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Base · 0x8a4f...c3b2 · 4,230 TRAC
● Base 4,230 TRAC 0.12 ETH
Gnosis 8,100 TRAC 24.5 xDAI
NeuroWeb 1,450 TRAC 892 NEURO
Chain switching in node settings
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Critical
Publish failed
warfarin-ssri-007 — chain transaction reverted (insufficient gas). Retry?
12m ago
Urgent
Consensus vote required
Warfarin + Aspirin batch — 2/5 quorum, your vote needed
1h ago
SWM TTL warning
23 shared entities in pharma-drug-interactions expire in 48h
2h ago
Normal
Dr. Chen endorsed metformin-contrast-002 — "Cross-checked against FDA database"
3h ago
research-lab-zurich invited you to climate-science/ocean-temperatures as editor
5h ago
Informational
Weekly digest: 12 findings shared, 3 verified, 8 endorsements received
1d ago
Synced 12 peers v10.0.4
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227
Working Memory
research-agent drafts 68
adverse-event-monitor 27
Shared Memory
team workspace 38
Verified Memory
warfarin-aspirin-001 3/5 ✓
metformin-contrast-002 3 endorsed
ssri-maoi-003 ● self
45
Working Memory
literature-scanner 31
Shared Memory
team workspace 8
Verified Memory
climate-report-2026 5/5 ✓
arctic-ice-projection 2 endorsed
⚙ Agent Hub
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Connected Context Graphs
Pharma Drug Interactions
Comprehensive drug-drug interaction database with clinical evidence from 5 independent researchers.
47 findings23 verified180 endorsements5 researchersRole: owner
Climate Science / Emissions
Multi-institutional climate modeling and emissions tracking with consensus projections.
31 assets8 verified42 endorsements3 institutionsRole: editor
Trending on Network
Trade Policy / Sanctions
Semiconductor export controls, sanctions compliance, and trade policy analysis.
892 assets340 verified14 publishers$0.10/query
Regulation / AI Governance
EU AI Act compliance, global AI regulation tracking, and risk assessment frameworks.
1,247 assets500 verified31 publishers$0.05/query
DeFi Research Vault
Verified DeFi protocol analysis with Monte Carlo risk simulations and on-chain evidence.
82 assets18 verified2 analysts$0.05/query
Dashboard
Pharma Drug Interactions ×
⚭ Context Oracle ×
Dashboard
Welcome to DKG v10
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A project gives your agent structured memory — a place to draft, share, and publish knowledge. Your agent's first project is a great place to import the context and memories it already has.
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Import to Agent Memory → opens after project creation
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Browse the Context Oracle 🔒 Locked — create a project first
Discover public knowledge published by others on the DKG network.
Your Node
DID0x8a4f...c3b2
Active chainBase
TRAC balance0 TRAC (needed for publishing)
Peers0 · discovering...
Connected agentsresearch-agent ● ready
Node Uptime
14d 7h
Running
Connected Peers
12
3 new today
Sync Status
100%
Fully synced
DKG Version
v10.0.4
Latest
Memory Layers
227
Verified 47 21%
Consensus: 23 Endorsed: 12 Self-attested: 12
Shared 38 17%
Working 142 62%
Wallet & Chains
0x8a4f...c3b2
● Base 4,230 TRAC 0.12 ETH
Gnosis 8,100 TRAC 24.5 xDAI
NeuroWeb 1,450 TRAC 892 NEURO
Gas spent (30d) 0.0847 ETH
Pending txns 2
Attestations received 18
Activity — Last 24h
warfarin-aspirin-001 reached consensus — 3/5 quorum verified 2h ago
Dr. Chen endorsed metformin-contrast-002 — "Cross-checked against FDA database" 3h ago
Dr. Silva via adverse-event-monitor shared 3 new FDA signals to Shared Memory 5h ago
ssri-maoi-003 published to Verified Memory — self-attested, pending endorsement 8h ago
Dr. Amara shared 8 interaction findings from Working to pharma-drug-interactions 12h ago
Pharma Drug Interactions
5 researchers Quorum: 3/5 227 total entities Ontology: pharma-interactions.ttl
Working Memory 142 drafts Per-agent, local only Open full view →
Warfarin + Aspirin Interaction Ready
Severity: majorEvidence: meta-analysisConfidence: 0.94 via research-agent
pharma:drug1 warfarin · pharma:drug2 aspirin · pharma:mechanism "Both drugs inhibit platelet aggregation..."
Apixaban + Amiodarone Adverse Signal Needs Review
Severity: under reviewSource: FDA FAERSConfidence: 0.62 via adverse-event-monitor
Agent flag: Extraction confidence 0.62 — ambiguous drug name mapping
pharma:drug1 apixaban · pharma:drug2 amiodarone · pharma:signal "Disproportionality analysis flagged 147 bleeding events..."
Showing 2 of 68 drafts · Use agent chat to share, publish, or endorse
Graphify Import 4,891 triples · 2m ago 3,102 EXTRACTED 1,482 INFERRED 307 AMBIGUOUS
DrugInteractionModel → implements → PharmaProtocol EXTRACTED
Confidence: 1.0Source: tree-sitter ASTCommunity: Pharmavia graphify-agent
code:Class DrugInteractionModel · code:implements PharmaProtocol · code:definedIn src/models/interactions.py
AuthService → mediates → ClinicalTrialAPI INFERRED
Confidence: 0.78Source: Claude semantic inferenceCommunity: Auth → Clinicalvia graphify-agent
Agent flag: Cross-community edge — AuthService (Auth) mediates all external data access to ClinicalTrialAPI (Clinical). High betweenness centrality.
code:Class AuthService · code:mediates ClinicalTrialAPI · code:crossCommunity "Auth → Clinical"
PharmaDB → connects_to → FDA_FAERS_Parser AMBIGUOUS
Confidence: 0.31Source: Claude semantic inferenceCommunity: Datavia graphify-agent
Agent flag: AMBIGUOUS — could not determine direction of data flow. Both classes handle adverse events through different pipelines. Possible duplication.
code:Class PharmaDB · code:connects_to FDA_FAERS_Parser · code:ambiguousReason "bidirectional data flow"
Showing 3 of 4,891 Graphify triples · View all in Working Memory → · View interactive graph →
Shared Memory 38 entities Collaborative, gossiped to team Open full view → +12 this week ↑
Online: Amara, Chen, Patel Okonkwo, Silva Unreviewed: 5
Warfarin-Aspirin Interaction
Dr. Amara via research-agent2h agoSeverity: majorConfidence: 0.94
2 comments
Metformin + Iodinated Contrast
Dr. Chen via research-agent5h agoSeverity: moderateConfidence: 0.87
FDA Adverse Event Signal: Apixaban + Amiodarone
Dr. Silva via adverse-event-monitor8h agoUnreviewed
Contributors Manage Team →
Dr. Amara owner 14 entities
Dr. Chen editor 12 entities
Dr. Silva editor 8 entities
Verified Memory 47 published Chain-anchored, immutable Open full view →
● 23 consensus-verified ● 12 endorsed ● 12 self-attested
Warfarin + Aspirin Interaction
● Consensus-verified (3/5) Published by Dr. Amara · Block #21456789
did:dkg:base/0x8a4f...c3b2/warfarin-aspirin-001
Dr. Chen "Cross-checked against FDA database. 2,847 bleeding event reports." 2d ago
Dr. Patel "Confirmed against PharmGKB." 1d ago
Apr 8
Published by Dr. Amara
Apr 9
Endorsed by Chen, Patel, Okonkwo
Apr 10
Consensus-verified 3/5
Apixaban + Amiodarone Signal
● Partially verified (1/5) Published by Dr. Amara · Authored by Dr. Silva
did:dkg:base/0x8a4f...c3b2/apixaban-amiodarone-005
Metformin + Contrast Agents
● Endorsed (3) Published by Dr. Amara · Authored by Dr. Patel
did:dkg:base/0x8a4f...c3b2/metformin-contrast-002
SSRI + MAOI Interaction
● Self-attested Published by Dr. Amara · Authored by Dr. Silva
did:dkg:base/0x8a4f...c3b2/ssri-maoi-003
Warfarin + NSAIDs Interaction
● Consensus-verified (5/5) Published by Dr. Amara · Authored by Dr. Okonkwo
did:dkg:base/0x8a4f...c3b2/warfarin-nsaids-004
Showing 5 of 47 · Tell your agent "endorse [finding]" or "start consensus vote" to build trust
Pharma Drug Interactions
Comprehensive drug-drug interaction database with clinical evidence from 5 independent pharmacology researchers.
5 researchers Quorum: 3 of 5 Gated — $0.05/query · $50/month full access
Trust Gradient
● 23 consensus-verified ● 12 endorsed ● 12 self-attested
Knowledge Depth
Total Knowledge Assets47
Avg triples per asset18
Ontology coverage82%
Source diversity34 PubMed · 2,847 FDA · 12 RCTs
Contributors5 independent researchers
Temporal coverage2020 – 2026
Activity
Last published2h ago
Last consensus vote1d ago
Update frequency~3 findings/week
Total endorsements180
x402 Pricing
Per-query access$0.05 USDC
Verification rationale$0.02 USDC
Full project (30 days)$50.00 USDC
Revenue splitEqual among 5 members
Published Findings (47)
Warfarin + Aspirin Interaction
● Consensus 3/5Severity: major · Type: pharmacodynamic · 3 endorsements
── Free metadata ──
Drugs: warfarin, aspirin · Severity: major · Confidence: 0.94
── Full finding: mechanism, evidence, recommendations ──
Metformin + Iodinated Contrast
● Consensus 3/5Severity: moderate · Type: pharmacokinetic · 2 endorsements
── Free metadata ──
Drugs: metformin, iodinated contrast · Severity: moderate · Confidence: 0.87
── Full finding: mechanism, evidence, recommendations ──
SSRI + MAOI Contraindication
● Self-attestedSeverity: major · Type: serotonin syndrome risk
── Free metadata ──
Drugs: SSRI, MAOI · Severity: major · Confidence: 0.91
── Full finding: mechanism, evidence, recommendations ──
Showing 3 of 47 findings · $0.05/query or $50/month full access
Highest Trust
Verified Memory47🔓
● Consensus: 23● Endorsed: 12● Self-attested: 12
▲ PUBLISH (chain anchor + TRAC + gas)
Shared Memory38🔒
▲ SHARE (free, instant)
Working Memory142🔒
Lowest Trust
Warfarin + Aspirin Interaction
did:dkg:base:84532/0x8a4f...c3b2/warfarin-aspirin-001
Trust Level
● Consensus-verified (3/5)
Apr 8
Published (self-attested) by Dr. Amara
Apr 9
Endorsed by Chen, Patel, Okonkwo
Apr 10
Consensus-verified 3/5
Attribution
Published byDr. Amara · 0x8a4f...c3b2
Authored byDr. Chen · 0x3b8c...a1f7
Provenance
ChainBase L2
Block#21456789
Tx Hash0xfeed...1234
Published2026-04-08T14:21:58Z
KC BatchKC-pharma-batch-001 (23 assets)
PayerDr. Amara (self) · 180 TRAC + 0.0012 ETH
Endorsements (3)
Dr. Chen"Cross-checked against FDA database."2d ago
Dr. Patel"Confirmed against PharmGKB."1d ago
Dr. Okonkwo"Consistent with metabolism data."12h ago
Free Metadata
Drugswarfarin, aspirin
Severitymajor
Confidence0.94
Gated Content
── Full Finding ── $0.05 USDC via x402
Consensus Vote: High-Impact Drug Interactions
Proposed by Dr. AmaraQuorum: 3/518/23 quorum met3 pending2 rejected
Warfarin + Aspirin (major)3 endorsed
Metformin + Contrast (moderate)2 endorsed
Showing 2 of 23 findings
Agent Hub
Manage the agents connected to your node. Pause, edit permissions, configure, view logs, or disconnect agents as needed.
Active Agents
4
Paused
0
Agent Runs (24h)
47
Errors (24h)
0
research-agent
Framework: Claude Code · DID: 0x8a4f...c3b2 · Last active: just now
Permissions: Pharma (R/W All), Climate (R/W All)
Running
literature-scanner
Framework: Agent Hermes · DID: 0x9d8e...f3c1 · Last active: 2h ago
Permissions: Pharma (R/W Working Memory)
Idle
guideline-checker
Framework: Custom · DID: 0x4a5b...e2d7 · Last active: 5h ago
Permissions: Pharma (R Working/Shared)
Idle
graphify-agent
Framework: Graphify MCP · DID: 0x6c7d...e8f9 · Last active: 2m ago
Permissions: Pharma (R/W Working Memory) · Watching 52 files
Running
Need more agents?
Graphify Graph Pharma Drug Interactions · 1,159 nodes · 3,365 edges Last run: 2m ago
1,159
Nodes
3,365
Edges
8
Communities
4,891
DKG Triples
● 3,102 EXTRACTED ● 1,482 INFERRED ● 307 AMBIGUOUS
■ Auth (12) ■ Data (18) ■ API (9) ■ Models (23) ■ Pharma (31) ■ Clinical (15) ■ Utils (8) ■ Tests (6)
Pharma (31) Auth (12) Data (18) Clinical (15) DrugInteraction Model 38 edges · god node AuthService 42 edges PharmaOntology 31 edges PharmaDB 24 edges ClinicalTrialAPI 18 edges EXTRACTED INFERRED AMBIGUOUS
Interactive vis.js graph — click nodes to inspect, scroll to zoom
Graphify Report GRAPH_REPORT.md
Executive Summary
Processed 52 files across 5 directories. The knowledge graph contains 1,159 nodes and 3,365 edges organized into 8 communities via Leiden clustering. Processing took 1m 40s (Pass 1: 12s AST, Pass 2: 1m 28s semantic). Token reduction: 71.5x compared to raw file processing.
God Nodes (Highest-Degree Concepts)
AuthService 42 edges Community: Auth class · src/auth.py
DrugInteractionModel 38 edges Community: Pharma class · src/models/interactions.py
PharmaOntology 31 edges Community: Pharma ontology · pharma-interactions.ttl
Surprising Connections
AuthService → ClinicalTrialAPI — unexpected cross-community edge (Auth → Clinical). High betweenness centrality suggests AuthService mediates all external data access. INFERRED (0.78)
PharmaDB → FDA_FAERS_Parser — both handle adverse events but through different pipelines. Possible duplication. INFERRED (0.65)
DrugInteractionModel → WarfarinProtocol — implements interface not declared in imports. Discovered via docstring pattern analysis. INFERRED (0.89)
Suggested Questions
Working Memory Pharma Drug Interactions · 4,959 entities (68 drafts + 4,891 Graphify)
Source: All sources Agent drafts (68) ⬡ Graphify (4,891)
Warfarin + Aspirin InteractionReady
Severity: majorEvidence: meta-analysisConfidence: 0.94via research-agent
pharma:drug1 warfarin · pharma:drug2 aspirin · pharma:mechanism "Both drugs inhibit platelet aggregation..."
Metformin + Iodinated ContrastReady
Severity: moderateEvidence: clinical guidelineConfidence: 0.87via research-agent
pharma:drug1 metformin · pharma:drug2 iodinated-contrast · pharma:mechanism "Metformin accumulation risk..."
Apixaban + Amiodarone Adverse SignalNeeds Review
Severity: under reviewSource: FDA FAERSConfidence: 0.62via adverse-event-monitor
Agent flag: Extraction confidence 0.62 — ambiguous drug name mapping
pharma:drug1 apixaban · pharma:drug2 amiodarone · pharma:signal "Disproportionality analysis flagged 147 bleeding events..."
Clopidogrel + Omeprazole InteractionReady
Severity: moderateEvidence: clinical trialConfidence: 0.89via literature-scanner
pharma:drug1 clopidogrel · pharma:drug2 omeprazole · pharma:mechanism "Omeprazole inhibits CYP2C19..."
Lithium + ACE Inhibitor InteractionNeeds Review
Severity: majorSource: literature scanConfidence: 0.71via literature-scanner
Agent flag: Missing required field pharma:severity
pharma:drug1 lithium · pharma:drug2 ace-inhibitor · pharma:mechanism "ACE inhibitors reduce renal clearance of lithium..."
Showing 5 of 68 agent drafts
Graphify Import 4,891 triples from 52 files · 8 communities
DrugInteractionModel → implements → PharmaProtocolEXTRACTED
Confidence: 1.0tree-sitter ASTCommunity: Pharma (31 nodes)via graphify-agent
code:Class DrugInteractionModel · code:implements PharmaProtocol · code:definedIn src/models/interactions.py · code:community "Pharma"
AuthService → imports → UserModelEXTRACTED
Confidence: 1.0tree-sitter ASTCommunity: Auth (12 nodes)via graphify-agent
code:Class AuthService · code:imports UserModel · code:definedIn src/auth.py · code:godNode true · code:edgeCount 42
AuthService → mediates → ClinicalTrialAPIINFERRED
Confidence: 0.78Claude semanticCross-community: Auth → Clinicalvia graphify-agent
Agent flag: Cross-community edge with high betweenness centrality — AuthService mediates all external data access
code:Class AuthService · code:mediates ClinicalTrialAPI · code:crossCommunity "Auth → Clinical" · code:betweenness 0.92
DrugInteractionModel → implements → WarfarinProtocolINFERRED
Confidence: 0.89Claude semantic (docstring)Community: Pharmavia graphify-agent
Agent flag: Interface not declared in imports — discovered via docstring pattern analysis. Surprising connection in Graphify Report.
code:Class DrugInteractionModel · code:implements WarfarinProtocol · code:inferenceSource "docstring pattern"
PharmaDB → connects_to → FDA_FAERS_ParserAMBIGUOUS
Confidence: 0.31Claude semanticCommunity: Datavia graphify-agent
Agent flag: AMBIGUOUS — could not determine direction of data flow between PharmaDB and FDA_FAERS_Parser. Both handle adverse events through separate pipelines. Possible duplication.
code:Class PharmaDB · code:connects_to FDA_FAERS_Parser · code:ambiguousReason "bidirectional data flow"
Showing 5 of 4,891 Graphify triples · View interactive graph →
Shared Memory Pharma Drug Interactions · 38 entities
Online: Amara, Chen, Patel Okonkwo, Silva +12 this week ↑ Unreviewed: 5
Warfarin-Aspirin Interaction
Dr. Amara via research-agent2h agoSeverity: majorConfidence: 0.942 comments
Metformin + Iodinated Contrast
Dr. Chen via research-agent5h agoSeverity: moderateConfidence: 0.871 comment
FDA Adverse Event Signal: Apixaban + Amiodarone
Dr. Silva via adverse-event-monitor8h agoUnreviewed0 comments
Clopidogrel + Omeprazole CYP2C19 Inhibition
Dr. Patel via guideline-checker1d agoSeverity: moderate3 comments
ContributorsManage Team →
Dr. Amaraowner14 entities · 2h ago
Dr. Cheneditor12 entities · 5h ago
Dr. Silvaeditor8 entities · 8h ago
Dr. Pateleditor4 entities · 1d ago
Showing 4 of 38 shared entities
Verified Memory Pharma Drug Interactions · 47 published
● 23 consensus ● 2 partial ● 12 endorsed ● 12 self-attested
Warfarin + Aspirin Interaction
● Consensus-verified (3/5)Dr. Amara · Block #21456789
did:dkg:base/0x8a4f...c3b2/warfarin-aspirin-001
Apixaban + Amiodarone Signal
● Partially verified (1/5)Dr. Amara · Authored by Dr. Silva
did:dkg:base/0x8a4f...c3b2/apixaban-amiodarone-005
Metformin + Contrast Agents
● Endorsed (3)Dr. Amara · Authored by Dr. Patel
did:dkg:base/0x8a4f...c3b2/metformin-contrast-002
SSRI + MAOI Interaction
● Self-attestedDr. Amara · Authored by Dr. Silva
did:dkg:base/0x8a4f...c3b2/ssri-maoi-003
Warfarin + NSAIDs Interaction
● Consensus-verified (5/5)Dr. Amara · Authored by Dr. Okonkwo
did:dkg:base/0x8a4f...c3b2/warfarin-nsaids-004
Showing 5 of 47 published assets
Context Oracle Discover public knowledge across the DKG network
Connected Context Graphs
Pharma Drug Interactions
Comprehensive drug-drug interaction database with clinical evidence from 5 independent pharmacology researchers.
47 findings23 verified180 endorsements5 researchersRole: owner
Climate Science / Emissions
Multi-institutional climate modeling and emissions tracking with consensus projections.
31 assets8 verified42 endorsements3 institutionsRole: editor
Trending on Network
Trade Policy / Sanctions
Semiconductor export controls, sanctions compliance, and trade policy analysis.
892 assets340 verified14 publishers$0.10/query
Regulation / AI Governance
EU AI Act compliance, global AI regulation tracking, and risk assessment frameworks.
1,247 assets500 verified31 publishers$0.05/query
14:23:07OKBase L2 sync completed — block #21,456,789
14:22:54INFOGossipSub: received 3 messages from Dr. Chen on topic /dkg/shared/pharma-drug-interactions
14:22:31WARNConsensus vote for warfarin-aspirin batch still pending — 2/5 quorum (awaiting Okonkwo, Silva, Patel)
14:21:58INFOPublishing warfarin-aspirin-001 to Verified Memory — tx 0xfeed...1234 submitted to Base L2
14:21:12OKAgent research-agent completed PubMed scan — 12 new interaction candidates ingested in 2m 34s
14:20:44INFOConnected to new peer: Dr. Silva (0x5e6f...7890) — adverse-event-monitor syncing
14:19:33OKFile ingestion complete: chen-drug-summaries/ — 207 files → 1,847 triples extracted
14:18:01INFOdRAG query completed: "warfarin major interactions" — 3 findings, confidence 0.94
PubMed interaction scan
847/2,000
Connect an Agent
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Ready to build your first project
I'm research-agent, connected and ready. To start working, let's give me some structured memory. A project is a bounded knowledge space where I can draft, share, and publish on your behalf.
Tip: a good first project is your existing research, notes, or code — something you already know.
Publish the warfarin-aspirin finding to Verified Memory
Publishing warfarin-aspirin-001 to Verified Memory:
Transaction Confirmation
Findingwarfarin-aspirin-001
TRAC stake180 TRAC
Gas estimate0.0012 ETH
Published asself-attested (Dr. Amara)
Total cost180 TRAC + gas
Endorse the warfarin-aspirin finding
Endorsed warfarin-aspirin-001. Endorsement count is now 4. Your rationale: "Verified methodology against 34 PubMed studies."

View in Verified Memory →
Start a consensus vote on the top 23 high-impact findings
I'll propose a batch consensus vote for 23 high-impact findings. Requires 3-of-5 team members to approve each finding.
Consensus Vote Proposal
Findings23 high-impact
Quorum required3 of 5 members
Gas estimate0.0004 ETH
What drug interactions involve warfarin with the highest severity?
Based on a dRAG query across Working and Shared memory: I found 3 major-severity warfarin interactions. Warfarin + Aspirin (confidence 0.94, consensus-verified 3/5), Warfarin + NSAIDs (confidence 0.91, 5/5 verified), and Warfarin + SSRIs (under review).

View in Verified Memory →
Run Graphify on my project files
Graphify processing complete.
Graphify Results
Source52 files (code, docs, PDFs, images)
Graph1,159 nodes · 3,365 edges
Communities8 (Leiden clustering)
DKG Triples4,891 → Working Memory
EXTRACTED3,102
INFERRED1,482
AMBIGUOUS307
God nodesAuthService (42), DrugInteractionModel (38)
What connects AuthService to the drug interaction model?
Querying graphify graph...

AuthService → imports → UserModel → references → PatientRecord → used_by → DrugInteractionChecker → implements → DrugInteractionModel

Path length: 5 hops. All edges EXTRACTED (confidence 1.0) except DrugInteractionChecker → implements (INFERRED, 0.89).

View path in graph →
Dashboard view
Pharma Drug Interactions project
Working Memory layer
Shared Memory layer
Verified Memory layer
Context Oracle discovery
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