S-LoRA - Bryant McGill

# S-LoRA **Entity class:** Adapter serving **Integration priority:** P1 **Collections:** [[collections/Consciousness Continuity|Consciousness Continuity]] · [[collections/Neurotech|Neurotech]] · [[collections/Machine Succession|Machine Succession]] **Canonical source article:** [[articles/Mind Uploading and AI — The Host is Reusable and the Person is the Delta|Mind Uploading and AI — The Host is Reusable and the Person is the Delta]] ## Definition **S-LoRA** — 2,000-adapter benchmark; strong shared-base + personal-delta systems analogue. ## Relationships  This entry is routed through [[collections/Consciousness Continuity|Consciousness Continuity]], [[collections/Neurotech|Neurotech]], and [[collections/Machine Succession|Machine Succession]]. Its source context is developed in [[articles/Mind Uploading and AI — The Host is Reusable and the Person is the Delta|Mind Uploading and AI — The Host is Reusable and the Person is the Delta]] and [[articles/Technologies for Consciousness Mapping and Transfer|Technologies for Consciousness Mapping and Transfer]]. Status-qualified source edges are preserved in the terminal Research Edges section. ### Key Relationships - **S-LoRA** is associated with up to 2,000 adapters simultaneously on one A100 in reported benchmark. LMSYS benchmark. ### Technology and research relationships - **S-LoRA** uses Unified Paging. Adapter and KV-cache memory management. - **S-LoRA** uses heterogeneous batching. Many adapter ranks in shared forward pass. - **S-LoRA** converges technically with [[wiki/Continuity Service Tiers|Continuity Service Tiers]].  ## Related Work in the Corpus  - In [[articles/Mind Uploading and AI — The Host is Reusable and the Person is the Delta|Mind Uploading and AI — The Host is Reusable and the Person is the Delta]], **IX. Two thousand adapters on one GPU** provides the narrative context for **S-LoRA**: The reported result: S-LoRA serves 2,000 adapters simultaneously on a single A100, with minimal overhead for the added computation, improving throughput up to four times over naive vLLM LoRA serving and up to thirty times over… - In [[articles/Mind Uploading and AI — The Host is Reusable and the Person is the Delta|Mind Uploading and AI — The Host is Reusable and the Person is the Delta]], **Host-infrastructure crosswalk** provides the narrative context for **S-LoRA**: The active-state hierarchy is becoming infrastructure in its own right.  ## Research Edges  #### Host–residual infrastructure patch — 2026-09-10 **Collections:** [[collections/Consciousness Continuity|Consciousness Continuity]] · [[collections/Neurotech|Neurotech]] · [[collections/Machine Succession|Machine Succession]] **Canonical source article:** [[articles/Mind Uploading and AI — The Host is Reusable and the Person is the Delta|Mind Uploading and AI — The Host is Reusable and the Person is the Delta]] **Related acquisition source:** [[articles/Technologies for Consciousness Mapping and Transfer|Technologies for Consciousness Mapping and Transfer]] **Relationship source:** [[research/Mind Uploading and AI Host-Residual Ecosystem Relationship Graph - 2026-09-10|Mind Uploading and AI Host-Residual Ecosystem Relationship Graph — 2026-09-10]] #### Host-infrastructure integration 2,000-adapter benchmark; strong shared-base + personal-delta systems analogue. #### Outgoing typed edges - **HR-1577 — `serves` → `up to 2,000 adapters simultaneously on one A100 in reported benchmark`** — **VERIFIED EXTERNAL**; evidence `WEB_SLORA`. LMSYS benchmark. - **HR-1578 — `uses` → `Unified Paging`** — **VERIFIED EXTERNAL**; evidence `WEB_SLORA`. Adapter and KV-cache memory management. - **HR-1579 — `uses` → `heterogeneous batching`** — **VERIFIED EXTERNAL**; evidence `WEB_SLORA`. Many adapter ranks in shared forward pass. - **HR-1580 — `technical_convergence_with` → [[wiki/Continuity Service Tiers|Continuity Service Tiers]]** — **ARCHITECTURAL ANALOGY**; evidence `WEB_SLORA`, `WIKI_ARCHIVE`. Cheap dormant specialization + active GPU residency is a useful resource-allocation analogue, not evidence of digital persons.