61 articles
Dynamic Resource Allocation replaced device plugins for GPU claims in Kubernetes 1.34. KAI Scheduler adds gang scheduling and queues. MIG slices H100s into 7 isolated tenants. Full production setup with the NVIDIA GPU Operator, topology-aware training, and when to use MIG vs MPS vs time-slicing.
LaunchDarkly, Split, Flagsmith, and GrowthBook compared on pricing, SDK coverage, experimentation stats, and self-hosting. Real 2026 quotes, honest weaknesses, and a decision matrix for mid-market, experimentation-first, and budget-sensitive teams.
Head-to-head benchmarks across SWE-bench Verified, GPQA Diamond, AIME, and LiveBench. Real pricing per coding task, caching economics, and context-window behavior with a clear decision matrix.
The 2026 refresh: 1M-token contexts, LoRA fine-tuning, RAG still the bread-and-butter. What each is best at, the cost math at realistic scale, hybrid patterns production uses, and why 'long context replaces RAG' got it wrong.
Argo Rollouts replaces Kubernetes Deployments with a CRD that does weighted canary, metric-gated analysis, and automatic rollback. Production recipe, Prometheus AnalysisTemplates, and a side-by-side with Flagger.
Real 8xH100 training-economics comparison across RunPod ($22.32/hr Secure Cloud), Vast.ai (spot $12.16/hr floor), and Lambda Labs (reserved $14.80/hr). MFU benchmarks, break-even math for spot vs reserved, interruption rates, and which provider wins per job shape.
Curated top 20 MCP servers across official Anthropic, vendor-official, community, and dev-tooling categories. Install commands, auth setup, use cases, costs, and the security gotchas nobody covers.
Claude Opus 4.7 hits 87.6% SWE-bench Verified at $5/$25 per million tokens. Full benchmarks vs Opus 4.6 and Sonnet 4.6, cache-math, and the migration checklist.
MLflow wins OSS + model registry, W&B wins research UX + Sweeps ($50/user/mo), DVC wins data lineage + git-native pipelines ($20/user/mo). Feature matrix, migration paths, and a clear decision matrix.
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