Persistence & State Management
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VikingMem: A Memory Base Management System for Stateful LLM-based Applications
arXiv:2605.29640v2 Announce Type: replace Abstract: Large Language Models have revolutionized interactive applications; however, their finite context windows pose a critical data management challenge for maintaining stateful, long-term interactions. Existing memory approaches often rely on simplistic extraction methods that lead to incomplete memories or use rigid, single-purpose memory extraction prompts tailored to a single use case, such as chatbots. Consequently, they lack...
Apache Burr: Build reliable AI agents and applications
Build reliable AI agents and applications Apache Burr (Incubating) makes it easy to develop applications that make decisions, from simple chatbots to complex multi-agent systems. Pure Python, no magic. Simple, powerful Python API Build anything from chatbots to multi-agent systems with a clean, composable interface.
Building a LangGraph pipeline for production data engineering
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Rethinking Search as Code Generation
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On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters
arXiv:2606.02437v1 Announce Type: new Abstract: Parameter-efficient fine-tuning (PEFT) is usually treated as a cheaper alternative to full fine-tuning. We study a broader role: small trainable adapters as persistent local state on top of strong shared foundation models. In this framing, the base model provides shared competence while adapters carry instance-specific behavior such as preferences, skills, tool habits, and memory-like updates.
On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters
Announce Type: replace Abstract: Parameter-efficient fine-tuning (PEFT) is usually treated as a cheaper alternative to full fine-tuning. We study a broader role: small trainable adapters as persistent local state on top of strong shared foundation models. In this framing, the base model provides shared competence while adapters carry instance-specific behavior such as preferences, skills, tool habits, and memory-like updates.
pg_durable: Microsoft open sources in-database durable execution
Long-running, fault-tolerant SQL functions for teams that already keep their state in Postgres and want to stop stitching together cron jobs, workers, queues, and status tables to make background work reliable. Define the workflow in SQL, let pg_durable checkpoint each step, and resume after crashes, restarts, or failed steps. Durable execution is now a standard industry pattern, and pg_durable brings it inside Postgres with no extra service infrastructure required.
Show HN: Nucleus – A security-hardened, Nix-native container runtime
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Lake Mead nearing ‘system crash’ as experts warn a ‘world of hurt’ could be coming for some states
Lake Mead nearing ‘system crash’ as experts warn a ‘world of hurt’ could be coming for some states The warning follows another unusually dry winter in the Colorado River Basin, which supplies water to about 40 million people across seven Western states - Bookmark - CommentsGo to comments The Colorado River system is racing toward a potential breaking point, with water experts warning that Lake Mead and Lake Powell could face a “system crash” within the next few years unless states...
Malaysia’s 3R catch-all risks turning every grievance into a threat
A recent controversy surrounding a surau (prayer hall) in Malaysia appeared straightforward at first. A resident of Taman Seraya, Selangor state, raised concerns about the noise and congestion, particularly during prayer times. Police subsequently investigated the complaint as an attempt to incite provocation and disrupt social harmony.