Restroom Archive
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Spark X2.5-4B & 1.7B: the only on-device models with native 1M-token context — now open source
Today SparkLLM releases and open-sources two on-device general models: Spark X2.5-4B and Spark X2.5-1.7B . Both natively support a context window of up to 1,000,000 tokens — as far as we know, the…
Domain-Driven Design for Microservices: Building Scalable Systems with Clear Domain Boundaries
Domain-Driven Design for Microservices: Building Scalable Systems with Clear Domain Boundaries Introduction Domain-Driven Design (DDD) isn't just another architecture pattern—it's a philosophy that…
AWS Lambda vs. Traditional Servers: When Serverless Actually Makes Sense
AWS Lambda vs. Traditional Servers : When Serverless Actually Makes Sense "Serverless" is one of the more misleading names in cloud computing — there are still servers, you just don't manage them…
Base OPPO Find X10 Specs Leak: May Come With Massive Battery, Pro-Level Camera
OPPO is expected to launch the Find X10 series sometime soon. While the company has yet to officially announce anything about the upcoming lineup, several details have already surfaced through leaks.
"Multi-Agent" Is Often a Single Agent: What 86 Repos Actually Implement
Every agent framework README says "multi-agent". AutoGen, CrewAI, LangGraph, MetaGPT each have 20k+ GitHub stars, and the term "multi-agent" appears in thousands of repo descriptions.
- 68.2% of self-described multi-agent repos implement single model or non-agent system
- Orchestrator-worker topology most common among genuine multi-agent systems
- Many multi-agent labeled repos use framework dependencies without claiming label