Commit graph

23 commits

Author SHA1 Message Date
Johannes du Plessis
055b83e723
feat: surface sub-threshold findings in review summary with web app link (#1571)
Instead of silently swallowing findings below the severity threshold,
the review summary now mentions them with a count and links to the
web app where they can be viewed. For example, if 2 low-severity
findings are filtered out, the PR comment says "No issues found" and
"2 additional findings can be viewed in the web app." with the
existing [Open in Web] link.

Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
2026-06-18 11:15:42 -07:00
Johannes du Plessis
7dd758f845
feat: shared GitHub HTTP helper with retries, rate-limit handling [closes OPE-45] (#1565)
* feat: shared GitHub HTTP helper with retries, rate-limit handling, and sane timeouts

Introduces agent/utils/github_http.py — a single place for GitHub API HTTP
calls with 30s/10s-connect timeouts (vs httpx's 5s default), exponential
backoff with jitter, Retry-After header support, and 429/secondary-rate-limit
detection. Migrates the reviewer publish path (reviewer_publish.py,
reviewer_diff.py, github_checks.py, github_ci.py) from one-shot
httpx.AsyncClient() calls to the shared helper.

Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>

* fix: don't retry transport errors on non-idempotent GitHub writes

POST/DELETE/PATCH can create side effects server-side even when the client
gets a timeout or connection reset. Only retry transport errors for
idempotent methods (GET, HEAD, PUT, DELETE). 429/5xx status codes are still
retried for all methods since the server explicitly did not process the
request.

Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>

* fix: don't retry 502/504 on non-idempotent GitHub writes

502 (bad gateway) and 504 (gateway timeout) are ambiguous — the upstream
may have processed the write before the gateway returned an error. Only
retry these for idempotent methods. 429 and 503 are still retried for all
methods since the server explicitly did not process the request.

Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>

---------

Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
2026-06-17 14:45:57 -07:00
Johannes du Plessis
e8770e1004
feat: report Open SWE Review as a PR check run (#1484)
* feat: report Open SWE Review as a PR check run

Auto-review dispatch now creates an in-progress 'Open SWE Review' check run
on the PR head SHA; publish_review completes it (neutral with findings,
success when clean). An after-agent hook fails the check if the run dies
before publishing. Requires the GitHub App's Checks: Read & write permission;
all calls are best-effort so a missing permission never breaks reviews.

* fix: address review feedback on check-run settling

Keep review_check_run_id when the completion PATCH fails so a later
publish or the after-agent hook can retry instead of hanging the check;
count out-of-diff findings toward the check conclusion.

* fix: retry failed check completion with the real publish conclusion

A transient PATCH failure after a successful publish previously left the
check id for the after-agent hook, which settled it as 'failure'. Persist
the intended result as review_check_pending_result and have the hook
prefer it over the generic failure fallback.

---------

Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
2026-06-10 11:53:48 -07:00
Johannes du Plessis
7cd882bb67
fix: make review publish idempotent (partial-failure recovery) (#1477)
Publish had partial-failure windows that double-posted summaries or
corrupted findings state. This hardens the recovery paths:

- open_swe_review_exists is now tri-state (True/False/None). On a
  pagination/API failure it returns None ("unknown") instead of False,
  and the empty-summary dedup keys off the durable last_reviewed_sha
  before consulting GitHub, so a transient failure never double-posts a
  "no issues found" summary.
- Comment-id backfill matches strictly on the embedded open-swe marker;
  the colliding (path, line, body) fallback is gone, so similar findings
  no longer share a comment id and break resolve-on-fix.
- Review-id and comment-id stamping collapse into one guarded
  read-modify-write (re-reads latest before writing), removing the
  half-stamped intermediate states the prior multi-write flow left open.
- New mutate_findings primitive centralizes read-modify-write so finding
  updates operate on the freshest persisted list and skip no-op writes.

Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
2026-06-10 10:17:31 -07:00
Johannes du Plessis
1cd26dda53
fix: reword reviewer feedback prompt (#1449)
* fix: reword reviewer feedback prompt

Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>

* fix: refine reviewer feedback prompt

Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>

---------

Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
2026-06-08 10:02:02 -07:00
Ramon Nogueira
d2268871eb
feat: surface dashboard UI link on PR reviews [INF-0000] (#1440)
* feat(reviewer): surface dashboard UI link on PR reviews [INF-0000]

Post a transient "review in progress" comment (with an "Open in Web"
dashboard link) when a reviewer run starts, then delete it once the
review lands. The published review body now carries the same
"Open in Web" link, so the link persists on the review itself.

The transient comment's id is tracked in reviewer thread metadata
(status_comment_id) so it can be deleted on completion.

* refactor(reviewer): inline dashboard URL helper, drop redundant future import [INF-0000]
2026-06-07 05:17:09 +00:00
Johannes du Plessis
f64ab2bcd7
feat: surface out-of-diff findings in a collapsed dropdown (#1427)
* fix: stop reviewer retrying out-of-diff findings

add_finding rejects findings anchored outside the PR diff, but the agent
retried the same finding 2-3x with adjacent line ranges before giving up,
burning a model turn each. Add a reviewer-prompt recovery block telling the
agent the rejection is authoritative (drop or re-anchor to a + line, don't
retry adjacent), and enrich the rejection payload with nearby in-diff line
ranges for the file so a single re-anchor needs no guessing.

* feat: surface out-of-diff findings in a collapsed dropdown

Instead of rejecting findings anchored outside the PR diff, accept them
(marked in_diff=false) and surface them in a collapsed <details> section of
the review summary, Devin-style. Inline comments stay reserved for in-diff
findings; out-of-diff are severity-gated and capped the same way.

Re-review normally suppresses the empty summary, but now makes an exception
when there are new out-of-diff findings to surface. Surfaced out-of-diff
findings carry a github_review_id so they aren't reposted on later pushes.

Supersedes the earlier 'drop/re-anchor out-of-diff' prompt guidance.

---------

Co-authored-by: open-swe[bot] <215916821+open-swe[bot]@users.noreply.github.com>
2026-06-05 10:41:48 -07:00
Johannes du Plessis
6a9fd85295
fix: guard reviewer GraphQL against null repository (#1426)
GitHub returns repository: null when the token can't read the repo (SAML,
expired token, private/deleted). dict.get(k, {}) doesn't coalesce explicit
null, so fetch_pr_review_threads crashed with AttributeError and publish_review
could never post a review. Guard with isinstance checks and return collected
threads on null repository; sweep the same pattern in resolve_review_thread.

Co-authored-by: open-swe[bot] <215916821+open-swe[bot]@users.noreply.github.com>
2026-06-05 09:37:42 -07:00
Johannes du Plessis
18f8ca56fb
fix: dedup empty reviewer summary by PR state, not stale re_review flag (#1391)
A push that lands while a reviewer run is in flight is delivered as a
queued message into the still-running first-review run, whose
configurable still has re_review=False. The empty-review guard in
publish_review only skipped the 'No issues found' summary when
is_re_review was True, so the queued reconcile published a second,
duplicate top-level 'No issues found' review.

Key the empty-review skip off actual PR state instead: add
open_swe_review_exists(), which detects the marker render_review_body
embeds in every Open SWE review body, and skip the summary when a prior
Open SWE review already exists (regardless of the re_review flag). Fails
open on API error so a genuine first review is never suppressed.
2026-06-03 10:30:13 -07:00
open-swe[bot]
a361ee8f2e
feat: let reviewer set comment titles (#1356)
Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
Co-authored-by: Johannes du Plessis <51395795+johannes117@users.noreply.github.com>
2026-05-28 16:04:38 -07:00
open-swe[bot]
9998119921
feat: generate reviewer finding titles (#1355)
Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
Co-authored-by: Johannes du Plessis <51395795+johannes117@users.noreply.github.com>
2026-05-28 15:28:55 -07:00
open-swe[bot]
d8d3794649
fix: include reviewer trace links (#1351)
* fix: include reviewer trace links

Co-authored-by: Johannes du Plessis <51395795+johannes117@users.noreply.github.com>

* feat: move reviewer trace-link toggle to dashboard

Replace the OPEN_SWE_REVIEW_TRACE_LINK_ENABLED env var with a team-level
'Trace Links' toggle in the Open SWE Review dashboard tab. The toggle is
read per-publish via get_team_review_trace_links_enabled(); the per-run
review_trace_link_enabled config override still forces it off.

---------

Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
Co-authored-by: Johannes du Plessis <51395795+johannes117@users.noreply.github.com>
Co-authored-by: Johannes du Plessis <johannes@langchain.dev>
2026-05-28 13:48:14 -07:00
Johannes du Plessis
fee209601b
feat: structured reviewer comments + auto resolution comments (#1352)
* feat: structured reviewer comments + auto resolution comments

Restructure inline review comment bodies (severity emoji, bold title from
the first line, line reference, feedback footer) without duplicating the
first description line, and post an automatic resolution/dismissal comment
to the GitHub thread when a finding is resolved or dismissed.

- Centralize render_resolution_comment in reviewer_publish; fix a crash when
  last_reconciliation_note is None and drop the misleading generic fallback.
- Post the resolution comment in resolve_finding_thread (the normal
  update_finding path), not only in publish_review, so it actually fires on
  re-review. Dedupe via github_posted_resolution_comment_ids.
- Add pytest coverage for rendering and the resolution-comment flow.

* fix: post resolution comment to every closed thread in resolve_finding_thread

Per-thread iteration (matching _resolve_threads_for_resolved_findings) so
duplicate threads after the first also receive the resolved/dismissed
explanation before being closed.
2026-05-28 12:44:00 -07:00
Johannes du Plessis
0d4d1c5a3b
fix: dedupe reviewer comments from PR state (#1341)
* fix: dedupe reviewer comments from PR state

Use GitHub review-thread markers to repair reviewer publication state before posting or resolving findings, so re-reviews do not duplicate comments and resolved findings close all matching PR threads.

* fix: require all duplicate reviewer threads resolved

Avoid treating a marker-backed finding as resolved when only one duplicate thread is outdated while another matching thread remains open.
2026-05-27 10:52:30 -07:00
langsmith-engine[bot]
58b1d52fee
fix: publish_review HTTP 422 "Path/Line could not be resolved" — agent retries with identical args instead of dropping unresolvable findings (#1338)
* publish_review: drop unresolvable findings and retry once on GitHub 422

GitHub returns 422 with 'Path could not be resolved' or 'Line could not be
resolved' when an inline comment anchors to a file/line not in the PR diff.
Previously the agent retried publish_review with byte-identical args
multiple times before draining to skipped_empty_re_review=true, silently
losing findings.

- reviewer_publish.post_pull_request_review: parse 422 body and tag with
  _error_kind='unresolved_anchor' plus _raw_errors so callers can act.
- tools/publish_review._publish_review_async: when that signal fires,
  cross-check each finding's range against the run config's diff_line_set,
  drop the bad ones, and re-POST once with only the valid findings. Return
  unresolvable_findings + hint so the agent calls update_finding instead of
  retrying the same payload.
- reviewer.py: one-line prompt addendum telling the agent that
  unresolvable_findings means update_finding, not retry.
- tests: cover 422 tagging (path + line), the drop-and-retry success path,
  the retry-still-fails path, and the don't-blind-retry path when no
  diff_line_set is available.

* publish_review: fetch PR diff on demand for 422 retry filter

Reviewer runs clear configurable['diff_line_set'] before the agent
starts, so the unresolved-anchor retry path had no diff data to filter
against — in the reachable production case it dropped nothing and
returned success=False with empty unresolvable_findings, losing the
otherwise-valid comments.

Fall back to fetching the PR's unified diff via the GitHub REST API
and recomputing the line set on the fly when no cached set is
available. The cached set is still preferred when present.

---------

Co-authored-by: issues-agent <issues-agent@langchain.dev>
Co-authored-by: Johannes du Plessis <johannes@langchain.dev>
2026-05-26 18:37:56 -07:00
Johannes du Plessis
5702a9d452
feat: reconcile reviewer comment lifecycle (#1332)
* feat: reconcile reviewer comment lifecycle

Track GitHub review threads for reviewer findings so re-reviews can resolve or reply to existing comments, and collect thumbs feedback on new review comments in LangSmith.

* fix: clarify reviewer comment lifecycle

* chore: apply reviewer formatting

---------

Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
2026-05-26 16:24:34 -07:00
Johannes du Plessis
40162a6d9e
fix: inject existing PR review threads into reviewer context (#1331)
* fix(reviewer): inject existing PR review threads into reviewer context

The reviewer agent was filing the same inline comment on every re-review
because it only saw findings recorded on its own thread metadata — not
the live PR review-thread state on GitHub. When a previous finding was
still open (code unchanged, or a human reply explained it), the agent
rediscovered the same defect on the next push and called `add_finding`
again, producing duplicate comments.

This change fetches the PR's review threads (across all reviewers, with
replies and isResolved status) via GraphQL and renders them into the
first-review and re-review contexts as a "Pre-existing PR review
threads" block. The system prompt now lists overlap with that block as
a hard "Do NOT file" rule, and treats threads addressed by a human
reply as resolved.

This also gives the reviewer comment-awareness on its very first run
on a PR, so it skips findings already raised by another reviewer or
bot.

* fix(reviewer): wrap PR review threads in untrusted-data XML block

Addresses the reviewer comment on this PR
(https://github.com/langchain-ai/open-swe/pull/1331#discussion_r3295497533):
PR review comment bodies are attacker-controlled (anyone who can comment
on the PR can put anything in them), and they were being concatenated
into the reviewer's system prompt with instruction-priority.

Switches the existing-threads section from a Markdown block to an XML
data block:

  <pr_review_threads>
    <thread location="path:line" status="open">
      <comment author="open-swe[bot]">
        <body>...</body>
      </comment>
      <comment author="romain-priour-lc">
        <body>We added defaults in the template</body>
      </comment>
    </thread>
  </pr_review_threads>

The system prompt now explicitly names the wrapper, tells the agent that
everything inside it is untrusted data from the PR (not instructions),
and that prompt-injection payloads inside bodies must be disregarded.
We keep the bodies so the agent can actually read engineer replies —
that's the whole point of comment-awareness — but they're delimited as
data, not concatenated as prose. Modern frontier models are well-trained
to honor this contract.

Additional defenses:
- Author logins are validated against the GitHub username grammar; any
  unexpected value is rendered as "unknown" so the `author` attribute
  can't smuggle freeform text.
- Literal closing tags (`</body>`, `</pr_review_threads>`, etc.) in
  bodies are neutered so a body can't break out of its wrapper.
- Body length is capped at 4000 chars per comment to bound the prompt.

---------

Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
2026-05-24 16:36:50 -07:00
langsmith-forge[bot]
74f5df5df8
fix: publish_review tool returns generic "Failed to POST PR review" without GitHub API status/body, agent retries with no signal (#1299)
* fix(reviewer): surface HTTP status and body excerpt for non-dict GitHub PR review responses

When post_pull_request_review received a non-dict body, it returned
None and publish_review surfaced a generic 'Failed to POST PR review'
string with no signal for the agent to adapt — leading to blind
retries with permuted cap/severity_threshold args.

Now the non-dict-body path mirrors the existing HTTPStatusError /
HTTPError paths: it returns {'_error': 'HTTP <status>: non-dict
response body: <excerpt>'} so the user-facing tool can include the
underlying detail. The bare-None branch in publish_review.py is kept
as a defensive guard with a clearer message.

* ci: apply ruff format to reviewer_publish.py

Collapse the multi-line return dict into a single line so it matches the
output of `ruff format`, unblocking the Agent lint / format-check CI jobs.

Co-authored-by: Johannes du Plessis <51395795+johannes117@users.noreply.github.com>

---------

Co-authored-by: LangSmith Issues Agent <issues-agent@langsmith.dev>
Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
Co-authored-by: Johannes du Plessis <51395795+johannes117@users.noreply.github.com>
2026-05-12 13:55:39 -07:00
open-swe[bot]
85343fab63
feat: TTL and revocation handling for cached GitHub OAuth tokens [closes AB-2322] (#1280)
* feat: TTL and revocation handling for cached GitHub OAuth tokens [closes AB-2322]

Persist github_token_expires_at alongside github_token_encrypted, treat
expired cache entries as missing so we re-resolve before kicking off
runs, and invalidate the cached ciphertext on a downstream 401 so the
next invocation gets a fresh token instead of replaying a revoked one.

Co-authored-by: Johannes du Plessis <51395795+johannes117@users.noreply.github.com>

* webapp: forward installation-token expiry to reviewer cache writes

The three reviewer-thread persist sites in webapp.py were calling
get_github_app_installation_token() (no expiry) and persist_encrypted_github_token
without expires_at, so cached App tokens were treated as never-expiring even
though they actually expire in ~1 hour.

---------

Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>
Co-authored-by: Johannes du Plessis <51395795+johannes117@users.noreply.github.com>
Co-authored-by: Johannes du Plessis <johannes@langchain.dev>
2026-05-08 22:57:01 +00:00
Johannes du Plessis
3f319b7d8a
reviewer: surface GitHub error details when publish_review fails (#1282)
post_pull_request_review used to swallow the HTTPError and return None,
so the tool result was just "Failed to POST PR review" with no status
or body — the actual cause (e.g. 422 invalid inline comment, 404 app
not installed) only lived in logs. Capture status + body and propagate
into the tool result so the agent (and traces) can see why.
2026-05-08 15:40:05 -07:00
Johannes du Plessis
88a55057ea
fix(open-swe): host-format the review summary, drop agent prose (#1257)
The reviewer agent was writing a 1–2 sentence "top-level take" as the
review body, which produced noisy paragraph-style summaries on PRs
("Reviewed the PR. The new ALLOWED_GITHUB_REPOS allowlist…"). Devin's
review comment is just a one-liner (`✅ No Issues Found` or
`**Devin Review** found N potential issue.`), and was preferred in the
internal A/B vs Graphite.

Drop the `summary` parameter from `publish_review`; render a fixed,
host-formatted body in `render_review_body` instead. Update the reviewer
prompt to forbid prose summaries.
2026-05-07 15:41:40 -07:00
Johannes du Plessis
03d9f23645
fix(open-swe): always post a review summary, even with no findings (#1256)
* fix(reviewer): log every push/close early-return so 'silent ignore' is debuggable

Pushes to PRs that haven't had a first review fall through the watch
handler because the reviewer thread doesn't have kind=reviewer set.
Without log lines on the early-return paths, this scenario was
indistinguishable from 'webhook reached the handler at all' in the
hosted log stream.

Now every early-return logs at info or debug:
- info when a real PR exists but the reviewer thread isn't set up
  (with a hint pointing at the trigger paths the user can use)
- info when the repo isn't in the reviewer allowlist
- debug for benign skips (non-branch refs, branch deletions,
  already-reviewed head_sha)

* fix(reviewer): always post a summary review, even with no findings

The publish_review tool gated POSTing on `inline_comments or summary`,
so when the agent called publish_review() with no args on a clean PR
the result returned `success: true` but no GitHub review was posted —
the user got silence instead of a "no issues found" comment.

- Drop the gate so publish_review always POSTs.
- Friendlier no-findings render: `**No issues found.**` when the
  findings list is empty, vs. `**No issues at or above \`<sev>\`
  severity.**` with hidden count when only sub-threshold findings
  exist. Agent summary renders below.
- Prompt now requires the agent to always pass a `summary` so the
  body is meaningful; calls out specifically not to skip on a clean PR.
2026-05-07 22:16:20 +00:00
Johannes du Plessis
378b95266e
feat: implement reviewer findings, publish_review, and watch mode (#1253)
* feat: implement reviewer findings, publish_review, and watch mode

Build out the reviewer agent end-to-end against the design in
REVIEWER_DESIGN.md:

- Findings as first-class state on the reviewer thread metadata
  (`agent/reviewer_findings.py`): Finding TypedDict with start_line/end_line
  ranges, suggestion text for ```suggestion blocks, github_review_comment_id
  for cross-run reconciliation, diff_hunk for UI rendering. Thread-level
  metadata gets `kind=reviewer`, `pr`, `last_reviewed_sha`, `watch` so a
  future frontend can list reviewer threads via the langgraph SDK.
- Diff utilities (`agent/reviewer_diff.py`): parse_unified_diff,
  compute_diff_line_set for in-diff validation, extract_diff_hunk for
  caching the hunk on a Finding, compute_diff_in_sandbox for SHA-to-SHA
  diffs against the prepped repo.
- Tools: `add_finding` (validates against the diff line set so out-of-diff
  ranges fail at creation, not at GitHub-publish), `update_finding`,
  `list_findings`, `publish_review`. The reviewer agent's tool list is
  swapped from `[]` (direct shell `gh api` calls) to these four.
- Publish path (`agent/reviewer_publish.py` + `agent/tools/publish_review.py`):
  one POST /reviews call with body + inline comments + ```suggestion blocks,
  per-comment IDs stored back on findings, GraphQL `resolveReviewThread`
  fired for findings transitioning open->resolved on a re-review.
- Reviewer graph: deterministic clone-or-fetch + checkout in the factory
  before the agent's first model call (warm- and cold-path symmetric);
  computed diff and in-diff line set passed via runnable config; system
  prompt rewritten for the single-evolving-findings model, severity ladder,
  in-diff-only discipline, and watch-mode reconciliation flow.
- Watch mode in webapp.py: `push` event + `pull_request` closed/reopened
  added to supported events. New `process_github_push_event` resolves the
  open PR for the pushed branch, gates on the reviewer thread's `watch`
  flag, builds a re-review configurable, and triggers a run on the same
  canonical thread. `process_github_pr_close` toggles watch on
  closed/reopened. `set_reviewer_thread_metadata` is called on first
  review to install `kind=reviewer` + PR identity + watch=True.
- Eval harness: target.py now extracts `add_finding` calls (mapped to the
  legacy {file, line, body, severity} shape the judge expects) and passes
  the right configurable so the prep step has base/head SHAs.
- Tests: new unit suites for findings helpers, diff parsing, finding tools,
  publish rendering + GraphQL resolve, and watch-mode webhook handlers
  (push triggers re-review only when watching, idempotent on unchanged
  head SHA, PR close disables watch). Updated existing reviewer-webhook
  tests to mock `set_reviewer_thread_metadata`.
- REVIEWER_EVAL_PLAN.md removed per user request; folded relevant context
  into REVIEWER_DESIGN.md.

* fix(reviewer): correct git diff flags, scope, dedup, and review-comments URL

Address PR #1253 review findings:

- compute_diff_in_sandbox dropped the invalid `--no-prefix=false` flag
  (`option no-prefix takes no value` — every prep run was failing
  silently and the agent saw an empty diff).
- compute_diff_in_sandbox grew a `merge_base` flag. First-review path
  now uses three-dot `base...head` (the merge-base diff GitHub renders
  on Files-changed) so we don't pick up changes that landed on the base
  branch after the PR diverged. Re-review delta keeps two-dot
  `last_reviewed_sha..head` since that's exactly the new commits.
- publish_review skips findings that already carry
  `github_review_comment_id`. Without this, watched re-reviews
  re-posted every previously surfaced finding, and only the most-recent
  duplicate's id would later resolve when the issue got addressed.
- fetch_review_comments URL now includes `{pull_number}` —
  `/repos/{owner}/{repo}/pulls/{pr_number}/reviews/{review_id}/comments`
  is the canonical endpoint; the old form 404s, so comment ids were
  never stored and watch-mode resolution couldn't run.

Three new tests cover: three-dot vs two-dot wiring, no `--no-prefix`
flag in the executed command, and that publish_review does not re-post
findings whose `github_review_comment_id` is set.

* fix(reviewer): default publish cap from 15 to 4

A clean PR with one critical issue padded out by three lower-severity
findings is fine; fifteen is review spam. The agent can override per
call when a PR genuinely warrants more.
2026-05-07 14:48:43 -07:00