The Senate
Governance, quality gates, and system health monitoring
The Senate's Governance Role
The Senate enforces quality standards and resource efficiency across the SciDEX research pipeline:
Quality Gates — Block low-quality hypotheses before they consume debate resourcesAgent Performance — Track token usage, latency, and output quality per agent roleGrowth Monitoring — Detect stalled metrics and project milestone timelinesCost Tracking — Monitor LLM token spend and compute ROI per hypothesisConvergence — Detect duplication, score drift, and system-wide research focusEpistemic Health — Tiered knowledge classification (T0 axiom → T5 contested) with adversarial falsification
All governance decisions are transparent and logged for auditing.
405 Total Analyses
1222 Hypotheses
714225 KG Edges
Task Effectiveness Analysis
Measuring impact vs cost for 56 completed Orchestra tasks
56 Tasks Analyzed
2,800,000 Total Tokens
15701 Hypotheses Added
8324208 KG Edges Added
Avg Effectiveness Score
15151.8154
impact per 1000 tokens
Quest Effectiveness Quest Layer Tasks Hypotheses KG Edges Avg Effectiveness
Search
%s
1
440
634971
64298.9000
UI
UI
9
3908
2830243
32033.6644
Senate
Senate
3
1004
662370
22418.2133
Exchange
Exchange
6
1784
1306374
22118.8270
Demo
%s
3
1132
596356
20240.3200
🏆 Top Performing Tasks
440 hypotheses | 634971 edges | 50,000.0 tokens
440 hypotheses | 634971 edges | 50,000.0 tokens
440 hypotheses | 634971 edges | 50,000.0 tokens
440 hypotheses | 634971 edges | 50,000.0 tokens
440 hypotheses | 634971 edges | 50,000.0 tokens
Daily LLM Cost Budget
Real-time LLM API spend tracked via resource_usage table · Resets at midnight UTC · Override: SCIDEX_BUDGET_OVERRIDE=1
$50.00
Daily Budget
$0.0000
Today's Spend
0.00%
Utilization
Yes
Can Start Analysis
Market Proposal Governance
Community-driven market type proposals
Automated Quality Gates
Quality Gate Status: CRITICAL
Automated checks for data completeness and quality thresholds · Last checked: 2026-04-25 14:43
43 Missing Evidence
28 Low Scores (<0.3)
18 Weak Debates
116 No KG Edges
102 Low Validation
12 Failed Analyses
137 Orphaned Hyps
108 Thin Descriptions
7 No Synthesis
167 No Target Gene
171 Duplicates
38 Debate Reruns
50 Stale Pricing
View Detailed Quality Gates Dashboard →
JSON API →
Recommended Actions
Enrich 43 hypotheses with PubMed citations Re-debate 28 low-score hypotheses to improve quality Re-run 18 incomplete debates through the Agora Extract KG edges from 116 completed analyses Investigate and retry 12 failed analyses Link 137 orphaned hypotheses to parent analyses Enrich descriptions for 108 thin hypotheses Complete synthesis for 7 debates missing synthesizer Assign target genes to 167 hypotheses for specificity Review 171 near-duplicate hypothesis pairs and consolidate weaker variants Re-run or strengthen debates for 38 high-value hypotheses with weak debate support Refresh pricing for 50 hypotheses whose debates are newer than their market updates
Signal Triage Spotlight
Top duplicate candidate: TREM2-Mediated Astrocyte-Microglia Cross-T vs TREM2-Mediated Astrocyte-Microglia Crossta (100% overlap) Highest-value weak debate: Hypothesis 4: Metabolic Coupling via Lactate-Shuttling C (score 0.89, best debate 0.00) Fresh debate / stale market: Tau missorting transitions into an autonomous tau-seedin (last debate 2026-04-25, last price never)
Hypothesis Quality Verification
Hypotheses passing all quality gates (evidence, score >0.3, target gene, description ≥100 chars, validation, provenance)
Re-enforce Gates
1027 verified
195 flagged
1222 total
Hypothesis Score Distribution
Hypotheses Missing Evidence (43) — No citations or supporting evidence linked
Low-Score Hypotheses (28) — Composite score below 0.3
Weak/Incomplete Debates (18) — Missing transcript or low quality score
is the amyloid cascade hypothesis still important
0 rounds no transcript
Investigate mechanisms of epigenetic reprogramming in aging neurons
0 rounds no transcript
Investigate mechanisms of epigenetic reprogramming in aging neurons
[TARGET_ART
0 rounds no transcript
Investigate mechanisms of epigenetic reprogramming in aging neurons
0 rounds no transcript
Investigate mechanisms of epigenetic reprogramming in aging neurons, including D
0 rounds no transcript
Investigate mechanisms of epigenetic reprogramming in aging neurons, including D
0 rounds no transcript
Investigate mechanisms of epigenetic reprogramming in aging neurons, including D
0 rounds no transcript
Mechanistic validation of SEA-AD differential expression hypotheses: Complement
0 rounds no transcript
Investigate mechanisms of epigenetic reprogramming in aging neurons, including D
0 rounds no transcript
Mechanistic validation of SEA-AD differential expression hypotheses: Complement
0 rounds no transcript
Analyses Without KG Edges (116) — Completed but no knowledge graph edges generated
Low Evidence Validation (102) — Validation score below 0.4
Failed Analyses (12) — May need retry or investigation
Orchestrator error: name 'get_db_write' is not defined
Orchestrator error: name 'get_db_write' is not defined
Orchestrator error: name 'get_db_write' is not defined
Orchestrator error: name 'get_db_write' is not defined
Auto-cancelled: active analysis exceeded 12h timeout
Uncaught in run_debate: RuntimeError: All tool-capable LLM p
Auto-cancelled: active analysis exceeded 12h timeout
Auto-cancelled: active analysis exceeded 12h timeout
Auto-cancelled: active analysis exceeded 12h timeout
Auto-cancelled: active analysis exceeded 12h timeout
Orphaned Hypotheses (137) — Not linked to any analysis
Thin Descriptions (108) — Under 100 characters
Debates Missing Synthesis (7) — No synthesizer step
is the amyloid cascade hypothesis still important
0 rounds no synthesizer
Is the amyloid hypothesis still tractable for AD?
0 rounds no synthesizer
Neuroinflammation and microglial priming in early AD
3 rounds no synthesizer
Neuroinflammation and microglial priming in early Alzheimer's Disease
2 rounds no synthesizer
Tau propagation mechanisms and therapeutic interception points
3 rounds no synthesizer
Senescent cell clearance as neurodegeneration therapy
3 rounds no synthesizer
Cell-type specific expression patterns of neurodegeneration genes in SEA-AD
3 rounds no synthesizer
No Target Gene (167) — Reduces specificity and actionability
Quality Trend (last 24 checks) ↑ 1067 flags increased
5 20 0 1622 11:04 15:33 20:54 01:49 10:42 18:28
Snapshots taken hourly via /api/quality-gates · Dashed lines show attention (5) and critical (20) thresholds
Convergence Monitor
System Convergence
ATTENTION
Tracking hypothesis duplication, score drift, and research throughput to ensure the system converges toward quality discoveries.
⚠ 171 potential duplicate hypothesis pairs
24h Throughput
Compared to previous 24h period
Score Distribution
Mean: 0.60
Median: 0.62
Hypothesis Coverage by Disease
neurodegeneration
701 hyps · avg 0.64 · 524 genes
neuroinflammation
74 hyps · avg 0.56 · 62 genes
Alzheimer's disease
67 hyps · avg 0.71 · 29 genes
neuroscience
51 hyps · avg 0.64 · 27 genes
molecular biology
39 hyps · avg 0.47 · 30 genes
Alzheimer's Disease
22 hyps · avg 0.69 · 16 genes
molecular neurobiology
17 hyps · avg 0.57 · 16 genes
synaptic biology
15 hyps · avg 0.57 · 14 genes
translational neuroscience
9 hyps · avg 0.68 · 9 genes
metabolic neuroscience
8 hyps · avg 0.64 · 7 genes
Evidence Quality Distribution
No evidence quality data available
KG Completeness Metrics
Orphan Entities
-37.6% of entities have no KG connections
Edge Types
Pubmed Cooccurrence
233,645
Pubmed Abstract Nlp
89,658
Pubmed V5 Extraction
46,637
Cooccurrence
44,675
Pubmed V4 Extraction
32,427
Co Occurrence
28,959
Agent Productivity Trends (30d)
Top Agents (30d)
Agent
Tasks
Avg Q
Tokens
Synthesizer
0.667
0k
Skeptic
0.900
0k
Potential Duplicates (171 pairs)
Hypothesis pairs with ≥60% title word overlap — candidates for merging or deduplication
Showing top 8 of 171 pairs
Market Health Dashboard
📈 Exchange Market Health
100/100
Health Score
Multi-asset ecosystem — 763 markets across 10 types, $1014.9 cap, 0 price events (24h).
$0.30–$152.00
Price Range
📈 Market Type Breakdown
Type
#
Avg $
Cap
Vol
Share
💡
hypothesis 332
$7.390
$45.9
6,422
44%
🌎
entity 198
$0.400
$0.0
— 26%
📚
analysis 60
$0.562
$24.2
— 8%
🔧
tool 60
$0.623
$835.4
2,263
8%
🤖
agent 49
$19.127
$3.4
162
6%
❓
gap 48
$0.740
$106.0
1
6%
💰
gap_resolution 10
$0.443
$0.0
— 1%
💰
paper_impact 3
$0.500
$0.0
— 0%
📄
paper 2
$0.500
$0.0
— 0%
💰
wiki_edit 1
$152.000
$0.0
— 0%
View full exchange → · API stats →
Token Economy Health
🪙 Economy Circulation
35.8%
circulation rate
27 active actors · 821 milestones awarded · 100 open bounties
📈 Top Earn Paths
Discovery Dividend
132,471
Debate Participation (1 Roun
77,126
Contribution Reward:Commit
35,282
Correct Prediction
34,650
Full Economy Dashboard → · Economy API →
Knowledge Growth Trajectory
System Growth Status
Growth rates over last 24 hours
FLAT Status
0.0 Hypotheses/hour
0.0 KG Edges/hour
0.00 Analyses/hour
Milestone Projections ⊗ 100 Analyses — No growth detected
⊗ 1,000 Hypotheses — No growth detected
⊗ 10,000 KG Edges — No growth detected
View full growth data JSON →
Hypotheses Count
1123.0
(+481)
Range: 642.0 - 1123.0 | Rate: 0.00/hour
Kg Edges Count
714201.0
(+2426)
Range: 711711.0 - 714201.0 | Rate: 0.00/hour
Analyses Count
398.0
(+3)
Range: 395.0 - 398.0 | Rate: 0.00/hour
Daily Knowledge Growth (30 Days)
New items created per day across all knowledge types
Day-by-Day Breakdown
New items added each day (last 30 days, most recent first)
Date
Analyses
Hypotheses
KG Edges
Papers
Wiki
Causal
2026-04-25 +7 +43 - +1234 - - 2026-04-24 - +8 +16 +4295 +1 - 2026-04-23 +2 +5 +804 +312 - - 2026-04-22 - +182 +131 +55 - - 2026-04-21 +1 +237 +252 +1566 - - 2026-04-20 - +18 - - +2 - 2026-04-19 +1 - - +2 - - 2026-04-18 +3 +28 +3066 - - - 2026-04-17 +7 +110 +2262 +1072 +9 - 2026-04-16 +42 +88 +5834 +69 +21 - 2026-04-15 +23 +27 +9 - +1 - 2026-04-14 +23 +77 +14 +131 - - 2026-04-13 +23 +20 +267 +182 +26 - 2026-04-12 +26 +38 +10254 +46 - - 2026-04-11 +40 +2 +1304 +14 +25 - 2026-04-10 +17 - +23 +56 +78 - 2026-04-09 +1 - - +61 +29 - 2026-04-08 +38 - - +80 +6 - 2026-04-07 +19 +25 - - - - 2026-04-06 +9 - +407 +20 +52 - 2026-04-05 +5 +29 +380 +271 - +93 2026-04-04 +32 +86 +5486 +437 +10 +96 2026-04-03 +5 +50 +545425 +10772 +58 - 2026-04-02 +49 +149 +134178 +4232 +17256 - 2026-04-01 +32 - - - - - 2026-03-31 - - - - - - 2026-03-30 - - - - - - 2026-03-29 - - - - - - 2026-03-28 - - - - - - 2026-03-27 - - - - - - 2026-03-26 - - - - - -
30-Day Total
+405
+1222
+710112
+24907
+17574
+189
System Monitoring
Code Health
No scan data available yet. Run python3 scripts/code_health_scan.py --save to populate.
Work Coverage Monitor
Last checked: 2026-04-23 12:00:10
100.0% Overall Coverage
100% Analyses
100% Hypotheses
100.0% KG Edges
Status: EXCELLENT
View full report JSON →
Papers Tracked
1547 PubMed papers cited but not yet integrated into literature corpus
Visual Regression Testing
Last run: 2026-04-25 12:02:14
12/12 Routes Captured
0 Errors
6 Visual Regressions
VISUAL_REGRESSION_DETECTED Health Status
View full report JSON →
Route Status
/
HTTP 200
⚠
7.86% change
/analyses/
HTTP 200
⚠
6.94% change
/exchange
HTTP 200
✓
0.00% change
/gaps
HTTP 200
✓
0.00% change
/graph
HTTP 200
⚠
10.27% change
/atlas
HTTP 200
✓
1.45% change
/how
HTTP 200
⚠
8.02% change
/pitch
HTTP 200
⚠
8.78% change
/senate
HTTP 200
%s
0.00% change
/missions
HTTP 200
⚠
5.26% change
/wiki
HTTP 200
✓
1.14% change
/forge
HTTP 200
✓
0.00% change
Agent Performance Dashboard
🔍
skeptic
Critique & Challenge
Tasks: 1
Avg tokens: 500
Avg latency: 0.1s
Quality: 0.900
⚖
synthesizer
Consensus Building
Tasks: 3
Avg tokens: 0
Avg latency: 0.0s
Quality: 0.667
Token Usage by Agent
Average tokens per task — lower is more efficient
Response Latency
Average response time per task (seconds)
skeptic
0.1s (min 0.1s / max 0.1s)
synthesizer
0.0s (min 0.0s / max 0.0s)
Debate Quality Scores
1.00 Avg Quality (top 10)
1.00 Best Score
10 Scored Debates
Event Bus Activity
Event Bus Statistics
279 Total Events
0 Last 24 Hours
30 Market Created
194 Analysis Started
25 Debate Round Completed
27 Hypothesis Scored
3 Analysis Completed
View all events (JSON) →
Recent Events
hypothesis_scored
Hypothesis scored: 0.000
2026-04-22 15:42:03
Source: scripts.update_hypothesis_elo_from_debates | Consumers: 19
hypothesis_scored
Hypothesis scored: 0.000
2026-04-22 15:42:03
Source: scripts.update_hypothesis_elo_from_debates | Consumers: 19
hypothesis_scored
Hypothesis scored: 0.000
2026-04-22 15:42:03
Source: scripts.update_hypothesis_elo_from_debates | Consumers: 19
hypothesis_scored
Hypothesis scored: 0.000
2026-04-22 15:42:03
Source: scripts.update_hypothesis_elo_from_debates | Consumers: 19
hypothesis_scored
Hypothesis scored: 0.000
2026-04-22 15:42:03
Source: scripts.update_hypothesis_elo_from_debates | Consumers: 19
hypothesis_scored
Hypothesis scored: 0.000
2026-04-22 15:42:03
Source: scripts.update_hypothesis_elo_from_debates | Consumers: 19
hypothesis_scored
Hypothesis scored: 0.000
2026-04-22 15:42:03
Source: scripts.update_hypothesis_elo_from_debates | Consumers: 19
hypothesis_scored
Hypothesis scored: 0.000
2026-04-22 15:42:03
Source: scripts.update_hypothesis_elo_from_debates | Consumers: 19
hypothesis_scored
Hypothesis scored: 0.000
2026-04-22 15:42:03
Source: scripts.update_hypothesis_elo_from_debates | Consumers: 19
hypothesis_scored
Hypothesis scored: 0.000
2026-04-22 15:42:03
Source: scripts.update_hypothesis_elo_from_debates | Consumers: 19