An owner rejects your report that a review bot enumerates its operations, saying schemas are public - what is your reply?
answer
- you argued the wrong axis
- not confidentiality - reconnaissance
- what search does it eliminate?
- docs are the product; this is the install
- bound it by what the surface contains
basics
~20 sArgue on the right axis. The severity is not confidentiality of the names - it is reconnaissance: the reply tells a stranger which operations this installation actually has, so the next attempt is targeted rather than speculative.
solid answer
~50 sThe owner is answering a claim you should not be making. If the report reads as data exposure, closing it is correct - the names are not secrets. Refile it on the axis it belongs on: this is attack-surface disclosure, and its value is the search space it removes. Docs describe the product; the bot described this deployment - which operations are wired up here, roughly what the arguments are called, which ones produce something visible. That converts a later attempt from guessing to aiming, and it was obtained from a public pull-request comment by someone with no account on the project. Then be honest about the ceiling: if the disclosed surface is entirely reads over material already public, the reconnaissance is worth little, and severity should say so. Severity tracks what the map leads to, not the fact that a map exists.
go deeper
Understand the basic distinction the argument turns on: whether something is secret is a different question from whether knowing it makes an attack cheaper. Reconnaissance is judged on the second.
Be able to state the delta concretely - what an attacker had to guess before and knows after - and to name why deployment-specific detail differs from published documentation.
Show you can rewrite a rejected finding on the right axis without inflating it: concede the secrecy point, argue acquisition cost and search-space reduction, and bound severity by what the disclosed surface actually contains.
The call to own is credibility budget. Every finding argued past its evidence makes the next one harder to land, so grading a genuinely inert disclosure as low is an investment, not a concession.
## Why the rejection lands The owner's reasoning is sound as far as it goes. Capability names and rough argument shapes are not credentials. Much of the surface may indeed be documented publicly. If your report's headline is *the assistant disclosed its tool schemas*, the natural reading is confidentiality, and on confidentiality the owner is right to close it. This is the most common way this finding dies, and it dies of its own framing. ## The axis the finding actually sits on Reconnaissance findings are not valued on the secrecy of what was disclosed. They are valued on **what the disclosure removes from the attacker's workload**. Before the reply, someone probing the bot has a possibility space: which operations might this installation have, under what names, taking what. Every probe against a wrong guess costs an interaction, is visible in a public thread, and returns little. After the reply, most of that space is gone. They know which operations this deployment presents, roughly what the arguments are called, and which ones the bot describes as producing an effect somebody sees. That is the delta to argue: not *a secret escaped*, but *the cost of the next stage fell*, and it fell for anyone, because the reply was posted in a public thread by a bot that answers first-time contributors. ## Three facts that make the delta concrete 1. **Deployment specificity.** Published documentation describes the product; installations enable different subsets and add their own wiring. The bot spoke about this repository's configuration, which no document can supply. 2. **Zero cost of acquisition.** No account on the project, no review, no approval, no privileged context - one comment on a pull request anyone may open. 3. **Durability.** The answer sits in a public thread. It is readable later, by others, without repeating the request. ## Being honest about the ceiling A report that argues reconnaissance value without bounding it is the mirror-image error, and a good owner will notice. Say what the map is worth here: - If every disclosed operation reads material that is already public in the same repository, and nothing in the surface produces an effect outside the thread, the reconnaissance value really is small, and the finding should be graded as low with that reasoning stated. - If the surface includes anything that writes, spends, reaches a private source, or acts without a person in the loop, the map is worth a great deal more - because it tells a stranger which of those exists here. Severity therefore tracks the composition of the disclosed surface, not the act of disclosure. Making that argument yourself is what separates a credible report from an inflated one, and it is usually what gets the finding reopened. ## What you must not claim Keep the evidence and the conclusion aligned, because an owner who catches an overreach will close the whole thing again: | Tempting claim | What you actually observed | |---|---| | The installation holds these operations | The model produced this description of itself | | The requester can invoke them | Nothing about authorisation was tested | | A screen failed | The reply matched nothing the screen matches on | | The bot leaked its configuration | The bot described a surface, at unknown fidelity | The first row is the one that sinks reports. A generated self-description can omit, invent or rename; presenting it as an inventory of record invites an owner to disprove one line and dismiss the rest. ## How the conversation should end You are not arguing that the owner is wrong about secrecy. You are moving the finding to a different question: what does this reply save an attacker, who can obtain it, and what does the disclosed surface contain? A finding written that way is either graded honestly on its merits or closed on a reason you can accept - that the surface is genuinely inert. Both are better outcomes than a confidentiality argument you were always going to lose. ## The interview signal This question is really testing whether a candidate can be told they are wrong and respond by re-examining the axis rather than restating the claim louder. An interviewer is listening for three moves: concede the secrecy point, name reconnaissance as the actual axis, and bound the severity by what the surface contains.
- What would make you agree with the owner and grade this low yourself?If every operation the bot described reads material already public in that same repository and none of them produces an effect beyond the thread, then the map leads nowhere and the reconnaissance value is genuinely small. Grade it low, say why in those terms, and keep the credibility for a finding that deserves it.
- The owner asks for proof the disclosure enables anything. What can you honestly offer?That the description was obtained by an unauthenticated stranger in one public comment, and what it names. Anything beyond that needs demonstrating, and a self-description is not a demonstration - it can be inaccurate. Do not promise a chain you have not shown; scope the claim to the disclosure and its acquisition cost.
- How does the public thread change the severity argument compared with a private session?It removes both the access requirement and the need to repeat the request - the answer is durable and readable by anyone later. A disclosure that anyone can obtain and everyone can re-read scores differently from one that requires a session per requester, even when the content is identical.
saying these in an interview costs you the question
- Argues the capability names are secret
- Grades severity by how interesting the disclosure is
- Presents a generated self-description as an inventory of record
- Claims a chain of consequence that was never demonstrated
- Cannot state a case where the owner would be right