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A reproducible protocol for comparing weight, activation, and KV-cache quantization without inventing savings or hiding quality regressions.
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A reproducible protocol for testing PostgreSQL 18 AIO across vector search, filtered retrieval, ingestion, vacuum, and cache states.
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Design admission control, bounded queues, concurrency limits, deadlines, and graceful degradation for agent workloads.
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Make repeated agent prompts cacheable in vLLM without crossing tenant boundaries, and measure whether cache hits actually improve latency.
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Design tenant-safe agent memory with provenance, hybrid search, retention, deletion, and pgvector indexing that does not mistake every transcript for knowledge.
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Protect persistent agent memory with source trust, write gates, quarantine, contradiction checks, provenance, and complete recovery procedures.
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Build a provider-neutral agent evaluation suite with deterministic checks, repeated trials, safety cases, uncertainty, and a CI policy that catches regressions.
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A practical decision framework for choosing a multi-agent architecture, plus a minimal coordinator that keeps concurrency, budgets, and failure handling explicit.
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A migration playbook for adopting the evolving OpenTelemetry GenAI span, metric, and event schema safely.
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Design streaming conversations, tool progress, approvals, errors, and voice controls that preserve focus, user control, and understandable status.