LLM Council - Multi-Model Deliberation System bronze

Council Deliberation Pipeline

End-to-end 3-stage deliberation: Stage 1 (parallel LLM responses), Stage 2 (anonymized peer review with claim-level grounding), Stage 3 (chairman synthesis). Returns structured output with grounding scores, aggregate rankings, and evidence bundles.

• What is the mechanism of action of tafamidis for ATTR-CM?
• Compare the safety profiles of DOACs vs warfarin in atrial fibrillation
• Summarize Phase III clinical trial results for pembrolizumab in NSCLC

Agent Team Post-Pipeline Analysis

Runs 11 core specialist agents in parallel after the council pipeline to provide multi-dimensional analysis: research depth, fact-checking, risk assessment, pattern detection, insight synthesis, quality auditing, citation supervision, skill pipeline health monitoring, memory orchestration, image quality monitoring, and autonomous version intelligence.

• Analyse the council output for safety signals and hallucination risk
• Audit response quality, completeness, and cost-effectiveness

Value Proposition Specialist Analysis

Activates 3 additional VP-specialist agents (Market Positioning, Clinical Value, Messaging Strategist) when the query involves competitive differentiation, positioning, or messaging strategy. Auto-detected from query keywords.

• Create a value proposition for tafamidis targeting cardiologists
• Develop a competitive positioning framework for our ATTR-CM treatment vs standard of care

Context Awareness & Catastrophic Forgetting Detection

Detects catastrophic forgetting by running adversarial self-review probes. Measures whether models can recognise their own claims when anonymized and paragraph-shuffled. Produces stability scores, adversarial deltas, and combined CA metrics.

Evidence Retrieval Skills

Multi-source evidence retrieval via 33+ parallel skills (16 core: OpenFDA, ClinicalTrials.gov, PubMed, EMA, WHO ATC, UniProt, ChEMBL, KEGG, Reactome, RxNorm, STRING-DB, Hubble, WHO ICTRP, CMS NADAC, FDA REMS, DailyMed + 6 CellVoyager: CELLxGENE, NCBI GEO, HPA, GTEx, GO, EBI SCEA + 5 CompPath: GOLDMARK, GDC, cBioPortal, TCIA, WHO ICD-11 + 18 web search). Citations are integrated into the chairman synthesis with inline tags.

Health Probe Monitoring

Autonomous background health monitoring agent that runs periodic checks every 5 minutes across 5 subsystems: Cosmos DB connectivity, API key expiry, memory store health, model sync status, and resilience subsystem. Reports overall status as healthy/degraded/critical with per-check details.

Patent Intelligence & USPTO Data

Real-time patent intelligence powered by USPTO Open Data Portal API. Search competitor patent portfolios, extract claims and full text, trace family trees, download file histories, pull due diligence summaries, monitor PTAB proceedings (IPR/PGR/CBM), and access bulk data dumps. Auto-activated when patent/IP keywords are detected in user queries.

• Search all patents filed by Pfizer for ATTR treatments
• Show the claims and full text of US Patent 10,251,885
• Trace the patent family tree for application 16/123456
• Pull a due diligence summary for US Patent 11,234,567
• Find all IPR proceedings filed against patent 10,251,885

Version Monitor Intelligence

Autonomous background version monitoring across Python packages (PyPI), npm packages (registry), and LLM model catalog. Produces health scores (A–F), upgrade recommendations with urgency classification, and deprecation/security alerts. Background scan every 6 hours with cached per-request reads.

Behavioral Adaptation Layer (BAL)

Memory×Skill×Conversation adversarial self-reflection pairing that detects repetitive behavioral patterns (topic repetition, domain stagnation, complexity stall, grounding plateau, near-duplicate queries) and emits proactive recommendations before Stage 1 to reduce cognitive exhaustion. Integrates with ECA adaptation loop and PAWU scoring.