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Core Java
Testing Non-Deterministic LLM Output in Java: Evaluation Harnesses for CI
Every Java developer knows the comfort of assertEquals. Give a method the same input, and you get the same output.…
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Core Java
Why synchronized Got Fast: The Rise and Removal of Biased Locking
For years, Java developers heard the same advice: “synchronized is slow, so avoid it.” Then, around Java 6, that advice…
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Core Java
Kubernetes CPU Limits and JVM Throttling: Why p99 Spikes With Plenty of Idle CPU
The dashboard looks calm. CPU usage sits near 20%, memory is fine, and yet the p99 latency graph keeps spiking.…
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Software Development
Rate-Limiting Algorithms: Token Bucket Against Sliding Window
Every public API eventually meets a client that sends too much, too fast. A rate limiter is the bouncer at…
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Core Java
The Class-File API Replacing ASM: What It Means for Frameworks
Almost every Java developer has seen this error after a JDK upgrade: “Unsupported class file major version.” Behind it sits…
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Software Development
Contract Testing vs Integration Testing: Pact, Testcontainers, and Where Each One Pays Off
Picture a familiar Friday. Every test in both services is green, so the team deploys. Minutes later, the checkout page…
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Software Development
Bloom Filters and HyperLogLog: Probabilistic Structures in Everyday Services
Every busy service asks two questions all day long. First, “have we seen this item before?” Second, “how many different…
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Software Development
Cache Stampedes: Thundering Herds and the Fixes That Actually Work
Your cache hit rate is 99 percent, and the dashboard is green. Then one popular key expires. Within milliseconds, hundreds…
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Software Development
Snapshot Isolation and Write Skew: The Anomaly Your Database Default Allows
Most teams never touch the isolation level. The database picks one, the tests pass, and everyone moves on. Then, months…
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