AI/ML●●Solid
LLM Council – Run multiple LLMs with critique and consensus eval
Async multi-LLM synthesis with critique—cuts latency via parallel calls, not sequential voting.
Big BrainSolve My Problem
gauravvij137
403mo ago
Back to browse
GitHub Repository
The only Next.js SaaS boilerplate with 11 LLM providers in semantic consensus, HSP fail-closed gate (Patent Pending), and EU AI Act audit-grade compliance. Production code from api.quorum-ai.dev.
0 starsTypeScript
I built an 11-LLM consensus engine to detect AI hallucination
by jaquelinejaque·Jun 19, 2026·3 points·0 comments
AI Analysis
●MidBold BetShip It
Boilerplate with 14 LLM providers, but orchestration isn't architectural novelty.
Strengths
- •Semantic consensus via cosine similarity beats simple majority voting.
- •Disagreement traces show which models dissented and why for each query.
- •HSP fail-closed gates address real autonomous action safety concerns.
Weaknesses
- •Zero stars, zero forks; production claims can't be verified yet.
- •README reads like a feature manifesto with buzzwords, not shipped proof.
Category
Target Audience
AI SaaS founders, developers building multi-model applications
Similar To
LangChain · LiteLLM · Portkey
Similar Projects
AI/ML●●Solid
Detect LLM hallucinations via geometric drift (0.9 AUC, 1% overhead)
Detects hallucinations via latent space geometry instead of text analysis, but 54% detection rate is incomplete.
Big BrainWizardryShip It
yubainu
113mo ago
AI/ML●●Solid
UQLM – Closed-book hallucination detection with UQ
Peer-reviewed LLM hallucination detector using uncertainty quantification, published in JMLR and TMLR.
Niche GemSolve My Problem
virenbajaj
3118d ago
AI/ML●●Solid
Regression tests for detecting cross-domain hallucinations in LLMs
Regression tests catch cross-domain hallucinations, but prompt-based approach won't scale.
Big BrainNiche Gem
Ginsabo
124mo ago
AI/ML●●Solid
SIB-ENGINE Pre-emptive hallucination detection via geometric structure
Monitors internal latent collapse before tokens are sampled, not output semantics.
Big BrainWizardry
yubainu
113mo ago
AI/ML●●Solid
Running hallucination detection on a $200 GPU (RTX 3050, 4GB)
Detects hallucinations mid-generation via hidden state geometry, not output analysis.
WizardryBig Brain
yubainu
223mo ago