venture-studio / wiki
2026-11-01 04:46:49 UTC

Aligned loop: track Arch → inventory on this page (Layers / Technology / Diagram / Roadmap) → edit docs/tech-stack/inventory.yaml

Venture Studio Tech Stack

144 components·wired 128 · not-wired 0 · planned 4 · deferred 6·reviewed: 2026-10-22

Layer 1Infrastructure

Foundation — VM, data plane, networking

studio-infra(32)
Compute & edge(9)
ComponentVersionStatusMachineRoleDocs
Agent parity contract + lane guards1wiredoracleOne operative contract (docs/operations/AGENT_LANE_CONTRACT.md) mirrored by scripts/ruleSync.js into .cursor/rules/, .opencode/rules/ and .clinerules/ (Cline 4.x cannot parse .mdc or .cursorrules). Mechanical guards share one deny table (scripts/lib/agent_command_rules.py): .clinerules/hooks/PreToolUse + TaskStart + UserPromptSubmit (Cline), .cursor/hooks/prod-lane-guard (Cursor beforeShellExecution), infra/git-hooks/pre-push (all tools); prod-lane scripts (promote-batch/promote-product/deploy-product/restart-prod-services/block2/block3) call require_human_prod_lane (exit 78). Identity via STUDIO_AGENT. CI gate: scripts/validate-agent-parity.shTECH_STACK
ANDI UDS daemonandi312wiredoracleWarm science process `/tmp/andi_causal.sock`TECH_STACK
Host maintenance install scripthostwiredoraclePost-rebuild / fresh-VM install of host-level maintenance scripts not managed by systemd or Docker (weekly swap reclaim, logrotate studio config, /var/log/studio permissions).TECH_STACK
Host swap + VM memory tuninghostwiredoracle/swapfile (4GB, fstab) + /etc/sysctl.d/99-studio.conf — vm.swappiness=10 and vm.vfs_cache_pressure=50 applied 2026-10-23 to stop swap thrashTECH_STACK
Multi-agent prod-lane coordinationhostwiredoracleAdvisory flock on /run/lock/studio-prod-lane.lock (scripts/lib/prod-lock.sh) + guarded destructive ops (scripts/lib/prod-ops.sh, scripts/prod-op.sh); STUDIO_AGENT identity, dynamic agent count via who, conflicts logged to /var/log/studio-prod-lock.log + syslog. Enforcement hardened — sudo audit policy active (/etc/sudoers.d/studio-prod-ops, log_output → /var/log/sudo-studio.log), PASSWD gating intentionally not active (ubuntu password locked)TECH_STACK
nginxsystemwiredoraclePublic reverse proxy; docs routes fixed for casevault + prophunt (2026-10-23) — proxy_pass to backend /docs (FastAPI serves docs at /docs, not /api/docs)TECH_STACK
Platform systemd unitshostwiredoraclenginx, fastapi, studio-frontend/console/shell/wiki/mcp/job-worker, andi-uds, registry product unitsTECH_STACK
Vast GPU instanceremotewiredvastWarm bridges + vLLM (Machine 2)TECH_STACK
Weekly swap reclaim cron wrapperhostwiredoracleWeekly `swapoff -a && swapon -a` reclaim run under the prod lock with a RAM guard (refuses if MemAvailable < SwapUsed + 2 GiB). Installed at /usr/local/bin/studio-weekly-swap-reclaim.sh, crontab entry 0 3 * * 0.TECH_STACK
Data plane(6)
ComponentVersionStatusMachineRoleDocs
FalkorDBlatestwiredoracleGraph database for agent memory and entity relationships (Cypher queries)TECH_STACK
LiteLLM semantic cache Redis8-alpinewiredoracleRediSearch index for LiteLLM redis-semantic cache (local embeddings via Ollama bge-m3); isolated from studio-redis job storeTECH_STACK
Neo4j5-communityremovedoracleGraph store for Graphiti temporal memory (episodes, entity edges, valid_at/invalid_at)TECH_STACK
QdrantlatestwiredoracleVector memory (dense + BM25 sparse hybrid on every collection)TECH_STACK
Redis7-alpinewiredoracleCache, queues, Vast bridge cache (db2)TECH_STACK
TimescaleDB / Postgres2.28.2-pg16wiredoraclePrimary relational + time-seriesTECH_STACK
LLM runtimes(9)
ComponentVersionStatusMachineRoleDocs
bge-m3 (llama.cpp)F16wiredoracleLocal embeddingsTECH_STACK
LiteLLMmain-latestwiredoracleInference gateway / lane routing / semantic response cacheTECH_STACK
LiteLLM extra vendorsconfigplannedoracleNew LLM vendors via LiteLLM only — Phase 3 optional (new task_type + budget)TECH_STACK
llama.cpp chat serverb11804 (0.7.0-dev)wiredoracleLocal fallback chat (qwen3-1.7b), OpenAI-compatibleTECH_STACK
llama.cpp embedding serverb11804 (0.7.0-dev)wiredoracleLocal embeddings (bge-m3), OpenAI-compatibleTECH_STACK
Ollama (container)latestremovedoracleLocal confidential / fallback modelsTECH_STACK
Ollama-compatible API shim1.0wiredoracleKeeps Ollama-native /api/* callers working on top of llama.cppTECH_STACK
qwen2.5 instruct (Ollama)1.5b/3bremovedoracleLocal fallback chatTECH_STACK
qwen3 (llama.cpp)1.7b Q4_K_MwiredoracleLocal fallback chatTECH_STACK
Automation & observability(8)
ComponentVersionStatusMachineRoleDocs
Astra Docker backenddeploywiredoracleastra-cos-deploy-backend-1 serving public :8001 /api /healthTECH_STACK
Frontend hibernate policypolicyplannedhostIdle product UI hibernate — Phase 4 efficiency (approved rows 15–16)TECH_STACK
Langfuse stack3retiredoracleLLM + route observability — retired 2026-10-31 (0 traces in 24 h); MLflow remains the live trace sinkTECH_STACK
n8nlatestwiredoracleWorkflow automationTECH_STACK
NATSn/adeferredoracleEdge / multi-worker agent bus — defer until edge contractTECH_STACK
OpenHands0.38retiredoracleCoding agent runtime — retired 2026-10-31 (container removed; only GET / health probes for weeks)TECH_STACK
Redpandan/adeferredoracleMulti-site event fabric — defer until multi-site contractTECH_STACK
studio-wikihostwiredhostWiki server scripts/serve-wiki.py :8080 (studio-dev tree); data.json + README.md are generated artifacts (gitignored, rebuilt by generate-wiki.py or POST /regenerate). Restarted after prod sync (promote-batch, restart-prod-services, cd-prod-frontends, block3) so data.json regenerates from the synced main tip.TECH_STACK
Layer 2Platform

Engine, ANDI, LLM lanes, design kit

studio-engine(92)
Inference & model serving(6)
ComponentVersionStatusMachineRoleDocs
Granian2.8.5wiredhostASGI server (Rust) — all host ASGI services (fastapi, casevault-backend, prophunt-api, athena-backend, nous-backend, astrabot-backend, atlas); migration complete 2026-10-23TECH_STACK
JAX0.12.0.1wiredbothAccelerated compute (andi312 pin) — JIT numerical computation via UDS jax_computeTECH_STACK
onnxruntimeandi312wiredoracleLocal ONNX inference via UDS onnx_inferTECH_STACK
Uvicorn0.52.3wiredhostASGI server (legacy) — no host systemd service uses it as of 2026-10-23; remains only inside Docker images (astra-cos API :8001, MLflow, OpenHands)TECH_STACK
vast_routerplatformwiredbothShared Vast bridge + Redis cacheTECH_STACK
vLLM · Qwen3.5-4B-GPTQ-MTPvast-httpwiredvastPrimary confidential LLM (served id qwen3-4b)TECH_STACK
Agent orchestration & workflow(10)
ComponentVersionStatusMachineRoleDocs
CalibrationWorkflow1.0.0wiredhostWeekly Brier score + evidently drift + tier promotion gate via TemporalTECH_STACK
Clingo5.8.2wiredoracleDefeasible / ASP rule treesTECH_STACK
Jev1.14.0wiredoracleDomain reasoning arbiter (never replace)TECH_STACK
LangGraph1.2.11wiredhostAgent graphsTECH_STACK
llm_brain + llm_policyplatformwiredhostProduct LLM entry + lane policyTECH_STACK
PyReasonn/adeferredn/aSkip — Scallop covers when needed (upgrade matrix / target §3.4)TECH_STACK
register-schedules1.0.0wiredhostOne-time Temporal schedule registration scriptTECH_STACK
ScallopvastwiredvastProbabilistic Datalog (Jev verify) — Deferred (upgrade matrix 10–14); Vast Jev coprocessor when approvedTECH_STACK
Temporal1.23.1wiredhostDurable workflows — Temporal server (studio-postgres, temporal + temporal_visibility DBs) + stub worker on studio-default queueTECH_STACK
Z35.1.0wiredoracleConstraint / formal proofTECH_STACK
Reasoning & statistical core(11)
ComponentVersionStatusMachineRoleDocs
blackjaxvastwiredvastGPU MCMC / population uncertainty — Vast MCMC via blackjax_sample / blackjax_hmmTECH_STACK
Dirichlet tieringandi312wiredoracleBayesian tier update via UDS dirichlet_tierTECH_STACK
MAPIE1.6.0wiredbothConformal prediction intervals via UDS mapie_conformal (+ venn_abers_calibrate)TECH_STACK
NumPyro0.22.0wiredbothBayesian model inference via UDS numpyro_inferTECH_STACK
nutpie0.16.11wiredbothFast Rust NUTS via UDS nutpie_sampleTECH_STACK
OR-Toolsandi312wiredoracleCP-SAT schedulingTECH_STACK
pomegranatevastwiredvastGPU HMM trajectories — Vast DenseHMM — wire only with product contractTECH_STACK
pyAgrum3.3.0wiredoracleBayesian networksTECH_STACK
PyKEENvastwiredvastKG embeddings (RotatE) — Vast KG embed — wire only with product contractTECH_STACK
pymdp1.0.4wiredoracleActive inference multi-step policies (policy posterior + action validity)TECH_STACK
rupturesandi312wiredoracleChange-point / regimes via UDS ruptures_detectTECH_STACK
Data, graph & knowledge(6)
ComponentVersionStatusMachineRoleDocs
DuckDB2.0.0wiredoracleAnalytics + outcome logs — PropHunt analytics hardening (W1.6 / Phase 2 P4) when contractedTECH_STACK
Graphiti0.31.2wiredoracleTemporal knowledge graph — episodes + entity edges with valid_at/invalid_at; cross-session memory for AtlasTECH_STACK
Kùzu0.11.3wiredoracleProperty graph (payer/claims)TECH_STACK
PyG2.6+wiredvastGNN on clinical graphs — Deferred (upgrade matrix); Vast-only when clinical GNN contractTECH_STACK
pyoxigraph0.5.13wiredoracleRDF ontologies (SNOMED/LOINC/…)TECH_STACK
Studio Memory service1.0.0wiredoracleSingle plane-agnostic memory API — Qdrant semantic + Graphiti temporal; replaces Vast Redis word-overlap memoryTECH_STACK
Causal & clinical intelligence(11)
ComponentVersionStatusMachineRoleDocs
BytewaxoraclewiredoracleReal-time FHIR streamTECH_STACK
ClinicalBERToraclewiredoracleFast token NER (<50ms)TECH_STACK
DoWhy0.14.0wiredoracleCausal viability (migrating → StatsPAI)TECH_STACK
fhir.resources8.3.0wiredoracleFHIR R4 validation boundaryTECH_STACK
gCastlevastwiredvastCausal structure learningTECH_STACK
hl7apy1.3.5wiredoracleHL7 v2 parsingTECH_STACK
Jev expansion (beyond PropHunt)contractplannedoraclePhase 2 P3 — expand Jev only with written product contractTECH_STACK
pyx124.0.0wiredoracleX12 EDI validationTECH_STACK
SapBERT (ONNX)oraclewiredoracleClinical synonym → SNOMED/LOINCTECH_STACK
StatsPAI1.40.1wiredbothUnified causal inference — live ATE/ATT/DiD estimates (statspai_causal + causal)TECH_STACK
Tigramite5.2.10.1wiredoraclePCMCI causal discovery (time series)TECH_STACK
Evaluation, monitoring & guardrails(14)
ComponentVersionStatusMachineRoleDocs
DeepEval4.0.4wiredoracleGate 11 eval suite — RAG relevance, tool-call validity, task completion; deterministic offline gate (max_drop 0.05) + drift-tolerant LLM-judge second tierTECH_STACK
Evidently0.7.23wiredoracleData/model monitoring — Wave-1: activate one product monitor pathTECH_STACK
Evidently weekly cron stub0.1.0wiredoracleWeekly evidently drift check cron entrypoint (Sundays 02:00 UTC); data wiring pendingTECH_STACK
liboqs / oqs0.16.0.1wiredoraclePost-quantum crypto (quantum_shield)TECH_STACK
MLflow3.17.2wiredoracleExperiment / artifact logging — UDS route + agent-task run trackingTECH_STACK
NannyML0.13.1wiredoraclePerformance estimation / drift — Wave-1: activate one product monitor pathTECH_STACK
OpenDPn/adeferredoracleDifferential privacy releases — defer until privacy product approvalTECH_STACK
Pandera0.34.1wiredoracleDataFrame schema validation — PropHunt ingest contracts (W1.6 / Phase 2 P4) when contractedTECH_STACK
Presidio2.2.364wiredhostPHI scrub / anonymizationTECH_STACK
RAGAS0.2.15wiredhostRAG evaluationTECH_STACK
SHAP0.54.1wiredoracleFeature attributionsTECH_STACK
Studio MLflow tracking server3.17.2wiredoracleTracking server :5000 — per-turn runs with turn count, tool calls, success/fail, latency per stepTECH_STACK
Studio telemetry sink1.0.0wiredoraclePlane-agnostic Langfuse + MLflow emitter — agent turns (input/tools/output/latency/model) and UDS route calls (route/payload/response/latency)TECH_STACK
Venn-Abers (MAPIE)andi312wiredoracleConformal calibration via UDS venn_abers_calibrateTECH_STACK
Application & tooling surface(33)
ComponentVersionStatusMachineRoleDocs
AstraBot Atlas client (Oracle→Vast via Temporal)2.8.0wiredoracleOracle call_atlas submits AtlasWorkflow to Temporal; stream_atlas/probe_atlas still use SSH curl for SSE/healthTECH_STACK
AstraBot connections registry2.9.1wiredoracleComposio project-wide OAuth accounts + intent-gated tool-router sessionsTECH_STACK
AstraBot file upload2.1.0wiredoracleMultipart extract (PDF/TXT/DOCX/CSV/XLSX/image) → task contextTECH_STACK
AstraBot Redis history2.1.0wiredoracleSession conversation memory (astrabot:history:{session_id}, TTL 7d)TECH_STACK
Atlas2.6.0wiredvasttask-bot — static tools + ContextForge-registered MCP servers on VastTECH_STACK
Atlas answer streaming2.5.0wiredvastIncremental decode of a streamed final_answer tool call so answers render progressivelyTECH_STACK
Atlas browser proxy2.5.0wiredvastOptional outbound proxy for the Camoufox browser path — keeps the exit IP off the VMTECH_STACK
Atlas BrowserTool2.5.0wiredvastStealth headless Firefox (Camoufox) on Vast — fetch/screenshot/click/fill_and_submitTECH_STACK
Atlas CodeExecTool2.3.0wiredvastfirejail-sandboxed python3 on Vast (/tmp/atlas_sandbox, 10s, 2000 chars) — net namespace + private tmp + RLIMIT_AS 256 MB; bare subprocess + warning if firejail missingTECH_STACK
Atlas MCP client layer2.5.0wiredbothPer-session MCP tool load via SSH tunnel or direct remote URLTECH_STACK
Atlas MCP session loader2.6.0wiredvastPer-task MCP tool narrowcasting — mounts live Composio router sessions, prunes to the window-safe tool set, projects observations to compact summariesTECH_STACK
Atlas StudioBridgeTool2.3.0wiredbothVast→Oracle UDS bridge — generic route + 5 judgment tools (pymdp_policy, pyagrum_infer, dirichlet_tier, venn_abers_calibrate, ortools_schedule)TECH_STACK
Atlas StudioRAGTool2.2.0wiredbothVast→Oracle Qdrant RAG via SSH + AstraBot /ragTECH_STACK
Atlas Temporal workflow + Vast worker2.8.0wiredbothDurable Atlas task execution — Oracle submits workflows; Vast worker polls via SOCKS5 and POSTs localhost :8765/taskTECH_STACK
Atlas WebSearchFetchTool2.5.0wiredvastWeb search + page extraction — direct fetch, Oracle SSH hop, in-process TTL cache, per-run search budgetTECH_STACK
BGE-reranker-v2-m3latestwiredoracleCross-encoder reranker for RAG (top-50 -> top-5)TECH_STACK
Cloudflare WARP proxy (Oracle → Vast)2.5.0wiredoracleSOCKS5 egress hop — the Atlas browser exits through WARP, never through the Oracle VM IPTECH_STACK
Composio integration (connections + smart sessions)0.27.0wiredoracleOAuth linked accounts (Gmail/Outlook/GitHub/…) + intent-gated per-task MCP sessionsTECH_STACK
Docling (IBM)latestwiredoracleDocument extraction (PDF/DOCX -> structured markdown, tables)TECH_STACK
FastAPI0.141.1wiredhostStudio API surface; evidence-tier enforcement middleware active at /api/studio/pipeline/* boundary (returns 400 on invalid tier, adds X-Evidence-Tier header on valid responses)TECH_STACK
GLiNERmediumv2.1wiredoracleZero-shot NER for ingested documentsTECH_STACK
Gmail MCP (gmail_query)2.2.0wiredoracleOracle Gmail readonly via UDS gmail_query (OAuth refresh token)TECH_STACK
IBM ContextForge MCP GatewaylatestwiredoracleSingle MCP source of truth — server lifecycle, registry, credentials, and virtual-server compositionTECH_STACK
Jev System One intent classifier1.14.0wiredoracleShared typed intent classification — one Jev System One choice question over chat/agent/store/andi/mail; regex scorer retained as the offline/keyless fallback (evidence_tier: heuristic)TECH_STACK
kokoro-onnx0.4.7wiredhosttext-to-speechTECH_STACK
LightRAG1.5.6wiredhostGraph-augmented RAG — lightrag_query live; Studio KB (AGENTS.md, inventory, product contracts) indexed at startupTECH_STACK
Per-product Jupytern/adeferredoracleKernel farm per product — defer; prefer OpenHandsTECH_STACK
Pydantic2.13.4wiredhostRequest/response contractsTECH_STACK
SearXNGlatestwiredoracleweb-searchTECH_STACK
smolagents1.26.0wiredhostagentic-orchestrationTECH_STACK
Studio MCPplatformwiredhostTooling MCP serverTECH_STACK
studio-job-workerplatformwiredhostAsync job queue consumerTECH_STACK
trafilatura2.3.1wiredhostweb-content-extractionTECH_STACK
Compute & edge(1)
ComponentVersionStatusMachineRoleDocs
QPU computen/adeferredn/aQuantum hardware compute — not PQC; defer (separate paid hardware)TECH_STACK
studio-design(7)
Design kit core(4)
ComponentVersionStatusMachineRoleDocs
@studio/ui5.3.2wiredn/aDesign system packageTECH_STACK
Next.js15.xwiredhostProduct frontendsTECH_STACK
React18.3.0 || ^19.0.0wiredn/aUI runtimeTECH_STACK
Tailwind CSS v44wiredn/aCSS-first @theme tokensTECH_STACK
Forms, data & icons(3)
ComponentVersionStatusMachineRoleDocs
Lucidekitwiredn/aPrimary icon setTECH_STACK
React Hook Form + Zodkitwiredn/aForms via useStudioFormTECH_STACK
TanStack Query / Table / Virtualkitwiredn/aData fetching & gridsTECH_STACK
Layer 3Products

What users see — built on the platform

studio-products(12)
Product surfaces(11)
ComponentVersionStatusMachineRoleDocs
AstraregistrywiredhostAI COS — Docker API :8001 + astra-frontend (prod tree WD)TECH_STACK
AstraBotregistrywiredhostAtlas MCP agent utility — backend :3025 + frontend :3026 (basePath /astrabot)TECH_STACK
AthenaregistrywiredhostResearch / graph utilityTECH_STACK
BlueprintregistrywiredhostVenture blueprint utilityTECH_STACK
CaseVaultregistrywiredhostCase analysis SaaS — backend+frontend active; casevault-worker healthy. Jev typed questions — is_defensible (noul), case_priority (choice), risk_severity (score)TECH_STACK
casevault-workerhostwiredhostAnalysis worker for CaseVault document analysis — healthyTECH_STACK
NousregistrywiredhostIntelligence utilityTECH_STACK
PropHuntregistrywiredhostProperty search SaaSTECH_STACK
QuantumShieldplannedplannedoraclePQC vault product (ML-KEM-768 / ML-DSA-65 / SLH backup + hybrid + KAT CI) — Wave-1 W1.1–W1.3, Phase 2 P0TECH_STACK
Studio hub / APIregistrywiredhostDashboard + FastAPITECH_STACK
Studio ShellregistrywiredhostUnified chrome for utilitiesTECH_STACK
legal-tech(1)
ComponentVersionStatusMachineRoleDocs
CaseVault Jev assessment1.14.0wiredhostTyped Jev questions for case defense — is_defensible (noul), case_priority (choice), risk_severity (score); JevClient imported from studio_platform; advisory only, never a score source; heuristic fallback when JEV_API_KEY is absentTECH_STACK

SSOT: edit docs/tech-stack/inventory.yaml → Regenerate → this page. Track TECH_STACK.md = narrative only · runtime may refresh versions.

Architecture diagram

144 components · wired 128 · not-wired 0 · planned 4 · deferred 6

  • wired
  • installed-not-wired
  • planned
  • deferred
Venture Studio architecture — 143 componentsLayer 3 · ProductsAstra · wired · registryAstraAstraBot · wired · registryAstraBotAthena · wired · registryAthenaBlueprint · wired · registryBlueprintCaseVault · wired · registryCaseVaultCaseVault Jev assessment · wired · 1.14.0CaseVault Jev as…casevault-worker · wired · hostcasevault-workerNous · wired · registryNousPropHunt · wired · registryPropHuntQuantumShield · planned · plannedQuantumShieldStudio hub / API · wired · registryStudio hub / APIStudio Shell · wired · registryStudio ShellLayer 2 · Platformstudio-engine (92)AstraBot Atlas client (Oracle→Vast via Temporal) · wired · 2.8.0AstraBot Atlas c…AstraBot connections registry · wired · 2.9.1AstraBot connect…AstraBot file upload · wired · 2.1.0AstraBot file up…AstraBot Redis history · wired · 2.1.0AstraBot Redis h…Atlas · wired · 2.6.0AtlasAtlas answer streaming · wired · 2.5.0Atlas answer str…Atlas browser proxy · wired · 2.5.0Atlas browser pr…Atlas BrowserTool · wired · 2.5.0Atlas BrowserToolAtlas CodeExecTool · wired · 2.3.0Atlas CodeExecToolAtlas MCP client layer · wired · 2.5.0Atlas MCP client…Atlas MCP session loader · wired · 2.6.0Atlas MCP sessio…Atlas StudioBridgeTool · wired · 2.3.0Atlas StudioBrid…Atlas StudioRAGTool · wired · 2.2.0Atlas StudioRAGT…Atlas Temporal workflow + Vast worker · wired · 2.8.0Atlas Temporal w…Atlas WebSearchFetchTool · wired · 2.5.0Atlas WebSearchF…BGE-reranker-v2-m3 · wired · latestBGE-reranker-v2-m3blackjax · wired · vastblackjaxBytewax · wired · oracleBytewaxCalibrationWorkflow · wired · 1.0.0CalibrationWorkf…Clingo · wired · 5.8.2ClingoClinicalBERT · wired · oracleClinicalBERTCloudflare WARP proxy (Oracle → Vast) · wired · 2.5.0Cloudflare WARP …Composio integration (connections + smart sessions) · wired · 0.27.0Composio integra…DeepEval · wired · 4.0.4DeepEvalDirichlet tiering · wired · andi312Dirichlet tieringDocling (IBM) · wired · latestDocling (IBM)DoWhy · wired · 0.14.0DoWhyDuckDB · wired · 2.0.0DuckDBEvidently · wired · 0.7.23EvidentlyEvidently weekly cron stub · wired · 0.1.0Evidently weekly…FastAPI · wired · 0.141.1FastAPIfhir.resources · wired · 8.3.0fhir.resourcesgCastle · wired · vastgCastleGLiNER · wired · mediumv2.1GLiNERGmail MCP (gmail_query) · wired · 2.2.0Gmail MCP (gmail…Granian · wired · 2.8.5GranianGraphiti · wired · 0.31.2Graphitihl7apy · wired · 1.3.5hl7apyIBM ContextForge MCP Gateway · wired · latestIBM ContextForge…JAX · wired · 0.12.0.1JAXJev · wired · 1.14.0JevJev expansion (beyond PropHunt) · planned · contractJev expansion (b…Jev System One intent classifier · wired · 1.14.0Jev System One i…kokoro-onnx · wired · 0.4.7kokoro-onnxKùzu · wired · 0.11.3KùzuLangGraph · wired · 1.2.11LangGraphliboqs / oqs · wired · 0.16.0.1liboqs / oqsLightRAG · wired · 1.5.6LightRAGllm_brain + llm_policy · wired · platformllm_brain + llm_…MAPIE · wired · 1.6.0MAPIEMLflow · wired · 3.17.2MLflowNannyML · wired · 0.13.1NannyMLNumPyro · wired · 0.22.0NumPyronutpie · wired · 0.16.11nutpieonnxruntime · wired · andi312onnxruntimeOpenDP · deferred · n/aOpenDPOR-Tools · wired · andi312OR-ToolsPandera · wired · 0.34.1PanderaPer-product Jupyter · deferred · n/aPer-product Jupy…pomegranate · wired · vastpomegranatePresidio · wired · 2.2.364PresidiopyAgrum · wired · 3.3.0pyAgrumPydantic · wired · 2.13.4PydanticPyG · wired · 2.6+PyGPyKEEN · wired · vastPyKEENpymdp · wired · 1.0.4pymdppyoxigraph · wired · 0.5.13pyoxigraphPyReason · deferred · n/aPyReasonpyx12 · wired · 4.0.0pyx12QPU compute · deferred · n/aQPU computeRAGAS · wired · 0.2.15RAGASregister-schedules · wired · 1.0.0register-schedulesruptures · wired · andi312rupturesSapBERT (ONNX) · wired · oracleSapBERT (ONNX)Scallop · wired · vastScallopSearXNG · wired · latestSearXNGSHAP · wired · 0.54.1SHAPsmolagents · wired · 1.26.0smolagentsStatsPAI · wired · 1.40.1StatsPAIStudio MCP · wired · platformStudio MCPStudio Memory service · wired · 1.0.0Studio Memory se…Studio MLflow tracking server · wired · 3.17.2Studio MLflow tr…Studio telemetry sink · wired · 1.0.0Studio telemetry…studio-job-worker · wired · platformstudio-job-workerTemporal · wired · 1.23.1TemporalTigramite · wired · 5.2.10.1Tigramitetrafilatura · wired · 2.3.1trafilaturaUvicorn · wired · 0.52.3Uvicornvast_router · wired · platformvast_routerVenn-Abers (MAPIE) · wired · andi312Venn-Abers (MAPIE)vLLM · Qwen3.5-4B-GPTQ-MTP · wired · vast-httpvLLM · Qwen3.5-4…Z3 · wired · 5.1.0Z3studio-design (7)@studio/ui · wired · 5.3.2@studio/uiLucide · wired · kitLucideNext.js · wired · 15.xNext.jsReact · wired · 18.3.0 || ^19.0.0ReactReact Hook Form + Zod · wired · kitReact Hook Form …Tailwind CSS v4 · wired · 4Tailwind CSS v4TanStack Query / Table / Virtual · wired · kitTanStack Query /…Layer 1 · InfrastructureAgent parity contract + lane guards · wired · 1Agent parity con…ANDI UDS daemon · wired · andi312ANDI UDS daemonAstra Docker backend · wired · deployAstra Docker bac…bge-m3 (llama.cpp) · wired · F16bge-m3 (llama.cpp)FalkorDB · wired · latestFalkorDBFrontend hibernate policy · planned · policyFrontend hiberna…Host maintenance install script · wired · hostHost maintenance…Host swap + VM memory tuning · wired · hostHost swap + VM m…Langfuse stack · retired · 3Langfuse stackLiteLLM · wired · main-latestLiteLLMLiteLLM extra vendors · planned · configLiteLLM extra ve…LiteLLM semantic cache Redis · wired · 8-alpineLiteLLM semantic…llama.cpp chat server · wired · b11804 (0.7.0-dev)llama.cpp chat s…llama.cpp embedding server · wired · b11804 (0.7.0-dev)llama.cpp embedd…Multi-agent prod-lane coordination · wired · hostMulti-agent prod…n8n · wired · latestn8nNATS · deferred · n/aNATSNeo4j · removed · 5-communityNeo4jnginx · wired · systemnginxOllama (container) · removed · latestOllama (container)Ollama-compatible API shim · wired · 1.0Ollama-compatibl…OpenHands · retired · 0.38OpenHandsPlatform systemd units · wired · hostPlatform systemd…Qdrant · wired · latestQdrantqwen2.5 instruct (Ollama) · removed · 1.5b/3bqwen2.5 instruct…qwen3 (llama.cpp) · wired · 1.7b Q4_K_Mqwen3 (llama.cpp)Redis · wired · 7-alpineRedisRedpanda · deferred · n/aRedpandastudio-wiki · wired · hoststudio-wikiTimescaleDB / Postgres · wired · 2.28.2-pg16TimescaleDB / Po…Vast GPU instance · wired · remoteVast GPU instanceWeekly swap reclaim cron wrapper · wired · hostWeekly swap recl…

Roadmap

Now 128 wired · v2.2.0 0 · planned 4 · deferred 6

Now(128)
Production wired

Live in production

@studio/ui 5.3.2Agent parity contract + lane guards 1ANDI UDS daemon andi312Astra registryAstra Docker backend deployAstraBot registryAstraBot Atlas client (Oracle→Vast via Temporal) 2.8.0AstraBot connections registry 2.9.1AstraBot file upload 2.1.0AstraBot Redis history 2.1.0Athena registryAtlas 2.6.0Atlas answer streaming 2.5.0Atlas browser proxy 2.5.0Atlas BrowserTool 2.5.0Atlas CodeExecTool 2.3.0Atlas MCP client layer 2.5.0Atlas MCP session loader 2.6.0Atlas StudioBridgeTool 2.3.0Atlas StudioRAGTool 2.2.0Atlas Temporal workflow + Vast worker 2.8.0Atlas WebSearchFetchTool 2.5.0bge-m3 (llama.cpp) F16BGE-reranker-v2-m3 latestblackjax vastBlueprint registryBytewax oracleCalibrationWorkflow 1.0.0CaseVault registryCaseVault Jev assessment 1.14.0casevault-worker hostClingo 5.8.2ClinicalBERT oracleCloudflare WARP proxy (Oracle → Vast) 2.5.0Composio integration (connections + smart sessions) 0.27.0DeepEval 4.0.4Dirichlet tiering andi312Docling (IBM) latestDoWhy 0.14.0DuckDB 2.0.0Evidently 0.7.23Evidently weekly cron stub 0.1.0FalkorDB latestFastAPI 0.141.1fhir.resources 8.3.0gCastle vastGLiNER mediumv2.1Gmail MCP (gmail_query) 2.2.0Granian 2.8.5Graphiti 0.31.2hl7apy 1.3.5Host maintenance install script hostHost swap + VM memory tuning hostIBM ContextForge MCP Gateway latestJAX 0.12.0.1Jev 1.14.0Jev System One intent classifier 1.14.0kokoro-onnx 0.4.7Kùzu 0.11.3LangGraph 1.2.11liboqs / oqs 0.16.0.1LightRAG 1.5.6LiteLLM main-latestLiteLLM semantic cache Redis 8-alpinellama.cpp chat server b11804 (0.7.0-dev)llama.cpp embedding server b11804 (0.7.0-dev)llm_brain + llm_policy platformLucide kitMAPIE 1.6.0MLflow 3.17.2Multi-agent prod-lane coordination hostn8n latestNannyML 0.13.1Next.js 15.xnginx systemNous registryNumPyro 0.22.0nutpie 0.16.11Ollama-compatible API shim 1.0onnxruntime andi312OR-Tools andi312Pandera 0.34.1Platform systemd units hostpomegranate vastPresidio 2.2.364PropHunt registrypyAgrum 3.3.0Pydantic 2.13.4PyG 2.6+PyKEEN vastpymdp 1.0.4pyoxigraph 0.5.13pyx12 4.0.0Qdrant latestqwen3 (llama.cpp) 1.7b Q4_K_MRAGAS 0.2.15React 18.3.0 || ^19.0.0React Hook Form + Zod kitRedis 7-alpineregister-schedules 1.0.0ruptures andi312SapBERT (ONNX) oracleScallop vastSearXNG latestSHAP 0.54.1smolagents 1.26.0StatsPAI 1.40.1Studio hub / API registryStudio MCP platformStudio Memory service 1.0.0Studio MLflow tracking server 3.17.2Studio Shell registryStudio telemetry sink 1.0.0studio-job-worker platformstudio-wiki hostTailwind CSS v4 4TanStack Query / Table / Virtual kitTemporal 1.23.1Tigramite 5.2.10.1TimescaleDB / Postgres 2.28.2-pg16trafilatura 2.3.1Uvicorn 0.52.3Vast GPU instance remotevast_router platformVenn-Abers (MAPIE) andi312vLLM · Qwen3.5-4B-GPTQ-MTP vast-httpWeekly swap reclaim cron wrapper hostZ3 5.1.0
v2.2.0(0)
Wire installed-not-wired

Activate product contracts for installed packages

No items
Planned(4)
Activate planned items

Schedule Wave / Phase gates

Frontend hibernate policy policyJev expansion (beyond PropHunt) contractLiteLLM extra vendors configQuantumShield planned
Deferred(6)
Blocked on conditions

Hold until condition clears

NATSEdge / multi-worker agent bus — defer until edge contractOpenDPDifferential privacy releases — defer until privacy product approvalPer-product JupyterKernel farm per product — defer; prefer OpenHandsPyReasonSkip — Scallop covers when needed (upgrade matrix / target §3.4)QPU computeQuantum hardware compute — not PQC; defer (separate paid hardware)RedpandaMulti-site event fabric — defer until multi-site contract
Packages(6)
studio-design(1 package)
PackageVersionSource
@studio/ui5.3.2package.json
studio-engine(1 package)
PackageVersionSource
studio-engine/VERSION3.0.0VERSION
studio-infra(2 packages)
PackageVersionSource
e2e-testing/VERSION1.1.0VERSION
infra/VERSION1.0.0VERSION
studio-products(2 packages)
PackageVersionSource
@studio/docs0.1.0package.json
studio-console0.1.0package.json
Activity· 10 commits
8b1d9482chore(infra): wire pymdp to inventoryV0 seconds ago
9972ab6aMerge pull request #276 from vthotac/developV64 minutes ago
ad1c5b6afix(astrabot): agent timeout to prevent infinite loopsV72 minutes ago
e099d465Merge pull request #275 from vthotac/developV2 hours ago
5d5fdc51perf(astrabot): faster web search pipelineV2 hours ago
7e893406Merge pull request #274 from vthotac/developV2 hours ago
4d20b132perf(astrabot): stream fast-path responsesV3 hours ago
60c61078Merge pull request #273 from vthotac/developV9 hours ago
fa83cea6feat(infra): point cloud-qwen3-4b to vast2 via SSH tunnelV10 hours ago
076b0018chore(p2): pymdp 0.0.1→1.0 upgradeV23 hours ago
Docker(11 services)
ServiceImagePortMemory
studio-postgrestimescale/timescaledb-ha:pg1654321.5G
studio-redisredis:7-alpine6379512M
studio-falkordbfalkordb/falkordb:latest6379768M
studio-litellm-cacheredis:8-alpine6379512M
studio-nominatimmediagis/nominatim:4.480804G
studio-qdrantqdrant/qdrant63332G
studio-mlflowghcr.io/mlflow/mlflow:v3.16.050001G
studio-n8nn8nio/n8n:latest5678512M
studio-playwrightmcr.microsoft.com/playwright:v1.62.1-jammy——
studio-temporaltemporalio/auto-setup:1.23.1.17233512M
studio-temporal-uitemporalio/ui:latest8080128M
Documents(17 total)
VENTURE-STUDIO-ARCHITECTURE.md(1 docs)
DocumentPath
Venture Studio Architecturedocs/VENTURE-STUDIO-ARCHITECTURE.md
architectures(5 docs)
DocumentPath
Architecturedocs/architectures/e2e-testing/ARCHITECTURE.md
Architecturedocs/architectures/studio-design/ARCHITECTURE.md
Architecturedocs/architectures/studio-engine/ARCHITECTURE.md
Architecturedocs/architectures/studio-infra/ARCHITECTURE.md
Architecturedocs/architectures/studio-products/ARCHITECTURE.md
operations(6 docs)
DocumentPath
Deploymentdocs/operations/DEPLOYMENT.md
Disaster Recoverydocs/operations/DISASTER_RECOVERY.md
Port Schemedocs/operations/PORT_SCHEME.md
Release Policydocs/operations/RELEASE_POLICY.md
Secrets Managementdocs/operations/SECRETS_MANAGEMENT.md
System Inventorydocs/operations/SYSTEM_INVENTORY.md
platform(1 docs)
DocumentPath
Llm Statusdocs/platform/LLM_STATUS.md
products(1 docs)
DocumentPath
Readmedocs/products/contracts/README.md
studio-engine(2 docs)
DocumentPath
Foundation Baselinedocs/studio-engine/FOUNDATION_BASELINE.md
Tech Stackdocs/studio-engine/TECH_STACK.md
tech-stack(1 docs)
DocumentPath
Readmedocs/tech-stack/README.md

Loop: docs/tech-stack/inventory.yaml → generate-wiki.py → docs/wiki/* → this page · track TECH_STACK.md = narrative