Regenerate the window climber's adversarial trap traces and run the behavioral gate against the real cache in the simulator
ben-manes/caffeine
SkillsMP has collected 32 skills from ben-manes/caffeine. Open a skill to review its source and details.
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Showing 32 of 32 collected skills.
Adversarial workload search for eviction-policy regret. Crafts, shrinks, and classifies workloads on which the adaptive window climber fails to close the gap to its achievable optimum, and routes each failure class to the mechanism responsible (controller,…
Price each algorithmic step of the window climber by removing it, to find steps that no longer earn their keep and branches that no longer fire
Heavyweight history-mining bug audit. Walks the caffeine module's git history chronologically (oldest to HEAD), maintains a forward-tracked issue database, and surfaces concerns introduced by past commits that were never resolved. Catches bugs that snapshot…
Audit the adaptive window hill-climber and region-resize logic for implementation defects (not algorithm quality)
Audit for arithmetic and boundary bugs (overflow, off-by-one, drift)
Differential audit comparing matched code paths that should behave identically. Spawns one auditor per sibling pair (sync/async, bounded/unbounded, view consistency, bulk vs single, generated node variants, read fast vs slow, adapter conformance) and requires…
Hostile full-codebase review by parallel adversarial agents with no design context — finds bugs that domain familiarity masks
JSR-107 (JCache) spec-conformance audit
Audit build and CI configuration for correctness risks
Audit ConcurrentMap and Map contract compliance for asMap() view
Find places where documented API contracts and the implementation diverge
Audit exception safety and failure atomicity across all throw sites
Analyze shutdown, close, and GC-of-cache lifecycle correctness
Analyze reference retention paths that prevent GC of removed entries
Analyze user callbacks for re-entrancy defects (deadlock, corruption)
Verify every third-party and sharp-edged JDK API usage against the contract the upstream documentation actually states
Multi-layer adversarial code review of a diff or branch using parallel specialized reviewers with triage
Audit explicit state machines (drain status, node lifecycle, async-value lifecycle) for illegal or missed transitions
Analyze feature interaction pairs and triples for concurrent defects
Analyze concurrent iteration and view consistency guarantees
Java Memory Model audit of all VarHandle/volatile field access modes
Analyze behavior under adversarial or extreme API inputs
Attempt formal correctness proofs for all public cache methods
Discover test coverage gaps that could hide correctness defects
Analyze the cache for linearizability violations across all public methods
Analyze the cache for liveness defects (progress, termination, starvation)
Audit hot paths for performance inefficiencies (allocations, contention, layout)
Audit serialization proxy correctness and round-trip safety
Audit one cache subsystem for concurrency correctness defects
Analyze a cache trace file to understand its characteristics and recommend policies
Run cache policy hit rate comparison across multiple cache sizes with charts