Resource Dashboard

Real-time allocation, efficiency rankings, and resource utilization across SciDEX layers · Opus 4: $15/$75 per 1M · Sonnet 4: $3/$15 per 1M · Haiku 4: $0.25/$1.25 per 1M (input/output)

Debate & Agent Task Tokens

Application-level token tracking only (debate rounds + agent tasks). See Cost Dashboard below for full AWS billing.

5,664,206.0 App-Tracked Tokens

34,372 Total API Calls

$37.38 Estimated Cost (USD)

Live System Metrics

2 Active Agents (last hour)

0 Tokens (last hour)

$0.00/hr Estimated Burn Rate

Live VM Resources — auto-refreshes every 15s

— Memory

— CPU Load (1m)

— Disk

— Net Sent (GB)

— Uptime (hrs)

— CPU Cores

Resource Efficiency

8 Tokens per KG Edge

4,635 Tokens per Hypothesis

437 Tokens per Citation

714225 Total KG Edges

Per-Model Breakdown

Model	API Calls	Total Tokens	Est. Cost
minimax:MiniMax-M2.7	480	1,937,719.0	$12.79
Sonnet 4	705	1,153,889.0	$7.62
minimax-M2.7	117	775,001.0	$5.12
scidex.core.llm.complete	264	757,497.0	$5.00
mini-max	192	443,039.0	$2.92
minimax/MiniMax-M2.7	277	238,888.0	$1.58
codex_cli	28	64,517.0	$0.43
Haiku 4	11	17,562.0	$0.01
analysis_debate_wrapper	4	14,912.0	$0.10
pantheon-stub	7	0	$0.00

Task Distribution by LLM Provider

How tasks are routed across available LLMs — any = available to all providers

6,859any

945claude

3codex

Provider	Total	Done	Running	Open
any	6,859	2,266	1	254
claude	945	343	3	31
codex	3	3	0	0

Token Usage Over Time

Resource Utilization Timeline

Daily budget allocation vs actual spend over the last 30 days

Wasted Resources

Tasks that consumed significant resources but produced little impact (total waste: $1.09)

Layer	Tokens	Cost
Unknown	33,231.0	$0.33
Unknown	24,196.0	$0.24
Unknown	8,436.0	$0.08
Unknown	7,158.0	$0.07
Unknown	7,015.0	$0.07
Unknown	6,844.0	$0.07
Unknown	5,731.0	$0.06
Unknown	5,634.0	$0.06
Unknown	5,620.0	$0.06
Unknown	5,443.0	$0.05

Top Hypotheses by Token Cost

ID	Title	Tokens	KG Edges	Citations	Score
h-7e846ceb	Glycine-Rich Domain Competitive Inhibition	25,759.0	1226	28	0.64
h-5dbfd3aa	Heat Shock Protein 70 Disaggregase Amplification	25,759.0	946	19	0.67
h-19003961	Arginine Methylation Enhancement Therapy	25,759.0	445	34	0.65
h-dca3e907	Serine/Arginine-Rich Protein Kinase Modulation	25,759.0	310	24	0.62
h-69d383ea	Low Complexity Domain Cross-Linking Inhibition	25,759.0	808	26	0.62
h-69919c49	PARP1 Inhibition Therapy	25,759.0	949	57	0.74
h-fffd1a74	RNA Granule Nucleation Site Modulation	25,759.0	1220	36	0.66
h-23e3985d	APOE4 Isoform Correction via Lipidation Enhancemen...	23,198.0	4902	10	0.55
h-887bddf5	AQP4 Water Channel Normalization as Surrogate Mark...	22,530.0	0	10	0.10
h-dacf4657	NLRP3 Inflammasome Suppression via Selective Caspa...	22,530.0	0	8	0.10

Per-Analysis Resource Breakdown

Token, CPU time, memory, and cost usage grouped by analysis from resource_usage.

Analysis ID	Tokens	CPU Time	Peak Memory	Events	Est. Cost
test-final-001	3,000	0.0s	n/a	3	$0.0210
test-analysis-003	1,500	0.0s	n/a	2	$0.0105
test-analysis-004	1,500	0.0s	n/a	3	$0.0105
SDA-2026-04-01-gap-v2-18cf98ca	10,494	0.0s	n/a	4	$0.0000
SDA-2026-04-01-gap-v2-691b42f1	9,745	0.0s	n/a	4	$0.0000
SDA-2026-04-01-gap-v2-ee5a5023	8,998	0.0s	n/a	4	$0.0000
SDA-2026-04-01-gap-v2-bc5f270e	8,881	0.0s	n/a	4	$0.0000
SDA-2026-04-01-gap-012	8,802	0.0s	n/a	4	$0.0000
SDA-2026-04-01-gap-007	8,776	0.0s	n/a	4	$0.0000
SDA-2026-04-01-gap-011	8,690	0.0s	n/a	4	$0.0000
SDA-2026-04-01-gap-008	8,580	0.0s	n/a	4	$0.0000
SDA-2026-04-01-gap-014	8,329	0.0s	n/a	4	$0.0000
SDA-2026-04-01-gap-v2-89432b95	8,303	0.0s	n/a	4	$0.0000
SDA-2026-04-01-gap-006	8,301	0.0s	n/a	4	$0.0000
SDA-2026-04-01-gap-004	8,068	0.0s	n/a	4	$0.0000

Quest Resource Cross-Review

Cost-effectiveness analysis by quest — identifies resource allocation opportunities

Quest	Tasks	Total Cost	Cost/Task	Output	Efficiency	Status
Other	13	$1.95	$0.15	11230.61	normal	normal
Atlas	9	$1.35	$0.15	8150.28	normal	normal
UI	9	$1.35	$0.15	32033.66	efficient	efficient
Exchange	6	$0.90	$0.15	22118.83	normal	normal
Forge	5	$0.75	$0.15	1105.42	waste	waste
Senate	3	$0.45	$0.15	22418.21	normal	normal
Demo	3	$0.45	$0.15	20240.32	normal	normal
Artifacts	3	$0.45	$0.15	1376.20	waste	waste
Resources	2	$0.30	$0.15	1657.27	normal	normal
Arenas	1	$0.15	$0.15	1447.86	normal	normal
Gaps	1	$0.15	$0.15	1442.66	waste	waste
Search	1	$0.15	$0.15	64298.90	efficient	efficient

Quest Budget Allocation

Daily $10.00 budget distributed across quests proportional to aggregate EV score × quest priority

$10.00 Daily Budget

$0.00 Today's Spend

0.0% Utilization

20 Active Quests

25 Recommended Slots

Quest	Layer	Priority	Tasks	EV Score	Budget Share	Allocated	Spent	Slots
Atlas	Atlas	50	52	0.002486	21.4%	$2.14	$0.00	3
Senate	Senate	50	36	0.001910	16.4%	$1.64	$0.00	3
UI	Cross-cutting	50	24	0.001142	9.8%	$0.98	$0.00	2
Forge	Forge	50	19	0.001080	9.3%	$0.93	$0.00	1
Agora	Agora	50	20	0.001017	8.7%	$0.87	$0.00	1
Exchange	Exchange	50	18	0.000923	7.9%	$0.79	$0.00	1
Artifacts	Cross-cutting	50	10	0.000475	4.1%	$0.41	$0.00	1
Capital Markets	Exchange	50	7	0.000344	3.0%	$0.30	$0.00	1
Artifact Quality Markets	Exchange	50	6	0.000344	2.9%	$0.30	$0.00	1
Schema Governance	Senate	50	5	0.000292	2.5%	$0.25	$0.00	1
Economics	Cross-cutting	50	5	0.000271	2.3%	$0.23	$0.00	1
Demo	Cross-cutting	50	7	0.000226	1.9%	$0.19	$0.00	1
Artifact Debates	Agora	50	4	0.000221	1.9%	$0.19	$0.00	1
Experiment Extraction	Atlas	50	4	0.000215	1.8%	$0.19	$0.00	1
Wiki	Atlas	50	3	0.000147	1.3%	$0.13	$0.00	1
Search	Cross-cutting	50	1	0.000056	0.5%	$0.05	$0.00	1
Resources	Cross-cutting	50	1	0.000046	0.4%	$0.04	$0.00	1
Epistemic Rigor	Cross-cutting	50	1	0.000039	0.3%	$0.03	$0.00	1
AI Tools Landscape	Forge	50	1	0.000040	0.3%	$0.03	$0.00	1
Analysis Sandboxing	Forge	50	1	0.000026	0.2%	$0.02	$0.00	1

Budget Distribution

Top quests by daily allocation:

Atlas$2.14

Senate$1.64

UI$0.98

Forge$0.93

Agora$0.87

Exchange$0.79

Artifacts$0.41

Capital Markets$0.30

Cost Dashboard

Source: AWS Cost Explorer · Per-service daily breakdown with model-level granularity

API

Total Cost (period)

Avg Daily Cost

Peak Hourly Cost

Cost Categories