Buildability / Receipt
Council Mode: Mitigating Hallucination and Bias in LLMs via Multi-Agent Consensus
This public receipt window renders only fields present in the canonical receipt object, deterministic fixture receipt, or canonical evidence receipt. Missing compute, demo, hash, signature, approval, telemetry, and adoption fields stay explicit.
Public buildability page receipt window
Watch and verify: Council Mode: Mitigating Hallucination and Bias in LLMs via Multi-Agent Consensus
/buildability/council-mode-mitigating-hallucination-and-bias-in-llms-via-multi-agent-consensus
Subject: Council Mode: Mitigating Hallucination and Bias in LLMs via Multi-Agent Consensus
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Compute envelope
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Evidence ids
Receipt path
/buildability/council-mode-mitigating-hallucination-and-bias-in-llms-via-multi-agent-consensus
Paper ref
council-mode-mitigating-hallucination-and-bias-in-llms-via-multi-agent-consensus
arXiv id
2604.02923
Freshness
Generated at
2026-04-06T20:14:01.136Z
Evidence freshness
fresh
Last verification
2026-04-06T20:14:01.136Z
Sources
0
References
0
Coverage
0%
Hash state
Lineage hash
9e9b7bdff65b26951137fbbc5f6b64c5a316c2a7555b375c9f96a77d62ee23c4
Canonical opportunity-kernel lineage hash.
Signature state
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Blockers
- Missing: paper_evidence_receipts.references_count
- Missing: paper_evidence_receipts.coverage
- Unknown: Canonical evidence receipt has not been materialized yet.
Some score or evidence fields are outside the preferred freshness window.
paper_evidence_receipts.references_count
paper_evidence_receipts.coverage
Truth Boundary
External gate remains unresolved for live deployment claims.
Buildability surfaces only report computed viability and proof receipts. They do not claim live production usage, pilot outcomes, founder sign-off, public Brier calibration, judge divergence, or external adoption unless explicitly sourced.