Skip to main content

Buildability / Receipt

Pedagogical Safety in Educational Reinforcement Learning: Formalizing and Detecting Reward Hacking in AI Tutoring Systems

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: Pedagogical Safety in Educational Reinforcement Learning: Formalizing and Detecting Reward Hacking in AI Tutoring Systems

/buildability/pedagogical-safety-in-educational-reinforcement-learning-formalizing-and-detecting-reward-hacking-in-ai-tutoring-systems

Ignoreblocked

Subject: Pedagogical Safety in Educational Reinforcement Learning: Formalizing and Detecting Reward Hacking in AI Tutoring Systems

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

Structured compute envelope

Insufficient data

No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.

Evidence ids

Receipt path

/buildability/pedagogical-safety-in-educational-reinforcement-learning-formalizing-and-detecting-reward-hacking-in-ai-tutoring-systems

Paper ref

pedagogical-safety-in-educational-reinforcement-learning-formalizing-and-detecting-reward-hacking-in-ai-tutoring-systems

arXiv id

2604.04237

Freshness

Generated at

2026-04-07T20:14:09.513Z

Evidence freshness

fresh

Last verification

2026-04-07T20:14:09.513Z

Sources

0

References

0

Coverage

0%

Hash state

Lineage hash

5ea13ffc853d4b73a03284640fa4b36a332a4d60b314e3d540fa5c453b2882d4

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

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.

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.