System Performance
Live session metrics · architecture overview · agent roster
speed
Session Metrics
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Queries
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Avg Latency (ms)
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Debate Queries
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Cache Hits
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Uptime (min)
Query Mode Distribution
Recent Query Latencies (ms)
Retrieval Similarity Scores
account_tree
System Architecture
User Query
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Local Retrieval
ChromaDB · all-MiniLM-L6
10,681 chunks · 19 papers
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Web Fallback
DuckDuckGo (primary)
Tavily (fallback)
sim < 0.55 OR recency keywords → web triggered | BM25+vector hybrid + cross-encoder reranking
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Multi-Agent Swarm Debate
Alpha
Llama 3.1 8B
Skeptic
Beta
Qwen 2.5 7B
Literalist
Gamma
Zephyr 7B
Connector
Delta
DeepSeek R1
Reasoner
Round 1: parallel independent answers · Rounds 2-5: sequential (full transcript) · convergence check
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Epsilon - Synthesizer
gpt-oss-20b via Groq · reconciles debate → final answer with citations + LaTeX
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Zeta - Fact-Checker
llama-3.1-8b-instant via Groq · verifies citations against source excerpts · flags [UNVERIFIED]
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Citation Enrichment
Semantic Scholar API
arXiv API
OpenAlex API
PubMed E-utils
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Final Answer + Sources + Debate Transcript
groups
Agent Roster
Alpha - Skeptic
cerebras
meta-llama/Llama-3.1-8B-Instruct
Challenges every claim aggressively. Demands evidence. Points out what is NOT in the sources.
Beta - Literalist
together
Qwen/Qwen2.5-7B-Instruct
Accepts only what is explicitly stated. Rejects all inferences and extrapolations.
Gamma - Connector
featherless-ai
HuggingFaceH4/zephyr-7b-beta
Finds non-obvious connections between sources. Thinks laterally across papers.
Delta - Deep Reasoner
sambanova
deepseek-ai/DeepSeek-R1
Moves slowly and carefully. Checks every logical step. Flags hidden assumptions.
Epsilon - Synthesizer
groq
openai/gpt-oss-20b · Reconciles debate → final answer with citations
Reconciles all agent arguments. Identifies consensus. Produces final authoritative answer with citations and confidence rating.
Zeta - Fact-Checker
groq
llama-3.1-8b-instant · Verifies citations against source excerpts
Post-synthesis verification pass. Checks every [Source: ...] citation against the original excerpts. Flags unsupported claims as [UNVERIFIED].
database
Corpus
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Chunks
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Papers
0.55
Fallback Threshold
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Corpus Status
Indexed Papers