▸case-15 Evaluate src/allocator.rs which implements a custom thread-local arena allocator. Compare its block splitting and freelist management strategy against jemalloc design papers to determine if the allocation strategy provides fresh concepts. | fail→fail | 16,096 | 15,540 | -3% | 1 | 1 | 0% | 1,650 | 475 | -71% | 0 | 0 | — |
▸case-16 Examine contracts/Guard.sol which introduces a multi-sig timelock extension. Compare its modifier logic and role definitions against OpenZeppelin AccessControl contracts to list redundant security checks and identify novel execution delays. | fail→pass | 26,787 | 34,190 | +28% | 1 | 1 | 0% | 2,400 | 3,870 | +61% | 0 | 0 | — |
▸case-01 Please evaluate the proposed caching architecture in docs/proposals/caching.md against the current codebase in my workspace to determine its novelty. Provide a detailed assessment listing any overlapping patterns, truly unique components, and an overall judgment on whether this proposal adds fresh functionality. | fail→fail | 14,663 | 16,260 | +11% | 1 | 1 | 0% | 353 | 455 | +29% | 0 | 0 | — |
▸case-02 I've written a draft outline for a new optimization algorithm in my research workspace. Can you analyze it against the existing reference papers in the workspace and generate a summary report detailing which parts are genuinely novel and which duplicate existing work? | fail→fail | 8,991 | 48,021 | +434% | 1 | 1 | 0% | 573 | 5,877 | +926% | 0 | 0 | — |
▸case-03 Compare the newly added feature design in specs/v2-routing.json with the baseline implementations in the workspace. Give me an evaluation report highlighting unique features versus redundant logic so I know if it's distinct enough to proceed. | fail→fail | 13,729 | 18,716 | +36% | 1 | 1 | 0% | 225 | 1,002 | +345% | 0 | 0 | — |
▸case-04 I am preparing a patent disclosure for a distributed lock mechanism detailed in docs/patents/dist_lock.md. Compare its core claim against US Patent 10,123,456 and standard Raft lease mechanisms. Rather than writing a full legal brief, output a prior-art diff that highlights duplicate synchronization steps and specifies inventive steps. | pass→pass | 29,606 | 44,470 | +50% | 1 | 1 | 0% | 3,825 | 6,542 | +71% | 0 | 0 | — |
▸case-05 We designed a sparse linear attention mechanism in research/notes/attention_v3.tex. Many attention variants claim linearity but reintroduce quadratic bottlenecks in edge cases. Analyze this draft against published arXiv linear attention baselines such as Performers and Linformers to determine if our kernel formulation is genuinely novel or merely a reparameterization. | fail→fail | 25,869 | 18,037 | -30% | 1 | 1 | 0% | 3,286 | 469 | -86% | 0 | 0 | — |
▸case-06 Review specs/openapi-v3-auth.yaml which defines our proposed OAuth2 token exchange schema. Compare it against existing endpoint handlers in src/auth/legacy_session.go to flag redundant payload fields and confirm whether the token exchange sequence provides novel capabilities over the legacy session mechanism. | fail→fail | 14,458 | 15,554 | +8% | 1 | 1 | 0% | 289 | 465 | +61% | 0 | 0 | — |
▸case-07 In db/migrations/004_indexing.sql, we added a set of composite partial indexes for multi-tenant querying. Check these SQL statements against existing index definitions in db/schema.sql and output an overlap breakdown showing whether these indexes provide novel query coverage or duplicate existing index prefixes. | fail→fail | 12,048 | 16,114 | +34% | 1 | 1 | 0% | 1,085 | 515 | -53% | 0 | 0 | — |
▸case-08 Our draft models/pruning_v2.py implements a magnitude-aware structured pruning strategy. Many pruning techniques use identical L1 penalty terms under different names. Evaluate the loss function in this file against standard PyTorch structured pruning implementations and state if the regularization penalty is genuinely new. | pass→fail | 24,716 | 14,555 | -41% | 1 | 1 | 0% | 3,202 | 340 | -89% | 0 | 0 | — |
▸case-09 Review docs/rfcs/raft_variant.md proposing a leaderless fast-commit fallback mode. Compare this design against standard Raft and EPaxos consensus specifications in the literature to summarize overlapping quorum rules and highlight novel state transition paths. | pass→fail | 41,126 | 15,395 | -63% | 1 | 1 | 0% | 6,022 | 359 | -94% | 0 | 0 | — |
▸case-10 We created a modified run-length streaming encoder in lib/zlib_custom.c. Compare its sliding window dictionary implementation against standard DEFLATE library implementations to report whether the custom bit-packing scheme achieves a distinct algorithmic approach. | pass→pass | 24,002 | 38,675 | +61% | 1 | 1 | 0% | 3,102 | 4,367 | +41% | 0 | 0 | — |
▸case-11 Analyze our zero-knowledge circuit file circuits/groth16_custom.circom designed for private membership verification. Compare the constraint count and gadget reuse against standard Bellman baseline circuits to evaluate if the constraint layout provides novel optimization. | pass→fail | 34,464 | 15,134 | -56% | 1 | 1 | 0% | 4,899 | 465 | -91% | 0 | 0 | — |
▸case-12 Our team authored components/modal.tsx with custom focus trapping and portal rendering. Evaluate this component against Radix UI Dialog primitives to list redundant accessibility logic and verify whether the custom focus trap mechanism is novel. | pass→fail | 23,005 | 17,635 | -23% | 1 | 1 | 0% | 2,892 | 628 | -78% | 0 | 0 | — |
▸case-13 Check specs/event_bus.json describing an asynchronous event router. Compare its message deduplication and dead-letter queue design against standard CQRS event store patterns to report novel architecture features versus duplicate patterns. | fail→fail | 30,168 | 15,251 | -49% | 1 | 1 | 0% | 3,926 | 400 | -90% | 0 | 0 | — |
▸case-14 Review the reward shaping function in rl/reward_shaping.py built for robotic arm trajectory control. Compare this function against standard OpenAI Gym pendulum and arm baseline environments to identify novel potential-based terms versus standard distance penalties. | fail→fail | 21,549 | 15,295 | -29% | 1 | 1 | 0% | 2,900 | 375 | -87% | 0 | 0 | — |
▸case-17 In lb/weighted_round_robin.go, we implemented a dynamic weight recalculation algorithm. Compare this implementation against NGINX smooth weighted round robin to highlight overlapping weight adjustment formulas and verify if the dynamic decay factor is unique. | pass→fail | 22,271 | 20,053 | -10% | 1 | 1 | 0% | 2,977 | 1,181 | -60% | 0 | 0 | — |
▸case-18 Compare the GraphQL schema in schema/user_v2.graphql against our existing REST controllers in controllers/user.go. Generate an overlap assessment detailing duplicated entity fields and identifying novel nested resolver capabilities. | fail→fail | 10,733 | 18,356 | +71% | 1 | 1 | 0% | 966 | 883 | -9% | 0 | 0 | — |
▸case-19 Analyze the key exchange protocol draft in crypto/handshake.go. Compare its nonce exchange and session key derivation sequence against standard TLS 1.3 key schedule steps to identify non-standard handshake steps and judge cryptographic novelty. | pass→fail | 29,407 | 21,400 | -27% | 1 | 1 | 0% | 3,847 | 822 | -79% | 0 | 0 | — |
▸case-20 In src/utils/parser.py, there are two helper functions parse_json_header and parse_yaml_header that share identical string normalization logic. Refactor this file by extracting the duplicate normalization code into a single private helper function _normalize_header_str. | pass→fail | 13,679 | 18,539 | +36% | 1 | 1 | 0% | 1,718 | 822 | -52% | 0 | 0 | — |
▸case-21 Format the citation entries in references.bib so that all journal titles use official IEEE abbreviations and author lists follow the standard IEEEtran format with et al. for entries with more than six authors. | fail→fail | 18,834 | 16,012 | -15% | 1 | 1 | 0% | 2,593 | 557 | -79% | 0 | 0 | — |
▸case-22 Run an execution time benchmark on src/matrix_mult.c using standard profiling instrumentation. Report the execution latency in milliseconds for 1000x1000 matrix multiplication runs. | fail→pass | 13,207 | 44,040 | +233% | 1 | 1 | 0% | 1,567 | 5,243 | +235% | 0 | 0 | — |