lifecycle

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#lifecycle

I built an open-source memory governance layer for AI assistants - looking for technical feedback [P]

Reddit r/MachineLearning · yesterday

MemoryOps AI is an open-source memory governance layer for AI assistants that handles memory lifecycle with policies, expiration, auditing, and deletion guarantees. The author seeks technical feedback from developers building AI agents and RAG systems.

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#lifecycle

LLM Evolution as an Industry-Scale Ecosystem: A Lifecycle Perspective on Continual Learning

arXiv cs.LG · 6d ago Cached

This survey reformulates industrial continual learning for LLMs as a closed-loop update-and-release problem in a versioned ecosystem, identifying key challenges and proposing five lifecycle design principles for sustainable model evolution.

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#lifecycle

@charles_irl: u up?

X AI KOLs Following · 2026-06-22 Cached

Modal discusses the importance of managing the entire lifecycle of sandbox systems beyond initial boot, highlighting tools like .wait_until_ready().

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#lifecycle

@modal: .wait_until_ready(), set, go Building performant sandbox systems goes way beyond the initial container boot. We're unpa…

X AI KOLs Following · 2026-06-22 Cached

Modal explains the complexities of building performant sandbox systems beyond initial container boot and shares tools for lifecycle management.

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#lifecycle

@DanKornas: If you’re trying to follow AI agents for research, the hard part is not one paper — it’s the whole lifecycle. Awesome A…

X AI KOLs Timeline · 2026-06-14 Cached

A curated GitHub resource that maps AI-assisted scientific research tools and papers across the full research lifecycle, from idea generation to dissemination.

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#lifecycle

OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents

Hugging Face Daily Papers · 2026-05-27 Cached

OR-Space is a benchmark for evaluating large language model agents in industrial operations research workflows, focusing on multi-stage task lifecycles and persistent workspaces beyond simple text generation.

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#lifecycle

@dabit3: https://x.com/dabit3/status/2055319214202777894

X AI KOLs Following · 2026-05-15 Cached

A technical guide introducing Agent Hooks, a concept for adding deterministic control points to agent workflows via lifecycle hooks, allowing developers to enforce rules and run validations at key moments.

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