Buildability / Receipt
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
/buildability/training-llm-agents-for-spontaneous-reward-free-self-evolution-via-world-knowledge-exploration
Subject: Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration
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.
Data
{"file name": "input.pdf", "number of pages": 24, "author": "Qifan Zhang; Dongyang Ma; Tianqing Fang; Jia Li; Jing Tang; Nuo Chen; Haitao Mi; Yan Wang"
Truth Boundary
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.
Compute
{"file name": "input.pdf", "number of pages": 24, "author": "Qifan Zhang; Dongyang Ma; Tianqing Fang; Jia Li; Jing Tang; Nuo Chen; Haitao Mi; Yan Wang", "title": "Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration", "creation date": null, "modification date": null
Inference
{"file name": "input.pdf", "number of pages": 24, "author": "Qifan Zhang; Dongyang Ma; Tianqing Fang; Jia Li; Jing Tang; Nuo Chen; Haitao Mi; Yan Wang", "title": "Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration", "creation date": null, "modification date": null
Hardware
{"file name": "input.pdf", "number of pages": 24, "author": "Qifan Zhang; Dongyang Ma; Tianqing Fang; Jia Li; Jing Tang; Nuo Chen; Haitao Mi; Yan Wang", "title": "Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration", "creation date": null, "modification date": null
Receipt path
/buildability/training-llm-agents-for-spontaneous-reward-free-self-evolution-via-world-knowledge-exploration
Paper ref
training-llm-agents-for-spontaneous-reward-free-self-evolution-via-world-knowledge-exploration
arXiv id
2604.18131
Generated at
2026-04-21T04:19:46.932Z
Evidence freshness
stale
Last verification
2026-04-21T04:19:46.932Z
Sources
3
References
0
Coverage
50%
Lineage hash
2c122d9d5854ca3855015c29282b8bb4c60d96e84f04c999758f030ff58ab94c
Canonical opportunity-kernel lineage hash.
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.
Some score or evidence fields are outside the preferred freshness window.
repo_url
references