API testing was “hard” until I learned these 53 techniques
#175: Part 2 - fuzz testing, penetration testing, injection attack testing, and 25 others.
Daily edition · Architecture
The daily ledger
TILens turns technical updates into a focused daily brief: official releases, trusted reporting, and practitioner analysis, deduplicated and organized by topic.
7 articles · 4 sources ·
Top topics: Architecture · AI
How to Deal With Errors and Failures in LLM-Powered Applications
Apart from normal processing, the application also sends data to a large language model (LLM). It then uses the model’s response to carry out a task.
Netflix Moves toward Open Source Flink Autoscaler for 30,000+ Streaming Jobs
Netflix is moving toward the open-source Apache Flink Autoscaler for more than 30,000 streaming jobs across multiple AWS regions. The operator-level approach addresses limitations of Netflix’s cluster level autoscaler…
Avoid Duke Nukem Forever Mode
...so don’t be like me
Presentation: From AI Agent Demo to Production: Automated Testing and Evaluation
Zhou Yu discusses why AI agents stall in demo phase and shares how simulation-driven testing solves compliance and reliability bottlenecks. Learn how Columbia and Arklex AI use synthetic user personas, trajectory…
Zone Redundancy Comes to API Management Standard v2
Microsoft has enabled zone redundancy on the Standard v2 tier of Azure API Management, following its arrival on Premium v2 in December. Standard v2 starts at $700 per month against $2,801 for Premium v2, but carries a…
Java News Roundup: TornadoVM 6, JReleaser, LangChain4j, Java Operator SDK, JHipster, Yupiik Fusion
This week's Java roundup for August 31st, 2026, features news highlighting: the GA release of TornadoVM 6.0; point releases of JReleaser, LangChain4j, Java Operator SDK, JHipster, Kotlin Toolchain and Yupiik Fusion; and…