ruvector/docs/research
rUv 019e5afff3
research(nightly): ACORN — predicate-agnostic filtered HNSW (#391)
* docs(adr): add ADR-160 for ACORN predicate-agnostic filtered HNSW

Records the decision to ship ruvector-acorn as the ruvector solution for
filtered vector search recall collapse at low predicate selectivity. Documents
3 concrete index variants, measured benchmark results, consequences, and a
4-phase implementation roadmap (NN-descent, payload index, delta-index, SIMD).

https://claude.ai/code/session_0173QrGBttNDWcVXXh4P17if

* docs(research): add nightly research doc — ACORN filtered HNSW (2026-04-26)

Full research document: SOTA survey (SIGMOD 2024, competitor changelog),
proposed design with graph construction + ACORN beam search pseudocode,
implementation notes (greedy vs NN-descent, entry point selection, predicate
generality), real benchmark methodology and results table, blog-readable
walkthrough, failure modes, roadmap, and production crate layout proposal.

https://claude.ai/code/session_0173QrGBttNDWcVXXh4P17if

---------

Co-authored-by: Claude <noreply@anthropic.com>
2026-04-27 00:29:37 -04:00
..
agentic-robotics feat: Add unified ruvector-robotics crate with bridge, perception, cognitive, and MCP modules 2026-02-27 03:35:54 +00:00
claude-code-rvsource feat(decompiler): add graph-derived folder hierarchy for Claude Code v2.1.91 2026-04-03 16:00:41 +00:00
climate-consciousness feat(examples): gene, climate, ecosystem, quantum consciousness explorers 2026-03-31 22:01:55 +00:00
cnn feat(ruvector-cnn): CNN contrastive learning + SIMD optimization fixes (#252) 2026-03-11 17:41:53 -04:00
cognitive-frontier feat(ruvix): implement CLI, kernel shell, and PBFT consensus (#261) 2026-03-14 16:25:03 -04:00
DrAgnes feat: DrAgnes + Common Crawl WET + Gemini grounding agents (#282) 2026-03-23 10:12:50 -04:00
dspy feat(ruvix): implement CLI, kernel shell, and PBFT consensus (#261) 2026-03-14 16:25:03 -04:00
exotic-structure-discovery research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
FalkorDB Add developer quickstart guide and knowledge export JSON 2026-02-27 03:41:13 +00:00
federated-rvf Add developer quickstart guide and knowledge export JSON 2026-02-27 03:41:13 +00:00
gene-consciousness feat(examples): gene, climate, ecosystem, quantum consciousness explorers 2026-03-31 22:01:55 +00:00
gnn-v2 feat(ruvix): implement CLI, kernel shell, and PBFT consensus (#261) 2026-03-14 16:25:03 -04:00
knowledge-export Add developer quickstart guide and knowledge export JSON 2026-02-27 03:41:13 +00:00
latent-space fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
miller-rabin-optimizations docs(adr): ADR-151 + PRD §6 — Phase 0 findings, revised perf targets, Grok review 2026-04-16 14:41:02 -04:00
mincut fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
models feat(ruvix): implement CLI, kernel shell, and PBFT consensus (#261) 2026-03-14 16:25:03 -04:00
nightly research(nightly): ACORN — predicate-agnostic filtered HNSW (#391) 2026-04-27 00:29:37 -04:00
pglite feat(ruvix): implement CLI, kernel shell, and PBFT consensus (#261) 2026-03-14 16:25:03 -04:00
pi-brain feat(ruvix): implement CLI, kernel shell, and PBFT consensus (#261) 2026-03-14 16:25:03 -04:00
quantization-edge research(kv-cache): TriAttention + TurboQuant stacked compression analysis (#342) 2026-04-08 13:29:16 -05:00
quantum-crypto feat(ruvix): implement CLI, kernel shell, and PBFT consensus (#261) 2026-03-14 16:25:03 -04:00
ruLake feat(rulake): vector-native federation intermediary — ADR-155 + MVP crate 2026-04-23 18:38:49 -04:00
ruvllm chore: gitignore .claude/worktrees + commit ruvllm research docs 2026-04-25 17:21:54 -04:00
ruvm feat(rvm): RVM — Coherence-Native Microhypervisor for the Agentic Age 2026-04-04 12:10:19 -04:00
rv2 feat(rvAgent): Complete DeepAgents Rust Conversion (ADR-093 → ADR-103) (#262) 2026-03-16 09:52:32 -04:00
rvagent-gemini-grounding feat: DrAgnes + Common Crawl WET + Gemini grounding agents (#282) 2026-03-23 10:12:50 -04:00
rvf feat(rvf): add WASM_SEG (0x10) for self-bootstrapping RVF files 2026-02-15 15:36:34 +00:00
seizure-prediction research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
sota-gap-implementation Add SOTA gap implementations: hybrid search, MLA, KV-cache, SSM, Graph RAG (#304) 2026-03-27 10:12:48 -04:00
sparql fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
spectral-sparsification feat: add ruvector-sparsifier — dynamic spectral graph sparsification 2026-03-20 10:37:39 -04:00
sublinear-time-solver fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
wasm-integration-2026 docs: add WASM integration research series (6 documents, 3465 lines) 2026-02-22 21:18:46 +00:00
sota-gap-analysis-2026.md Add SOTA gap implementations: hybrid search, MLA, KV-cache, SSM, Graph RAG (#304) 2026-03-27 10:12:48 -04:00