Throughloop — AI that fixes engineering execution

Triage · on-call copilot

When the pager goes off, Triage already knows.

Triage matches every alert against your incident memory, inspects the code path with read-only access, and proposes a fix with reasoning. You verify and apply.

4 pending1 resolved today

Live alert feed

5 alerts · last 24h

PagerDuty · 02:14P1

payment_retry_p99 > 8s for 5m

Confidence91%

Triage hypothesis

Retry storm hitting Stripe webhooks. Same pattern as incident #14 (Aug 2025).

→Same alert pattern fired 02:14 → 03:40 on 2025-08-19
→Recent deploy: PR #178 (payment retry refactor) merged 18h ago
→Code path: server/payments/retry.ts:42 — backoff disabled by feature flag

Proposed fix

server/payments/retry.ts

Re-enable exponential backoff in retry config

- max_attempts: 5,
- backoff_ms: 0,
+ max_attempts: 5,
+ backoff_ms: 250,
+ backoff_strategy: 'exponential',

Saves: 2am panic → 5-min recovery

Connected alert sources

Anything that pages someone gets piped into Triage.

PagerDutySentryDatadogGitHub ActionsOpsgenie· connectHoneycomb· connectCloudWatch· connect

Code access · the contract

Read-only. Per-repo. Engineer applies, never auto-merges.

Read-only by default
Per-repo opt-in
Diff-only output
Engineer verifies + applies, always
Audit log of every read

How Triage closes the loop

Alert → match → inspect → propose → human approve.

STEP 1
Alert lands
Webhook from PD/Opsgenie/Sentry. Parsed + classified.
STEP 2
Match memory
Search incident history + recent PRs in the same area.
STEP 3
Inspect code
Read-only access. Pulls the file(s) the alert path touches.
STEP 4
Draft fix
LLM proposes a diff with reasoning + citations. Confidence score.
STEP 5
Human approves
On-call reviews diff. Approves, rejects, or defers.

Why Triage isn’t just another AIOps tool

The space is heating up. Here’s where we’re different.

Tool	What they do	Where they stop
PagerDuty / Opsgenie	Route the page	No analysis, no fix
Datadog Watchdog / Honeycomb	Anomaly detection	Tell you something’s wrong, not why
Rootly / FireHydrant	Incident management	Ticket the incident; humans triage
Resolve / Cleric / Parity	Runbook automation, basic AI triage	Don’t inspect code; no fix diff
Throughloop Triage	Match memory + inspect code + propose diff	—