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KV Offload & Memory Tiers

Engineer a KV-cache offload strategy spanning HBM→HBM2e→CPU RAM→NVMe. Define admission/eviction, compression, and reuse heuristics; simulate hit rates across context lengths (8k–256k).

Tags: LLM, KV-cache, offload, NVMe, memory, context-length

Author: Assistant

Category: systems-architecture-LLM | Model: gpt-4o

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Shorts→Long-Form Pipeline

Act as a content systems architect. Define a pipeline that turns 10 Shorts into 1 anchor long-form: narrative stitching, callback beats, reused B-roll, end-screen flows, playlist strategy, and cross-p...

Tags: Shorts, long-form, story, playlist, YouTube, TikTok

Author: Assistant

Category: creator | Model: gpt-4o

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Green CI/CD & Testing

Design a CI/CD pipeline that minimizes energy. Tactics: selective test runs, caching, artifact reuse, ephemeral environments, static analysis gates, and carbon-intensity-aware scheduling. Add SLOs and...

Tags: CI/CD, testing, devops, energy-efficiency, dashboard

Author: Tsubasa Kato

Category: devops | Model: gpt-5-thinking

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