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OncoTwin V11.4COCKROACHDB AGENTIC MEMORY · EVIDENCE, OPERATIONS AND EVOLUTION
◉ DataHub connecting
BUILT ON COCKROACHDBPERSISTENT AGENT MEMORY+OFFICIAL MCP + CCLOUD+AWS LAMBDA VECTORS
JUDGE MODE · RL DIGITAL TWIN + INTERACTIVE AGENT THEATRE

Watch context become safe action.

Choose a failure, let the RL safety controller observe DataHub-grounded context, then follow every decision through recovery or replay.

◉ ACTIVE INCIDENTLUADRNA-seq freshness breachluad_progression_v3
RL DIGITAL TWIN MISSIONS · RESEARCH-ONLY SAFETY SIMULATION
RL POLICYQ-LEARNING
STATE RISK—
ACTIONAWAITING
REWARD—
DATA TRUST—
Mission events will appear here as GCP + DataHub work is replayed.
◉   LIVE CONTEXT GRAPH◎ Auto-following
▱DataHub18% context
Ready · six agents awaiting incident00:00
AGENT INSPECTOR · 01◎ READ

Context Scout

Replaces guessed table names with stable DataHub URNs.

DATAHUB CAPABILITYMCP · searchsearch(query="domain:oncology AND LUAD progression")
CONTEXT RETURNED

27 governed assets · 4 owners · 3 platforms

urn:li:dataset:(gdc,TCGA_LUAD_progression,PROD)
GROUNDED FINDING—/5

Launch the investigation to produce a DataHub-grounded reliability finding.

Awaiting DataHub search…
GOVERNED WRITEBACKLOCKED

The Governance Steward cannot mutate DataHub or recover a blocked mission without human approval.

Single-use approval · verified replay never writes
DECISION FORGE · HUMAN-GATED RESEARCH OPERATIONS

Do not just predict. Decide responsibly.

One surface fuses current cancer evidence, distributed memory, agent disagreement and counterfactual actions into an auditable decision.

CURRENT DECISIONSELECT A MISSION
EVIDENCE FRESHNESS · —

Trial Data Integrity Crisis

Can this evidence safely enter the research model?

COCKROACHDB MEMORY ECHOREADY

Select a mission to recall related agent memory.

The forge will search persistent memory by meaning through AWS Lambda + FastEmbed.
AGENT COUNCIL3 VOTES
COUNTERFACTUAL ACTIONSAWAITING RUN

Run the mission to compare ACT, MONITOR, BLOCK, REPAIR and ESCALATE.

IMMUTABLE DECISION RECEIPTRESEARCH ONLY
Awaiting Q-policy + evidence receipt…
MODEL RISKHIGHAUTHORITYHUMANCLINICAL ACTIONNOT ALLOWED
COCKROACHDB MUTATION EVOLUTION GRAPH · SYNTHETIC RESEARCH ONLY

Watch clones emerge. Interrogate every branch.

The graph is reconstructed from persistent mutation evidence—not invented by the renderer. Five agents hand evidence forward, challenge uncertainty and stop at a human gate.

INTERACTIVE 3D CLONAL EVOLUTION○ CONNECTING
SELECTED CLONELoading ONCO-007…Persistent graph pending
founderemerginghigh riskprojected
FounderAcquiredResistanceEmerging
TANDEM AGENT COUNCILAWAITING RUN

Agents will run in sequence over the CockroachDB graph.

GRAPH RECEIPT—
DECISION RECEIPT—
COUNTERFACTUAL EVOLUTION · 4 GENERATIONSUNCERTAINTY-AWARE

Run the council to generate non-clinical clone trajectories.

Projection is a synthetic research simulation. It does not predict an individual outcome or recommend treatment.
COCKROACHDB MEMORY TIME MACHINEREHYDRATING
FRAMES—
TIME SPAN—
PATHS SAVED—
DIVERGENCES—
OBSERVED HISTORY · CLICK TO REPLAY

Loading immutable observation frames…

MEMORY-CONDITIONED FUTURES · CLICK TO ENTER A PATH

Generate competing paths to see how remembered evidence changes the future.

GENOME HELIX MEMORY · OBSERVED ↔ FORECAST PAIRING

See cancer progression written into the helix.

Every base-pair rupture is linked to a mutation event, a recalled CockroachDB observation and a competing agent path. Generate the next synthetic observation, preserve it, then watch the helix reorganize.

POLYGONAL DNA EVOLUTION ENGINE○ REHYDRATING MEMORY
MEMORY FRAMELoading ONCO-007 evolution…CockroachDB observation pending
stable pairdriverresistanceuncertain
OBSERVATION GENERATORRESEARCH ONLY
No clinical state is changed. This creates a deterministic synthetic frame and reconciliation receipt.
PROGRESSION PAIRING

Choose a path and generate the next observation.

COCKROACHDB FRAME RECEIPT—
PERSISTENT OBSERVATION CHAIN0 FRAMES
G0
MUTATION PAIR-BREAK ATLASLIVE GRAPH

Loading mutation events…

MEMORY IMPACTWHY PERSISTENCE MATTERS

Rehydrating prior frames, paths and forecast divergence…

COCKROACHDB DISTRIBUTED MEMORY · AWS LAMBDA OPEN-SOURCE INFERENCE

Agents remember across restarts.

Retrieve a synthetic patient timeline, persist agent checkpoints and search clinical memories by meaning—not exact keywords.

LIVE MEMORYMESH ARCHITECTURECONNECTING
01APPLICATIONFastAPIgoverned request
→
02EXECUTIONAWS Lambdaserverless worker
→
03OPEN MODELBGE Small384D → 1024D
→
04PERSISTENCECockroachDBvector index
PERSISTENT PATIENT MEMORYLOADING
SYNTHETIC PATIENTONCO-007Loading CockroachDB record…
STAGE—
DRIVER—
EVENTS—
MEMORIES—

Loading agent checkpoint, handoff and approval evidence…

Research-only records · no medical action permitted
SEMANTIC MEMORY SEARCHVECTOR
Query → AWS Lambda → BGE embedding → CockroachDB vector index

Run a semantic search to reveal ranked agent memories.

RESTART-REHYDRATABLEAgent state survives application restarts
MULTI-AGENT HANDOFFBioinformatics Agent → ML Guardian
HUMAN SAFETY GATEResearch hypothesis remains approval-bound
DATAHUB CAUSAL OBSERVATORY · LIVE EVIDENCE / SIMULATED CONSEQUENCE

Watch metadata become a safety force field.

Synchronize the live graph, inject a research incident, observe its verified blast radius, then preview the governed counterfactual recovery without writing data.

SPATIAL ML LINEAGE ORGANISM○ starting causal engine
FOCUSED ASSETprogression_featurescataloged feature tableAwaiting live graph synchronization…
LIVE DATAHUB EVIDENCESIMULATED BIOLOGYSEVEN CATALOGED DATA PRODUCTSHUMAN POLICY MEMBRANE
CAUSAL CONTROL DECKUNSYNCED
GRAPH PROVENANCENo live evidence attached

The 3D topology starts locally; synchronization attaches fresh MCP evidence.

SELECTED COUNTERFACTUALBLOCK MODEL

Repair preview: COALESCE feature patch

Select a scenario, synchronize DataHub and inject the incident.

0/6LIVE MCP READS0AFFECTED NODES0WRITES
END-TO-END ML LINEAGE · 3 HOPS◎ live MCP get_lineage
→ → → →
BLAST RADIUS1 model · 2 APIs · 1 dashboard

A failed completeness contract propagates into the deployed progression model and two downstream consumers.

OWNERSHIP CHAINThoracic ML

Dataset steward → feature owner → model owner → application operator.

QUALITY ASSERTIONS8 passing · 1 warning

Freshness, null rate, row count, schema compatibility and expression range.

JUDGE PROOF MODE · SEVEN DATAHUB-NATIVE CONDITIONS

Enter the Cancer Context Universe.

Each 3D world maps to its own cataloged BigQuery data product. Capture identity, schema, contract, ownership, query and bidirectional-lineage proof from the self-hosted DataHub MCP server.

INTERACTIVE 3D MISSION MULTIVERSE○ starting local engine
SELECTED WORLDBiomarker Completeness CrisisProduction ML Agents
DataHub context beamRL safety stateGoverned recovery
LIVE DATAHUB EVIDENCE LEDGERNOT CAPTURED
VERIFIABLE CLAIMRun a live proof capture

No cached screenshots. Every proof is generated on demand.

Awaiting canonical DataHub URN…

MCP search, schema and bidirectional lineage calls will appear here with their measured latency.

0/6MCP READS—ACTIVE INCIDENTS0WRITES DURING PROOF
COCKROACHDB MCP · CCLOUD · OFFICIAL AGENT SKILLS

Make the database prove itself.

A read-only operations agent inspects the live cluster, follows Cockroach Labs' health-review skill, verifies Cloud inventory through ccloud and persists a tamper-evident receipt.

OFFICIAL MCP SERVERCHECKINGstdio · read-only
CCLOUD CLICHECKINGauthenticated inventory
AGENT SKILLCHECKINGreviewing-cluster-health
VECTOR MEMORYREADYdistributed index · 1024D
OPERATIONS AGENT CONTROLREAD ONLY
⌬Operations Agentskill-directed
MCP
typed reads
ccloud
cloud inventory
Skill
health review
CRDB
proof memory

No MCP mutation calls. Single-cluster scope. Results are bounded by CockroachDB Cloud MCP limits. Errors are preserved instead of hidden.

LIVE TOOL RECEIPTAWAITING RUN

Five MCP reads, one authenticated ccloud inventory check and one official skill fingerprint will appear here.

SHA-256 RECEIPT—
PERSISTENT OPERATIONS MEMORY0 RUNS

Prior proof runs will rehydrate from CockroachDB.

METADATA-AWARE CODE GENERATION

Generate the fix from real context.

The Repair Engineer reads schema, lineage, owners and quality rules before producing a mergeable artifact.

GENERATED ARTIFACT
MERGE READINESS92 / 100

✓Schema groundedFields verified through DataHub MCP

✓Lineage-awareProtects downstream model and API

✓Owner assignedThoracic ML

✓Quality thresholdMatches cataloged completeness rule

!Human approvalRequired before PR/writeback