proof blockPage 368%
This equation captures one of the core mathematical components of the system. an instantiation v ∈Vi, and a label y ∈Y to ensure a bal-
Page and bbox are available; crop image is pending.
BARRED: Synthetic Training of Custom Policy Guardrails via Asymmetric Debate explores Generate synthetic training data for custom LLM guardrails using a debate framework, eliminating the need for extensive human annotation.. Commercial viability score: 8/10 in LLM Guardrails.
Use This Via API or MCP
This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/barred-synthetic-training-of-custom-policy-guardrails-via-asymmetric-debate
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID barred-synthetic-training-of-custom-policy-guardrails-via-asymmetric-debate | Route /paper/barred-synthetic-training-of-custom-policy-guardrails-via-asymmetric-debate
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/barred-synthetic-training-of-custom-policy-guardrails-via-asymmetric-debateMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.25203"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "BARRED: Synthetic Training of Custom Policy Guardrails via Asymmetric Debate",
"normalized_query": "2604.25203",
"route": "/paper/barred-synthetic-training-of-custom-policy-guardrails-via-asymmetric-debate",
"paper_ref": "barred-synthetic-training-of-custom-policy-guardrails-via-asymmetric-debate",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/barred-synthetic-training-of-custom-policy-guardrails-via-asymmetric-debate
Subject: BARRED: Synthetic Training of Custom Policy Guardrails via Asymmetric Debate
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.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
Interactive graph renders after load.
Preparing verified analysis
Dimensions overall score 8.0
No public claim map is available for this paper yet.
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. an instantiation v ∈Vi, and a label y ∈Y to ensure a bal-
Page and bbox are available; crop image is pending.
Owned Distribution
Get the weekly shortlist of commercializable papers, benchmark movers, and proof receipts that matter for product execution.
References are not available from the internal index yet.
Receipt path
/buildability/barred-synthetic-training-of-custom-policy-guardrails-via-asymmetric-debate
Paper ref
barred-synthetic-training-of-custom-policy-guardrails-via-asymmetric-debate
arXiv id
2604.25203
Generated at
2026-04-29T02:43:15.606Z
Evidence freshness
fresh
Last verification
2026-04-29T02:43:15.606Z
Sources
3
References
0
Coverage
50%
Lineage hash
9686546a19815ee9472345e21f85716ddc7b465c44baa14c9aa31d6e0dc957b2
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.
Pending verification refs / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. each sample, we uniformly sample a dimension di ∈D
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. round t ≤T
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.