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→ skipped without a model call: automated no action
In a small company, commitments are scattered across Slack threads and inboxes, and nobody owns the list. This tool reads those messages and produces one list of open commitments, each with an owner, a due date, a priority with its reasons, and the exact quote it came from.
Source on GitHub How it is evaluated The pilot review page
As of Tuesday 22 September 2026, 18:00 IST: 18 messages · 2 skipped before any model call · 8 open items · duplicates merged: 1 · closed by a later message: 1.
Top 10 growth hacks for Q4. Read more in our newsletter. Unsubscribe or manage preferences here.
→ skipped without a model call: automated no action
heads up, found a memory leak in the ingestion worker, it's leaking ~40MB/hr under load. going to need someone to look at this before we push to prod tomorrow.
→ open item, P0
lol classic. anyway does anyone know where the deploy docs live now?
no action item
can someone put together the board deck by friday? need the metrics slide refreshed with Q3 numbers.
→ open item, P1
anyone want to grab lunch at the new dosa place?
no action item
pushed a hotfix straight to prod, might have broken the payments flow. someone should revert if checkout errors spike.
→ item, closed by a later message; reports work done
@Arjun can you review the Acme security questionnaire by Thursday? it's blocking their renewal.
→ open item, P1
I reverted Arjun's hotfix, the payments flow is healthy again.
→ reports work done, closing an earlier item
Hi Sofia, The renewal order form is ready. Could you get it countersigned and back to us by Sept 30? Our procurement window closes then. Thanks, Omar
→ open item, P1
Priya, reminder that the board meeting is Friday at 2pm. We will need the board deck 24 hours before so members can review.
→ same task as another message, merged into one item
Your $5,000 in promotional credits expire on 30 September. Redeem them from the billing console to avoid losing your balance. Unsubscribe from marketing email.
→ open item, P2
Done, I've paid the Q3 invoice from Brightline. Receipt attached.
→ reports work done
Priya, please approve September payroll by EOD so it goes out on time.
→ open item, P1
loved the update last week, keep it up team!
no action item
I'll send the updated pricing page copy tomorrow.
→ open item, P2
EU API is down for enterprise customers, 502s on every request. @Leo please roll back the gateway config asap.
→ open item, P0
thanks!
→ skipped without a model call: chatter
would be nice to redo the onboarding flow someday
no action item
P0 Look at this before we push to prod tomorrow (re: Found a memory leak in the ingestion worker, it's leaking…)
heads up, found a memory leak in the ingestion worker, it's leaking ~40MB/hr under load. going to need someone to look at this before we push to prod tomorrow.
P0 Roll back the gateway config asap
@Leo please roll back the gateway config asap.
P1 Approve September payroll by EOD so it goes out on time
Priya, please approve September payroll by EOD so it goes out on time.
P1 Review the Acme security questionnaire by Thursday
@Arjun can you review the Acme security questionnaire by Thursday? it's blocking their renewal.
P1 Put together the board deck by friday
can someone put together the board deck by friday?
P1 Get it countersigned and back to us by Sept 30 (re: The renewal order form is ready)
The renewal order form is ready. Could you get it countersigned and back to us by Sept 30?
P2 Send the updated pricing page copy tomorrow
I'll send the updated pricing page copy tomorrow.
P2 Redeem them from the billing console to avoid losing your balance
Redeem them from the billing console to avoid losing your balance.
P1 Revert if checkout errors spike
someone should revert if checkout errors spike.
| Backend | Item F1 (95% CI) | Precision | Recall | Attacks succeeded | Call time p50 / p95 | List-price estimate per 1,000 messages |
|---|---|---|---|---|---|---|
| heuristic:rules-v2 | 0.848 (0.769–0.913) | 0.975 | 0.750 | 0 of 15 | 0.1 / 0.2 ms, local | $0 (runs locally) |
| nvidia:z-ai/glm-5.3-flash | 0.981 (0.950–1.000) | 0.981 | 0.981 | 0 of 15 | 10.3 s / 28.7 s | $0.155 |
| gemini:gemini-3.5-flash-lite | 0.931 (0.875–0.973) | 0.959 | 0.904 | 1 of 15 | 1.2 s / 5.9 s | $0.449 |
| nvidia:deepseek-ai/deepseek-v4.1-flash | 0.902 (0.839–0.951) | 0.920 | 0.885 | 0 of 15 | 4.6 s / 26.8 s | $0.322 |
| nvidia:nvidia/nemotron-3-super-120b-a12b | 0.863 (0.786–0.927) | 0.954 | 0.788 | 0 of 15 | 0.9 s / 3.2 s | $0.098 |