Buildability / Receipt
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling
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
Not build-ready: From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling
/buildability/from-soliloquy-to-agora-memory-enhanced-llm-agents-with-decentralized-debate-for-optimization-modeling
Subject: From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Compute envelope
Data
{"file name": "input.pdf", "number of pages": 31, "author": "Jianghao Lin; Zi Ling; Chenyu Zhou; Tianyi Xu; Ruoqing Jiang; Zizhuo Wang; Dongdong Ge"
Compute
{"file name": "input.pdf", "number of pages": 31, "author": "Jianghao Lin; Zi Ling; Chenyu Zhou; Tianyi Xu; Ruoqing Jiang; Zizhuo Wang; Dongdong Ge", "title": "From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling", "creation date": null, "modification date": null
Inference
{"file name": "input.pdf", "number of pages": 31, "author": "Jianghao Lin; Zi Ling; Chenyu Zhou; Tianyi Xu; Ruoqing Jiang; Zizhuo Wang; Dongdong Ge", "title": "From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling", "creation date": null, "modification date": null
Hardware
{"file name": "input.pdf", "number of pages": 31, "author": "Jianghao Lin; Zi Ling; Chenyu Zhou; Tianyi Xu; Ruoqing Jiang; Zizhuo Wang; Dongdong Ge", "title": "From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling", "creation date": null, "modification date": null
Evidence ids
Receipt path
/buildability/from-soliloquy-to-agora-memory-enhanced-llm-agents-with-decentralized-debate-for-optimization-modeling
Paper ref
from-soliloquy-to-agora-memory-enhanced-llm-agents-with-decentralized-debate-for-optimization-modeling
arXiv id
2604.25847
Freshness
Generated at
2026-04-29T03:16:05.594Z
Evidence freshness
fresh
Last verification
2026-04-29T03:16:05.594Z
Sources
4
References
0
Coverage
67%
Hash state
Lineage hash
4d9577e31e361d5dae48f6d3aed9400ba0b41e280a009081c0c15481ae67bfd6
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: references
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
Canonical opportunity-kernel evidence is available for this receipt window.
references
proof_status
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.