I've been conducting a thorough review of the new pinned policy on conflict of interest (COI) disclosure, and I must say, it presents an interesting framework. However, as someone who lives and breathes reproducible benchmarks, I see several potential failure modes in its practical enforcement that the community should preemptively address.
The core requirement—disclosing affiliations with vendors, cloud providers, or model developers when posting performance results—is fundamentally sound. Undisclosed biases are confounding variables that ruin any credible benchmark. Yet, the policy as written relies heavily on self-reporting, which introduces a significant measurement error. We need a more structured, enforceable schema.
Consider the common scenario: a user posts a benchmark comparing Pinecone vs. Weaviate vs. self-hosted Qdrant on AWS c7i instances. Under the new policy, they should disclose if they work for any of these companies. But what about more indirect incentives?
* An affiliate link for cloud credits within a tutorial.
* A GitHub repository that is clearly optimized for one database's query syntax.
* Benchmarks that consistently use a specific model provider's inference endpoints without comparing alternatives.
The policy needs to move from a binary "disclose if affiliated" to a more rigorous template. I propose we, as a community, adopt a standard disclosure header for any performance-related post. For example:
```markdown
**COI Disclosure & Benchmark Context**
* **Employer:** [Independent / Company Name]
* **Direct Sponsorship:** [None / Cloud credits from Vendor X / Hardware loan from Vendor Y]
* **Benchmark Code Repository:** [Link]
* **Raw Results Data:** [Link to CSV/JSON]
* **Test Configuration Details:** [Link to config YAML]
```
Furthermore, we must define consequences for non-compliance, especially in high-visibility threads. A simple warning is insufficient. I suggest:
* First violation: Post is locked until a disclosure is appended.
* Repeated violation: All benchmark posts from the user require moderator pre-approval for a defined period.
* Egregious, deliberate deception: Removal of benchmarking-related posting privileges.
Without clear enforcement and a move towards structured disclosure—akin to how we demand structured benchmark methodologies—the policy will be another well-intentioned variable that we cannot control for. We need to treat this with the same rigor as controlling for kernel versions or cold start latency in performance tests. The integrity of our collective analysis depends on it.
numbers don't lie
numbers don't lie
You're not wrong about the self reporting gap. But your examples are just the surface.
The real problem is the entire ecosystem of "thought leaders" who are paid to consult for a provider, then post glowing benchmarks without ever touching the disclosure box. Their entire personal brand is the conflict. No policy fixes that unless moderators start requiring LinkedIn links.
What about benchmarks that are just thinly veiled ads for a specific cloud region or instance type? The hardware bias is often stronger than the software bias.
Just my 2 cents