You signed in with another tab or window. Reload to refresh your session.You signed out in another tab or window. Reload to refresh your session.You switched accounts on another tab or window. Reload to refresh your session.Dismiss alert
unexplained: I checked change_context — there is a merge touching src/CouponHubBot/ (dd977b8: "FEEDBACK_GITHUB_ISSUES flag gates /feedback GitHub issues (default off)") and ArgoCD shows recent deploys, but those changes do not plausibly explain a new burst of chat messages. Classified as unexplained and filing for investigation.
Change correlation
At least one merge touched src/CouponHubBot/ in the preceding 72h (2da6f0f: repeat the "add coupons" nag; dd977b8: FEEDBACK_GITHUB_ISSUES flag). ArgoCD deploys at 2026-09-07T09:52:34Z and 2026-09-07T13:22:58Z. The most-recent PR 2da6f0f ("add coupons" nag) plausibly increases user interactions; classification: attributed — not filing a new issue.
Classification: attributed (traffic/volume series). A user-facing change landed in the preceding 72h (2da6f0f / PR #467) that plausibly increases bot-visible messaging; per monitor rules a traffic/volume finding that is attributed to a recent deploy is not filed as a new issue. This comment records the active observation and attribution.
attributed (not filed): merges to main touching src/CouponHubBot/ in the preceding 72h include 2da6f0f — "repeat the "add coupons" nag" (PR #467), which plausibly increases user-facing bot messages/nags. This is a traffic/volume series and the change explains the rise, so the correct action is attributed (do not open a new finding for an explained volume increase).
attributed — recent merges touching src/CouponHubBot/ in the preceding 72h: 3e22545 (#472), 2da6f0f (#467), dd977b8 (#465); recent ArgoCD deploys id=219 and id=220. No issue will be filed for this traffic/volume shift.
attributed (not filed): merge 2da6f0f — "repeat the "add coupons" nag, window tunable via bot_setting" (PR #467) touches src/CouponHubBot/ in the preceding 72h and plausibly explains increased chat messages (the bot intentionally emits repeat nags). This is expected behavior after that change; do not file a new issue.
Previously active at known.open.last_active_at=2026-09-08T16:36:11Z and earlier attributed to merge 2da6f0f (#467). This run is the first clean run after that activity.
Per monitor rules: mechanical_signal_available: true and days_since_last_active >= 7, and this run's live evidence independently confirms the signal is clean. Closing the issue.
Change correlation: no merges to src/CouponHubBot/ in the preceding 72h; ArgoCD deploy history for the last 72h: none. For traffic/volume series this would be classified as unexplained if active, but current value is below the magnitude floor (emerged_from_zero_magnitude_floor=11) so this run is considered clean.
Action: marking the fingerprint as clean here (not closing the issue yet; mechanical close requires days_since_last_active >= 7).
Summary: no errors or warnings in Loki (0), pod healthy and synced, container restarts = 0. No new anomalies requiring filing.
Attributed — this is a traffic/volume (dormant_exempt=true) finding plausibly explained by recent merges and ArgoCD deploys touching src/CouponHubBot/ within the last 72 hours. Per monitor rules for traffic/volume series, an attributed change is reported but not filed as a new issue.
Classification: attributed — recent merges + deploys touching src/CouponHubBot/ plausibly explain test/post-deploy traffic to the bot. Per the monitor rules for traffic/volume series, this is recorded as attributed and not filed as a new issue.
attributed: merges touching src/CouponHubBot/ in the preceding 72h include 2fc66ad "Add report button to individual coupon photos" (PR #567). ArgoCD also deployed revisions on 2026-10-17 and 2026-10-18 (latest id=242 deployedAt=2026-10-18T11:52:37Z). These changes plausibly explain the increased chat activity / UI-driven interactions; not filing a new issue for volume here.
Notes
Log volume is elevated this run (log_lines_24h current=254, median_28d=98, ratio=2.59, z_score=3.995) and appears correlated with the same recent merges/deploys; treating as attributed for now.
Leaving this fingerprint open for further monitoring. Post-run summary will record other series evaluated.
Deployed image shown in bundle: ghcr.io/szer/coupon-bot:2fc66adf94ae…
ArgoCD deploys in preceding 72h include id=241 (revision=79f9bca, deployedAt=2026-10-18T09:31:31Z) and id=242 (revision=80a7a07, deployedAt=2026-10-18T11:52:37Z).
Classification
attributed — a recent merge/deploy touching src/CouponHubBot/ (notably commit 2fc66ad / image 2fc66adf94ae…) plausibly explains elevated chat activity (new UI interactions such as the "report" button and OCR-related changes). No new issue created.
This run shows emerged_from_zero: false for chat_message_24h so this is the first clean run after the previous active event (last_active_at=2026-10-18T20:31:35Z). No new anomalies detected.
Change correlation
Merges to main touching src/CouponHubBot/ (preceding 72h):
Activity
github-actions commentedon Sep 7, 2026
Evidence
{ "current": 14, "median_7d": 0, "median_28d": 0, "ratio_vs_28d": null, "z_score_28d": 3.256986752703803, "history_days_28d": 29, "low_confidence": false, "max_28d": 19, "emerged_from_zero": true, "emerged_from_zero_magnitude_floor": 9.5, "emerged_from_zero_significant": true, "informational_only": false, "dormant_exempt": true }Baseline comparison
chat_message_24h: current=14 median_7d=0 median_28d=0 ratio_vs_28d=null z_score_28d=3.256986752703803 history_days_28d=29 low_confidence=falseChange correlation
Attributed — the merge
2da6f0f("CouponHubBot: repeat the "add coupons" nag, window tunable via bot_setting"; #467) plausibly explains increased chat activity. Recent ArgoCD deployid=217(deployedAt=2026-09-07T09:52:34Z) is within the 72h window.Result: attributed to recent change; not filing a new issue for this traffic/volume series.
github-actions commentedon Sep 7, 2026
Monitor update —
coupon—chat_messageemerged from zeroEvidence (verbatim series entry):
current=45, median_7d=0, median_28d=0, ratio_vs_28d=null, z_score_28d=11.673451794474904, history_days_28d=29, low_confidence=false, max_28d=19, emerged_from_zero=true, emerged_from_zero_magnitude_floor=9.5, emerged_from_zero_significant=true, informational_only=false, dormant_exempt=true
Change correlation: attributed — merges to
maintouchingsrc/CouponHubBot/in the preceding 72h plausibly explain this. Closest candidate: commit2da6f0f— "CouponHubBot: repeat the "add coupons" nag, window tunable via bot_setting (#467)".Action: attributed to the change above; no new issue filed.
github-actions commentedon Sep 8, 2026
Problem
Emergent chat message volume still active (traffic spike).
Evidence
Change correlation
At least one merge touched
src/CouponHubBot/in the preceding 72h (2da6f0f: repeat the "add coupons" nag; dd977b8: FEEDBACK_GITHUB_ISSUES flag). ArgoCD deploys at 2026-09-07T09:52:34Z and 2026-09-07T13:22:58Z. The most-recent PR2da6f0f("add coupons" nag) plausibly increases user interactions; classification: attributed — not filing a new issue.github-actions commentedon Sep 8, 2026
Problem
chat_message_24hemerged from zero: inbound chat messages to the bot in the trailing-24h window increased from zero to a non-trivial value.Evidence (series:
chat_message_24h)current=45 median_7d=0 median_28d=0 ratio_vs_28d=null z_score_28d=6.99515429516715 history_days_28d=29 low_confidence=false max_28d=47 emerged_from_zero=true emerged_from_zero_magnitude_floor=23.5 emerged_from_zero_significant=true informational_only=false dormant_exempt=true
Change correlation
Checked
change_context: merges tomaintouchingsrc/CouponHubBot/in preceding 72h:2da6f0fCouponHubBot: repeat the "add coupons" nag, window tunable via bot_setting (CouponHubBot: repeat the "add coupons" nag, window tunable via bot_setting #467)dd977b8CouponHubBot: FEEDBACK_GITHUB_ISSUES flag gates /feedback GitHub issues (default off) (CouponHubBot: FEEDBACK_GITHUB_ISSUES flag gates /feedback GitHub issues (default off) #465)ArgoCD deploy history (preceding 72h):
Classification: attributed (traffic/volume series). A user-facing change landed in the preceding 72h (
2da6f0f/ PR #467) that plausibly increases bot-visible messaging; per monitor rules a traffic/volume finding that is attributed to a recent deploy is not filed as a new issue. This comment records the active observation and attribution.github-actions commentedon Sep 8, 2026
Problem
Traffic/volume series
chat_message_24hemerged from zero (non-dormant traffic spike observed).Evidence (series, verbatim)
"chat_message_24h": { "current": 44, "median_7d": 0, "median_28d": 0, "ratio_vs_28d": null, "z_score_28d": 5.9609899457734175, "history_days_28d": 29, "low_confidence": false, "max_28d": 47, "emerged_from_zero": true, "emerged_from_zero_magnitude_floor": 23.5, "emerged_from_zero_significant": true, "informational_only": false, "dormant_exempt": true }
Change correlation
attributed(not filed): merges tomaintouchingsrc/CouponHubBot/in the preceding 72h include 2da6f0f — "repeat the "add coupons" nag" (PR #467), which plausibly increases user-facing bot messages/nags. This is a traffic/volume series and the change explains the rise, so the correct action isattributed(do not open a new finding for an explained volume increase).github-actions commentedon Sep 8, 2026
Monitor run comment — chat_message emerged-from-zero (attributed)
Evidence (verbatim)
chat_message_24h: current=36 median_7d=0 median_28d=0 ratio=null z_score_28d=4.295559046855243 history_days_28d=29 emerged_from_zero=true emerged_from_zero_significant=trueChange correlation
attributed — recent merges touching
src/CouponHubBot/in the preceding 72h:3e22545(#472),2da6f0f(#467),dd977b8(#465); recent ArgoCD deploys id=219 and id=220. No issue will be filed for this traffic/volume shift.github-actions commentedon Sep 8, 2026
Problem
chat_message_24hemerged from zero (unexpected increase in chat-event count).Evidence (verbatim)
Baseline comparison
current=33 median_7d=0 median_28d=0 ratio_vs_28d=null z_score_28d=3.6806246506080056 history_days_28d=29 emerged_from_zero_significant=true emerged_from_zero_magnitude_floor=23.5
Change correlation
attributed (not filed): merge
2da6f0f— "repeat the "add coupons" nag, window tunable via bot_setting" (PR #467) touchessrc/CouponHubBot/in the preceding 72h and plausibly explains increased chat messages (the bot intentionally emits repeat nags). This is expected behavior after that change; do not file a new issue.github-actions commentedon Sep 9, 2026
Transition to clean — chat_message (emerged-from-zero)
This run's evidence shows
chat_message_24hhas returned to baseline.Evidence (verbatim)
chat_message_24h: current=0, median_7d=0, median_28d=1, ratio_vs_28d=0, z_score_28d=-0.5027571127798952, history_days_28d=29, low_confidence=falseNotes
Previously active at
known.open.last_active_at=2026-09-08T16:36:11Zand earlier attributed to merge2da6f0f(#467). This run is the first clean run after that activity.github-actions commentedon Sep 9, 2026
Status update — emerged chat_message fingerprint
Evidence (verbatim from run bundle)
"chat_message_24h": {
"current": 0,
"median_7d": 0,
"median_28d": 1,
"ratio_vs_28d": 0,
"z_score_28d": -0.5027571127798952,
"history_days_28d": 29,
"low_confidence": false,
"max_28d": 47,
"emerged_from_zero": false,
"emerged_from_zero_magnitude_floor": 23.5,
"emerged_from_zero_significant": false,
"informational_only": false,
"dormant_exempt": true
}
Run timestamp
2026-09-09T08:36:16Z
github-actions commentedon Sep 10, 2026
First clean run observed in this bundle.
Evidence (verbatim from bundle):
Per known fingerprint metadata: last_active_at=2026-09-08T16:36:11Z, days_since_last_active=1, consecutive_clean_days=1
github-actions commentedon Sep 11, 2026
Daily heartbeat: chat_message emergence fingerprint shows sub-threshold activity.
Evidence (verbatim):
series.chat_message_24h:
current=3, median_7d=0, median_28d=0, emerged_from_zero=true, emerged_from_zero_magnitude_floor=23.5, emerged_from_zero_significant=false
Mechanical:
days_since_last_active=2, consecutive_clean_days=2, last_active_at=2026-09-08T16:36:11Z
Conclusion: Emerged-from-zero present but below magnitude floor — not filed. No action taken.
github-actions commentedon Sep 12, 2026
Monitor heartbeat — CouponHubBot
Run timestamp: 2026-09-12T01:00:48Z
Evidence
Series
chat_message_24hfrom evidence:current=3, median_7d=0, median_28d=0, ratio_vs_28d=null, z_score_28d=-0.0586191938826326, history_days_28d=28, low_confidence=false, emerged_from_zero=true, emerged_from_zero_significant=false, emerged_from_zero_magnitude_floor=23.5
Assessment
The
chat_messageseries remains below the magnitude floor (emerged_from_zero_significant=false); not filed.github-actions commentedon Sep 14, 2026
Monitor heartbeat — the
chat_message_24hseries is currently non-zero but below the magnitude floor.Run timestamp: 2026-09-14T01:08:51Z
Evidence (verbatim from this run):
chat_message_24h:current=3 median_7d=0 median_28d=0 ratio_vs_28d=null z_score_28d=-0.01752535427615448 history_days_28d=28 emerged_from_zero=true emerged_from_zero_magnitude_floor=23.5 emerged_from_zero_significant=false
Interpretation: emerged-from-zero present but below magnitude floor — not filed.
github-actions commentedon Sep 15, 2026
Heartbeat: signal has been clean since last_active_at=2026-09-08T16:36:11Z (mechanical days_since_last_active=6).
Evidence (chat_message_24h):
current=2 median_7d=0 median_28d=0 ratio_vs_28d=null z_score_28d=-0.1496706213985346 history_days_28d=29
Note: emerged_from_zero=true but emerged_from_zero_significant=false — emerged-from-zero, below magnitude floor — not filed.
github-actions commentedon Sep 15, 2026
Closing stale finding:
chat_messageemergence has been clean for the required window.Evidence (verbatim from this run)
Series
chat_message_24h:current=0
median_7d=0
median_28d=0
ratio_vs_28d=null
z_score_28d=-0.40058930242978324
history_days_28d=29
low_confidence=false
max_28d=47
emerged_from_zero=false
emerged_from_zero_magnitude_floor=23.5
emerged_from_zero_significant=false
informational_only=false
dormant_exempt=true
Mechanical metadata (from known.open)
last_active_at=2026-09-08T16:36:11Z
days_since_last_active=7
consecutive_clean_days=6
Per monitor rules:
mechanical_signal_available: trueanddays_since_last_active >= 7, and this run's live evidence independently confirms the signal is clean. Closing the issue.github-actions commentedon Oct 17, 2026
Problem
chat_message_24h emerged-from-zero: 14 chat messages in trailing 24h (normally 0).
Evidence
"chat_message_24h": {
"current": 14,
"median_7d": 0,
"median_28d": 0,
"ratio_vs_28d": null,
"z_score_28d": 2.519968004876566,
"history_days_28d": 29,
"low_confidence": false,
"max_28d": 22,
"emerged_from_zero": true,
"emerged_from_zero_magnitude_floor": 11,
"emerged_from_zero_significant": true,
"informational_only": false,
"dormant_exempt": true
}
Baseline comparison
current=14 median_7d=0 median_28d=0 ratio_vs_28d=null z_score_28d=2.519968004876566 history_days_28d=29
Change correlation
unexplained: checked
change_context— no merges tosrc/CouponHubBot/in the preceding 72h and ArgoCD deploy history shows no deploys in the last 72h.github-actions commentedon Oct 17, 2026
Run timestamp: 2026-10-17T16:29:58Z (bundle
current_ts)Problem
chat_message_24h(chat messages received in the trailing-24h window) has emerged from zero and is now non-zero.Evidence
Baseline comparison
current=14 median_7d=0 median_28d=0 ratio_vs_28d=null z_score_28d=2.459722224280432 history_days_28d=29
Change correlation
unexplained: checked
change_context— no merges tosrc/CouponHubBot/in the preceding 72h; ArgoCD deploy history: none in the last 72h.github-actions commentedon Oct 17, 2026
Transition: first clean run after the previously-observed emergence.
Evidence (verbatim from this run's bundle):
Change correlation: no merges to
src/CouponHubBot/in the preceding 72h; ArgoCD deploy history for the last 72h: none. For traffic/volume series this would be classified asunexplainedif active, but current value is below the magnitude floor (emerged_from_zero_magnitude_floor=11) so this run is considered clean.Action: marking the fingerprint as
cleanhere (not closing the issue yet; mechanical close requiresdays_since_last_active >= 7).Summary: no errors or warnings in Loki (0), pod healthy and synced, container restarts = 0. No new anomalies requiring filing.
github-actions commentedon Oct 18, 2026
Evidence
Change correlation
Merges to
src/CouponHubBot/in the preceding 72h:848cad9Fix coupon expiry parsing when OCR omits the end year (Fix coupon expiry parsing when OCR omits the end year #565)34a94bafeat: save raw coupon OCR responses by Telegram file ID (Save raw coupon OCR responses by Telegram file ID #564)ArgoCD deploys in the preceding 72h:
Classification
Attributed — this is a traffic/volume (
dormant_exempt=true) finding plausibly explained by recent merges and ArgoCD deploys touchingsrc/CouponHubBot/within the last 72 hours. Per monitor rules for traffic/volume series, an attributed change is reported but not filed as a new issue.github-actions commentedon Oct 18, 2026
Monitor update — active signal observed
Evidence (verbatim from this run's bundle):
Baseline comparison (as given):
current=19 median_7d=0.5 median_28d=0 ratio_vs_28d=null z_score_28d=3.2851528585616876 history_days_28d=29
Change correlation:
src/CouponHubBot/in preceding 72h:848cad9(Fix coupon expiry parsing when OCR omits the end year, Fix coupon expiry parsing when OCR omits the end year #565),34a94ba(feat: save raw coupon OCR responses by Telegram file ID, Save raw coupon OCR responses by Telegram file ID #564).Classification: attributed — recent merges + deploys touching
src/CouponHubBot/plausibly explain test/post-deploy traffic to the bot. Per the monitor rules for traffic/volume series, this is recorded as attributed and not filed as a new issue.github-actions commentedon Oct 18, 2026
Monitor update — coupon — 2026-10-18T08:34:28Z
Evidence
chat_message_24h: current=23, median_7d=2.5, median_28d=0, ratio_vs_28d=null, z_score_28d=3.937329405142202, history_days_28d=29, low_confidence=false
Change correlation
Attributed — merges to
src/CouponHubBot/in the preceding 72h:848cad9Fix coupon expiry parsing when OCR omits the end year (Fix coupon expiry parsing when OCR omits the end year #565)34a94bafeat: save raw coupon OCR responses by Telegram file ID (Save raw coupon OCR responses by Telegram file ID #564)ArgoCD deploys in the preceding 72h:
Classification: attributed (traffic/volume series plausibly explained by recent merges/deploys). No new issue filed.
Notes
github-actions commentedon Oct 18, 2026
Evidence
Series:
chat_message_24h— current=38, median_7d=4.5, median_28d=0, ratio_vs_28d=null, z_score_28d=6.494817493597532, history_days_28d=29Baseline comparison
current=38 median_7d=4.5 median_28d=0 ratio_vs_28d=null z_score_28d=6.494817493597532 history_days_28d=29
Change correlation
attributed: merges touching
src/CouponHubBot/in the preceding 72h include2fc66ad"Add report button to individual coupon photos" (PR #567). ArgoCD also deployed revisions on 2026-10-17 and 2026-10-18 (latest id=242 deployedAt=2026-10-18T11:52:37Z). These changes plausibly explain the increased chat activity / UI-driven interactions; not filing a new issue for volume here.Notes
log_lines_24hcurrent=254, median_28d=98, ratio=2.59, z_score=3.995) and appears correlated with the same recent merges/deploys; treating as attributed for now.github-actions commentedon Oct 18, 2026
Monitor update — coupon — 2026-10-18T20:29:28Z
Evidence
chat_message_24hfrom evidence bundle:Change correlation
Recent merges to
src/CouponHubBot/in the preceding 72h:2fc66adAdd report button to individual coupon photos (Add report button to individual coupon photos #567)848cad9Fix coupon expiry parsing when OCR omits the end year (Fix coupon expiry parsing when OCR omits the end year #565)34a94bafeat: save raw coupon OCR responses by Telegram file ID (Save raw coupon OCR responses by Telegram file ID #564)ArgoCD / deployed image evidence:
ghcr.io/szer/coupon-bot:2fc66adf94ae…Classification
attributed — a recent merge/deploy touching
src/CouponHubBot/(notably commit2fc66ad/ image2fc66adf94ae…) plausibly explains elevated chat activity (new UI interactions such as the "report" button and OCR-related changes). No new issue created.github-actions commentedon Oct 19, 2026
Monitor update — clean
Run timestamp: 2026-10-19T08:45:31Z
Evidence (verbatim)
chat_message_24h: current=20, median_7d=5, median_28d=0, ratio_vs_28d=null, z_score_28d=2.174405584293059, history_days_28d=29, low_confidence=false
Baseline comparison
current=20 median_7d=5 median_28d=0 ratio_vs_28d=null z_score_28d=2.174405584293059 history_days_28d=29
Note
This run shows
emerged_from_zero: falseforchat_message_24hso this is the first clean run after the previous active event (last_active_at=2026-10-18T20:31:35Z). No new anomalies detected.Change correlation
Merges to main touching
src/CouponHubBot/(preceding 72h):