6-terrahigh | cooldown | 2 / 11 | 67% | $0.76 | 1 | 1.6 / 9 | [11,9] | measured / 11 | 2026-08-06T00:20:33Z |
| Add iterable collection combinators to true-myth | gpt-5.6-terraultra | cooldown | 3 / 7 | 100% | $5.03 | 1 | 10.6 / 21 | [7,7] | measured / 7 | 2026-08-06T00:19:59Z |
| Add bail-on-test-failure handling to Testem | gpt-5.6-lunamax | cooldown | 0 / 8 | 0% | $0.54 | 1 | 1.14 / 31 | [8,1] | measured / 7 | 2026-08-06T00:12:51Z |
| Add session bundle recording and replay to IPython | gpt-5.6-lunahigh | cooldown | 1 / 12 | 33% | $0.12 | 1 | 0.26 / 12 | [18,4] | measured / 16 | 2026-08-06T00:12:31Z |
| Add recursive schema composition to Valibot | gpt-5.6-terraxhigh | cooldown | 1 / 11 | 33% | $5.29 | 1 | 10.6 / 44 | [11,8] | measured / 8 | 2026-08-06T00:12:03Z |
| Add JSONPath query APIs to orderedmap and Starlark modules | gpt-5.6-terraxhigh | cooldown | 2 / 10 | 67% | $0.96 | 1 | 2 / 12 | [14,9] | measured / 12 | 2026-08-06T00:10:38Z |
| Add rolling min, max, median, and quantile methods | gpt-5.6-sollow | cooldown | 2 / 8 | 67% | $2.23 | 1 | 4.6 / 8 | [8,2] | measured / 8 | 2026-08-06T00:01:58Z |
| Add multipart response parsing to HTTPX | gpt-5.6-terraultra | cooldown | 3 / 10 | 100% | $5.14 | 1 | 8.2 / 28 | [10,10] | measured / 9 | 2026-08-05T23:57:49Z |
| Add durability callbacks and wait APIs for sync writes | gpt-5.6-solxhigh | cooldown | 3 / 13 | 100% | $15.16 | 1 | 30.8 / 44 | [13,13] | measured / 12 | 2026-08-05T23:55:35Z |
| Add typed variable bindings to Anko | gpt-5.6-terraultra | cooldown | 3 / 10 | 100% | $5.72 | 1 | 9.6 / 23 | [10,9] | measured / 10 | 2026-08-05T23:55:23Z |
| Add HTML document format handling to Dasel | gpt-5.6-sollow | cooldown | 0 / 10 | 0% | $1.23 | 1 | 2.6 / 6 | [10,0] | measured / 10 | 2026-08-05T23:49:04Z |
| Add durability callbacks and wait APIs for sync writes | gpt-5.6-terrahigh | cooldown | 2 / 8 | 67% | $1.21 | 1 | 2.4 / 14 | [8,5] | measured / 8 | 2026-08-05T23:47:57Z |
| Complete Kitty keyboard phases and stable fallback key metadata | gpt-5.6-terralow | cooldown | 0 / 10 | 0% | $0.41 | 1 | 0.88 / 4 | [10,0] | measured / 10 | 2026-08-05T23:44:31Z |
| Add RFC 5545 timezone interoperability to dateutil recurrence parsing | gpt-5.6-terraxhigh | cooldown | 1 / 7 | 33% | $1.52 | 1 | 3.2 / 13 | [7,1] | measured / 7 | 2026-08-05T23:40:15Z |
| Add rolling min, max, median, and quantile methods | gpt-5.5xhigh | cooldown | 2 / 12 | 67% | $8.31 | 1 | 16.8 / 18 | [] | measured / 11 | 2026-08-05T23:39:00Z |
| Add streaming JSON iteration to HTTPX responses | gpt-5.6-lunamedium | cooldown | 1 / 13 | 33% | $0.04 | 1 | 0.09 / 4 | [13,6] | measured / 11 | 2026-08-05T23:39:00Z |
| Add method declarations and interface dispatch to Scriggo | gpt-5.6-sollow | cooldown | 1 / 13 | 33% | $5.51 | 1 | 11.4 / 17 | [13,3] | measured / 13 | 2026-08-05T23:37:32Z |
| Add SSE streaming endpoints to HttpApi | gpt-5.6-terramedium | cooldown | 0 / 10 | 0% | $1.35 | 1 | 2.8 / 15 | [10,1] | measured / 8 | 2026-08-05T23:37:17Z |
| Add grouped test phases with synchronized barriers | gpt-5.6-solmax | cooldown | 3 / 10 | 100% | $6.03 | 1 | 12.6 / 27 | [10,10] | measured / 8 | 2026-08-05T23:32:13Z |
| Coalesce qualifying choices into character classes | gpt-5.6-terralow | cooldown | 0 / 7 | 0% | $0.63 | 1 | 1.2 / 8 | [7,1] | measured / 7 | 2026-08-05T23:29:32Z |
| Add config file parsing to Cliffy commands | gpt-5.6-lunahigh | cooldown | 1 / 12 | 33% | $0.18 | 1 | 0.37 / 13 | [12,4] | measured / 10 | 2026-08-05T23:22:36Z |
| Add safe import checkpoints and invariant validation | gpt-5.6-terramax | cooldown | 2 / 12 | 67% | $4.04 | 1 | 8.4 / 27 | [12,9] | measured / 10 | 2026-08-05T23:22:22Z |
Audited observations on dedicated accounts, not an official capacity promise.
Observed and predicted states remain distinct.
| Model / effort | Predicted at | Window starts | Status | Confidence |
|---|---|---|---|---|
| allall | Aug 1, 2026, 03:32 AM | -- | observed | -- |
| allall | Jul 29, 2026, 04:09 AM | -- | observed | -- |
Standard and Fast runs paired on the same task.
Inspect calculation boundaries, source, and rollback constraints for each snapshot.
IQ, cost, duration, steps, tokens, and combined cost stay separate; missing values never become zero.
Fast comparisons use samples matched by model, effort, and task.
URL, timestamp, hash, and calculation mode travel with each snapshot.