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/sycophancy-is-an-educational-safety-risk-why-llm-tutors-need-sycophancy-benchmarks
Subject: Sycophancy is an Educational Safety Risk: Why LLM Tutors Need Sycophancy Benchmarks
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.
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.
Receipt path
/buildability/sycophancy-is-an-educational-safety-risk-why-llm-tutors-need-sycophancy-benchmarks
Paper ref
sycophancy-is-an-educational-safety-risk-why-llm-tutors-need-sycophancy-benchmarks
arXiv id
2605.14604
Generated at
2026-05-15T20:13:59.750Z
Evidence freshness
fresh
Last verification
2026-05-15T20:13:59.750Z
Sources
0
References
0
Coverage
0%
Lineage hash
b590a0ca3a8e5bdb75cc0f98b573084eb1eb3fa07a1b7d067b54c2eea2381517
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.
paper_evidence_receipts.references_count
paper_evidence_receipts.coverage