Buildability / Receipt

Observations and Remedies for Large Language Model Bias in Self-Consuming Performative Loop

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.

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Watch and verify: Observations and Remedies for Large Language Model Bias in Self-Consuming Performative Loop

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Subject: Observations and Remedies for Large Language Model Bias in Self-Consuming Performative Loop

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

Time to first demo

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Compute envelope

Structured compute envelope

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

Evidence ids

Truth Boundary

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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.

Proof divergence Developer guide

Observations and Remedies for Large Language Model Bias in Self-Consuming Performative Loop

Watch and verify: Observations and Remedies for Large Language Model Bias in Self-Consuming Performative Loop

Compute envelope

Evidence ids

External gate remains unresolved for live deployment claims.

Freshness

Hash state

Signature state

Blockers