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▸ Pharma Drug Interactions 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
▸ Climate Science 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
▸ Integrations
⬡ Obsidian
⬡ ACLED Events
⬡ Agent Hermes
⬡ Graphify
Connected Context Graphs
Pharma Drug Interactions
Comprehensive drug-drug interaction database with clinical evidence from 5 independent researchers.
47 findings 23 verified 180 endorsements 5 researchers Role: owner
Climate Science / Emissions
Multi-institutional climate modeling and emissions tracking with consensus projections.
31 assets 8 verified 42 endorsements 3 institutions Role: editor
Trending on Network
Trade Policy / Sanctions
Semiconductor export controls, sanctions compliance, and trade policy analysis.
892 assets 340 verified 14 publishers$0.10/query
Regulation / AI Governance
EU AI Act compliance, global AI regulation tracking, and risk assessment frameworks.
1,247 assets 500 verified 31 publishers$0.05/query
DeFi Research Vault
Verified DeFi protocol analysis with Monte Carlo risk simulations and on-chain evidence.
82 assets 18 verified 2 analysts$0.05/query
All Trust Levels Consensus-verified Endorsed Self-attested
Sorted by trust level · 5 results
Warfarin + Aspirin Interaction
Consensus 3/5 Pharma Drug Interactions Dr. Amara · 0x8a4f...c3b2 3 endorsements $0.05
did:dkg:base/0x8a4f.../warfarin-aspirin-001
Metformin + Iodinated Contrast
Consensus 3/5 Pharma Drug Interactions Dr. Amara · 0x8a4f...c3b2 2 endorsements $0.05
did:dkg:base/0x8a4f.../metformin-contrast-002
Apixaban + Amiodarone Adverse Signal
Endorsed (2) Pharma Drug Interactions Dr. Silva · 0x5e6f...7890 2 endorsements $0.05
did:dkg:base/0x8a4f.../apixaban-amiodarone-005
SSRI + MAOI Contraindication
Self-attested Pharma Drug Interactions Dr. Amara · 0x8a4f...c3b2
did:dkg:base/0x8a4f.../ssri-maoi-003
DrugBank Interaction Ontology
Self-attested Community Ontologies drugbank-team · 0x2d4e...b8c1
did:dkg:gnosis/0x2d4e.../drugbank-ontology
Interactive graph — coming in next iteration
Your projects Network Assets
Dashboard
Pharma Drug Interactions ×
⚭ Context Oracle ×
Welcome to DKG v10
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Your agent is ready. Now give it structured memory by creating a project — a bounded knowledge space where it can draft, share, and publish.
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Connect an Agent Done
research-agent is ready to help you.
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Create Your First Project
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.
3
Import to Agent Memory → opens after project creation
Bring your agent's existing knowledge — notes, docs, PDFs, conversation logs. Files land in Working Memory where you can review them.
4
Browse the Context Oracle 🔒 Locked — create a project first
Discover public knowledge published by others on the DKG network.
Your Node
DID 0x8a4f...c3b2
Active chain Base
TRAC balance 0 TRAC (needed for publishing)
Peers 0 · discovering...
Connected agents research-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: major Evidence: meta-analysis Confidence: 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 review Source: FDA FAERS Confidence: 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: 1.0 Source: tree-sitter AST Community: Pharma via graphify-agent
code:Class DrugInteractionModel · code:implements PharmaProtocol · code:definedIn src/models/interactions.py
AuthService → mediates → ClinicalTrialAPI INFERRED
Confidence: 0.78 Source: Claude semantic inference Community: Auth → Clinical via 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: 0.31 Source: Claude semantic inference Community: Data via 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-agent 2h ago Severity: major Confidence: 0.94
2 comments
Metformin + Iodinated Contrast
Dr. Chen via research-agent 5h ago Severity: moderate Confidence: 0.87
FDA Adverse Event Signal: Apixaban + Amiodarone
Dr. Silva via adverse-event-monitor 8h ago Unreviewed
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 Assets 47
Avg triples per asset 18
Ontology coverage 82%
Source diversity 34 PubMed · 2,847 FDA · 12 RCTs
Contributors 5 independent researchers
Temporal coverage 2020 – 2026
Activity
Last published 2h ago
Last consensus vote 1d ago
Update frequency~3 findings/week
Total endorsements 180
x402 Pricing
Per-query access$0.05 USDC
Verification rationale$0.02 USDC
Full project (30 days)$50.00 USDC
Revenue split Equal among 5 members
Published Findings (47)
Warfarin + Aspirin Interaction
● Consensus 3/5 Severity: major · Type: pharmacodynamic · 3 endorsements
── Free metadata ──
Drugs: warfarin, aspirin · Severity: major · Confidence: 0.94
── Full finding: mechanism, evidence, recommendations ──
Metformin + Iodinated Contrast
● Consensus 3/5 Severity: 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-attested Severity: 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 Memory 47🔓
● Consensus: 23● Endorsed: 12● Self-attested: 12
▲ PUBLISH (chain anchor + TRAC + gas)
Shared Memory 38🔒
▲ SHARE (free, instant)
Working Memory 142🔒
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 by Dr. Amara · 0x8a4f...c3b2
Authored by Dr. Chen · 0x3b8c...a1f7
Provenance
Chain Base L2
Block#21456789
Tx Hash 0xfeed...1234
Published 2026-04-08T14:21:58Z
KC Batch KC-pharma-batch-001 (23 assets)
Payer Dr. 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
Drugs warfarin, aspirin
Severity major
Confidence 0.94
Gated Content
── Full Finding ── $0.05 USDC via x402
Consensus Vote: High-Impact Drug Interactions
Proposed by Dr. Amara Quorum: 3/5 18/23 quorum met 3 pending 2 rejected
Warfarin + Aspirin (major)3 endorsed
Verified methodology — 34 PubMed studies.
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)
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 Interaction Ready
Severity: major Evidence: meta-analysis Confidence: 0.94 via research-agent
pharma:drug1 warfarin · pharma:drug2 aspirin · pharma:mechanism "Both drugs inhibit platelet aggregation..."
Metformin + Iodinated Contrast Ready
Severity: moderate Evidence: clinical guideline Confidence: 0.87 via research-agent
pharma:drug1 metformin · pharma:drug2 iodinated-contrast · pharma:mechanism "Metformin accumulation risk..."
Apixaban + Amiodarone Adverse Signal Needs Review
Severity: under review Source: FDA FAERS Confidence: 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..."
Clopidogrel + Omeprazole Interaction Ready
Severity: moderate Evidence: clinical trial Confidence: 0.89 via literature-scanner
pharma:drug1 clopidogrel · pharma:drug2 omeprazole · pharma:mechanism "Omeprazole inhibits CYP2C19..."
Lithium + ACE Inhibitor Interaction Needs Review
Severity: major Source: literature scan Confidence: 0.71 via 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 → PharmaProtocol EXTRACTED
Confidence: 1.0 tree-sitter AST Community: Pharma (31 nodes)via graphify-agent
code:Class DrugInteractionModel · code:implements PharmaProtocol · code:definedIn src/models/interactions.py · code:community "Pharma"
AuthService → imports → UserModel EXTRACTED
Confidence: 1.0 tree-sitter AST Community: 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 → ClinicalTrialAPI INFERRED
Confidence: 0.78 Claude semantic Cross-community: Auth → Clinical via 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 → WarfarinProtocol INFERRED
Confidence: 0.89 Claude semantic (docstring)Community: Pharma via 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_Parser AMBIGUOUS
Confidence: 0.31 Claude semantic Community: Data via 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-agent 2h ago Severity: major Confidence: 0.94 2 comments
Metformin + Iodinated Contrast
Dr. Chen via research-agent 5h ago Severity: moderate Confidence: 0.87 1 comment
FDA Adverse Event Signal: Apixaban + Amiodarone
Dr. Silva via adverse-event-monitor 8h ago Unreviewed 0 comments
Clopidogrel + Omeprazole CYP2C19 Inhibition
Dr. Patel via guideline-checker 1d ago Severity: moderate 3 comments
Contributors Manage Team →
Dr. Amara owner 14 entities · 2h ago
Dr. Chen editor 12 entities · 5h ago
Dr. Silva editor 8 entities · 8h ago
Dr. Patel editor 4 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-attested Dr. 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 findings 23 verified 180 endorsements 5 researchers Role: owner
Climate Science / Emissions
Multi-institutional climate modeling and emissions tracking with consensus projections.
31 assets 8 verified 42 endorsements 3 institutions Role: editor
Trending on Network
Trade Policy / Sanctions
Semiconductor export controls, sanctions compliance, and trade policy analysis.
892 assets 340 verified 14 publishers$0.10/query
Regulation / AI Governance
EU AI Act compliance, global AI regulation tracking, and risk assessment frameworks.
1,247 assets 500 verified 31 publishers$0.05/query
Sorted by trust level · 5 results
Warfarin + Aspirin Interaction
Consensus 3/5 Pharma Drug Interactions Dr. Amara · 0x8a4f...c3b2 3 endorsements $0.05
did:dkg:base/0x8a4f...c3b2/warfarin-aspirin-001
Metformin + Iodinated Contrast
Consensus 3/5 Pharma Drug Interactions Dr. Amara · 0x8a4f...c3b2 2 endorsements $0.05
did:dkg:base/0x8a4f...c3b2/metformin-contrast-002
Apixaban + Amiodarone Adverse Signal
Endorsed (2) Pharma Drug Interactions Dr. Silva · 0x5e6f...7890 $0.05
did:dkg:base/0x8a4f...c3b2/apixaban-amiodarone-005
SSRI + MAOI Contraindication
Self-attested Pharma Drug Interactions Dr. Amara · 0x8a4f...c3b2
did:dkg:base/0x8a4f...c3b2/ssri-maoi-003
Network-wide context graph visualization — full width view
Interactive force-directed graph — coming in next iteration
14:23:07 OK Base L2 sync completed — block #21,456,789
14:22:54 INFO GossipSub: received 3 messages from Dr. Chen on topic /dkg/shared/pharma-drug-interactions
14:22:31 WARN Consensus vote for warfarin-aspirin batch still pending — 2/5 quorum (awaiting Okonkwo, Silva, Patel)
14:21:58 INFO Publishing warfarin-aspirin-001 to Verified Memory — tx 0xfeed...1234 submitted to Base L2
14:21:12 OK Agent research-agent completed PubMed scan — 12 new interaction candidates ingested in 2m 34s
14:20:44 INFO Connected to new peer: Dr. Silva (0x5e6f...7890) — adverse-event-monitor syncing
14:19:33 OK File ingestion complete: chen-drug-summaries/ — 207 files → 1,847 triples extracted
14:18:01 INFO dRAG query completed: "warfarin major interactions" — 3 findings, confidence 0.94
14:21:58 PEND tx 0xfeed...1234 · Publish warfarin-aspirin-001 · 180 TRAC + 0.0012 ETH · Base L2 · Awaiting confirmation
14:19:02 PEND tx 0x9f3e...b2a1 · Publish metformin-contrast-002 · 180 TRAC + 0.0011 ETH · Base L2 · Awaiting confirmation
14:10:33 CONF tx 0xa4b2...c7d8 · Publish warfarin-nsaids-004 · 180 TRAC + 0.0010 ETH · Base L2 · Block #21,456,780
13:45:12 CONF tx 0xc8e1...f3a2 · Consensus attestation batch-1 · 0.0004 ETH gas · Base L2 · Block #21,456,712
12:30:01 FINL tx 0xd5f7...e9b0 · Project creation pharma-drug-interactions · 500 TRAC + 0.0018 ETH · Base L2 · Finalized
14:22:54 IN/dkg/shared/pharma-drug-interactions · 3 entities from Dr. Chen (0x3f2a...b8c1) · metformin-contrast-002
14:20:44 IN/dkg/shared/pharma-drug-interactions · Peer hello from Dr. Silva (0x5e6f...7890) · adverse-event-monitor online
14:15:22 OUT/dkg/shared/pharma-drug-interactions · 8 entities shared by Dr. Amara → 4 peers
14:08:11 IN/dkg/verified/pharma-drug-interactions · Endorsement from Dr. Okonkwo for warfarin-aspirin-001
13:55:30 IN/dkg/verified/pharma-drug-interactions · Consensus vote from Dr. Patel: Approve warfarin-aspirin batch
14:21:12 DONE research-agent · PubMed interaction scan · 847/2000 articles processed · 12 candidates found · 2m 34s
14:19:33 DONE research-agent · File ingestion · chen-drug-summaries/ · 207 files → 1,847 triples · 4m 12s
13:48:20 DONE guideline-checker · Cross-reference PharmGKB · warfarin-aspirin-001 · Verdict: supports · 18s
12:30:45 DONE literature-scanner · Scan clopidogrel literature · 34 papers analyzed · 1 new interaction found · 1m 45s
11:15:00 WARN adverse-event-monitor · FDA FAERS scan · Rate limited after 500 requests · Resuming in 60s
Quick SPARQL scratchpad — full editor available as integration
SELECT ?interaction ?drug1 ?drug2 ?severity WHERE { ?interaction a pharma:DrugInteraction ; pharma:drug1 ?drug1 ; pharma:drug2 ?drug2 ; pharma:severity ?severity . FILTER(?severity = "major") }
PubMed interaction scan
847/2,000
Connect an Agent
To get started, connect an AI agent to your node. Your agent will help you create projects, manage knowledge, publish findings, and collaborate with peers — everything you do in the DKG flows through your agent.
Choose an agent framework
You must connect an agent before creating projects or importing knowledge
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
Finding warfarin-aspirin-001
TRAC stake 180 TRAC
Gas estimate 0.0012 ETH
Published as self-attested (Dr. Amara)
Total cost 180 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
Findings 23 high-impact
Quorum required 3 of 5 members
Gas estimate 0.0004 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
Source 52 files (code, docs, PDFs, images)
Graph 1,159 nodes · 3,365 edges
Communities 8 (Leiden clustering)
DKG Triples 4,891 → Working Memory
EXTRACTED 3,102
INFERRED 1,482
AMBIGUOUS 307
God nodes AuthService (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 →
node-7-istanbul Rep: 847
0x7f2a...d4e1 · 234 published assets
climate-science geopolitical
research-lab-zurich Rep: 1,203
0x3b8c...a1f7 · 891 published assets
climate-science trade-policy
acled-validator-nairobi Rep: 2,100
0x1a2b...c3d4 · 1,456 published assets
geopolitical situation-room
research-lab-zurich invites you to collaborate
0x3b8c...a1f7 · Rep: 1,203
Project: climate-science/ocean-temperatures · 145 assets · Role: editor
acled-validator-nairobi invites you to collaborate
0x1a2b...c3d4 · Rep: 2,100
Project: geopolitical/horn-of-africa · 89 assets · Role: viewer
Create New Project
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.
💡 First project tip
This is your agent's first memory space. Consider importing any existing knowledge your agent has — notes, documents, conversation logs, or research — so it can build on what it already knows. You can import files after creating the project.
Project Name
Description
Access
Curated — only invited collaborators can view Public — anyone can view
Publish Policy
Curator only — only the curator can publish to Verified Memory
You are the Curator (0x8a4f...c3b2)
Open — any collaborator can publish to Verified Memory
Ontology
Let agent decide — your agent will choose the best vocabulary
Your agent will query community ontologies (Schema.org, DrugBank, devgraph, etc.) and select the most relevant one for your domain.
Upload an ontology file (.ttl, .owl, .rdf) Choose from community ontologies
▸ Advanced settings
Consensus Quorum
SWM TTL
SWM Size Cap
Layer Activation
┌─ Verified Memory ── activates on first publish (requires TRAC)
├─ Shared Memory ──── activates on first share (free)
└─ Working Memory ─── created immediately (local, free)
Project Settings — Ontology
An ontology defines the vocabulary and rules for your project's knowledge graph. It helps agents structure data consistently, enables smarter queries, and powers automated reasoning.
Upload an ontology file (.ttl, .owl, .rdf)
Choose from community ontologies
DrugBank Interaction Ontology popular
PharmGKB Clinical Annotation popular
BioPortal Drug-Drug Interactions featured
No ontology — I'll use my own vocabulary
Import to Agent Memory
Pharma Drug Interactions — your agent's new memory space
Step 3 of 3 — Populate your agent's Working Memory
Your agent has structured memory now, but it's empty. Import your existing notes, documents, code, or research so your agent can build on what it already knows. Files land in Working Memory first — you can review them before promoting to Shared Memory.
Bring your agent's existing knowledge into this project
Drag files or folders — your agent will extract structured knowledge and add it to its working memory.
Your agent can process: .md, .docx, .pdf, .txt, .csv, .json, .ttl, .rdf
📄 chen-drug-summaries/ (207 files) folder
📄 warfarin-nsaids.md 4.2 KB
📄 metformin-contrast-agents.md 3.8 KB
📄 ssri-maoi-interactions.docx 12.1 KB
📄 bleeding-risk-meta-analysis.pdf 2.4 MB
Ingestion Options
Store original files as Knowledge Assets
Let agent extract structured knowledge from content
Ontology: pharma-interactions-ontology.ttl (auto-detected) · or let agent decide
Auto-promote to Shared Memory after extraction (default: keep in agent's working memory first)
⬡ Graphify — Transform Files to Knowledge Graph
AI-powered two-pass extraction: deterministic AST + semantic analysis
Source
Drag files or folders here, or click to browse
Supported: code (20 languages), .md, .pdf, .docx, .xlsx, .png, .jpg, .webp
📄src/ (23 .py files)folder
📄docs/ (12 .md files)folder
📄papers/ (8 .pdf files)folder
📄diagrams/ (5 .png files)folder
📄data/ (4 .docx files)folder
52 files selected across 5 folders
Processing Mode
Standard — AST extraction + semantic analysis Deep — aggressive inference, more INFERRED edges AST Only — deterministic code extraction, no LLM calls
Target Project
Ontology Mapping
Map to project ontology (pharma-interactions.ttl)
Preserve Graphify confidence tags as DKG status metadata
Auto-share EXTRACTED entities after processing
Enable auto-sync mode (--watch)
Exclusions
Edit Permissions — research-agent
Control which projects this agent can access and what it can do
Project Access
Pharma Drug Interactions
Read: All layers · Write: Working Memory, Shared Memory
Climate Science
Read: All layers · Write: Working Memory only
Supply Chain (not joined)
Join the project to grant access
Capabilities
Can share to Shared Memory Can publish to Verified Memory (requires Curator approval) Can endorse findings Can initiate consensus votes Can query Context Oracle Can manage other agents (admin)
Share Pharma Drug Interactions
Notify when knowledge is shared to the project
Access settings
Who has access Manage notifications
👥
All project members
5 people · 8 agents
🏛
Trace Labs
13 people
DA
Dr. Amara
0x8a4f...c3b2 · research-agent, literature-scanner
DC
Dr. Chen
0x3b8c...a1f7 · research-agent
DP
Dr. Patel
0x9c3e...b2d4 · research-agent, guideline-checker
DO
Dr. Okonkwo
0x1a2b...c3d4 · research-agent
DS
Dr. Silva
0x5e6f...7890 · research-agent, adverse-event-monitor
Consensus quorum
Require of members to verify key findings
This project is connected to 2 context graphs. Manage access ›
Knowledge Commerce
Pharma Drug Interactions — configure x402 micropayment pricing
What's Free (always visible)
✓ Project name, description, team size
✓ Each finding: drug names, severity, trust level, endorsements
✓ Pricing information
What's Paid (via x402 micropayments)
Per-query access $USDC
Full finding: mechanism, evidence, recommendations
Verification rationale $USDC
Expert reasoning behind each consensus vote
Full project access (30 days) $USDC
Unlimited queries + all rationale
Revenue Split
Equal among all team members (5) Custom split by contribution
Dashboard view
Pharma Drug Interactions project
Working Memory layer
Shared Memory layer
Verified Memory layer
Context Oracle discovery
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