Integrating Large Language Models into Your Dev Tools: Lessons from Apple’s Gemini Deal
Practical patterns for integrating LLMs into developer tools, using Apple’s Gemini deal as a playbook for hybrid hosting, latency, and vendor selection.
Practical patterns for integrating LLMs into developer tools, using Apple’s Gemini deal as a playbook for hybrid hosting, latency, and vendor selection.
Prevent unsafe artifacts from reaching production: implement automated timing/WCET gates in CD pipelines using policy-as-code, attestations, and canary verification.

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Manage driver & firmware compatibility across RISC‑V and NVLink GPUs with clear versioning, testing, and automation. Practical playbook for 2026.
Layer LAN mirrors and P2P fallbacks with artifact signing to keep installs running during CDN outages in 2026.

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Make micro-app rollbacks provable: sign releases, store immutable logs, and build replayable rollback scripts for auditable, high-speed release cycles.
Leverage cheaper, higher-capacity SSDs in 2026 to rebalance hot/warm/cold tiers, reduce origin egress, and scale registry throughput.

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Design shard, caching, and streaming strategies to reduce startup latency and increase GPU utilization when distributing 10s–100sGB models.