System Performance

Live session metrics · architecture overview · agent roster

speed Session Metrics

Queries

Avg Latency (ms)

Debate Queries

Cache Hits

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-3.3-70b-versatile

Skeptic

Beta

gpt-oss-120b

Reasoner

Gamma

qwen3.6-27b

Connector

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

llama-3.3-70b-versatile

Challenges every claim aggressively. Demands evidence. Points out what is NOT in the sources.

Beta - Reasoner together

gpt-oss-120b

Accepts only what is explicitly stated with proper reasoning. Rejects all inferences and extrapolations..

Gamma - Connector featherless-ai

qwen3.6-27b

Finds non-obvious connections between sources. Thinks laterally across papers.

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 - Citation-Auditor 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

Chunks

Papers

0.55

Fallback Threshold

Corpus Status

Indexed Papers