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patches learned

94%

merge rate

8.9M

learning signals

○ Commit↑ Push⌘ PR● Modified

routes/auth.routes.ts

chat.controller.ts

import { Router } from 'express';

import { rateLimit } from 'express-rate-limit';

import { chatController } from '../controllers';

const router = Router();

// Trial chat endpoint (no auth required)

router.post('/trial', (req, res) => chatController.trialChat(req, res));

// Protected routes

router.use(authenticate);

router.post('/chat', chatController.create);

Problems

Security

3security●0 lint

◉Line 8HIGH

Unauthenticated endpoint with abuse potential

◉Line 16MED

Inconsistent parameter naming

∞Triage AssistantRLHF

Add rate limiting to prevent trial endpoint abuse

∞

Pattern learned from 2,847 similar patches merged in your org

Ln 8, Col 1

UTF-8

TypeScript

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Release

Policy-aware auto-merge with structured sign-off flow

Operate

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Automated patch generation

backend/src/controllers/chat.controller.ts+229 -707

@@ -7,15 +7,74 @@ export class ChatController {

7- console.log('Performing web search for trial user:', message);

15- searchResults = await searchService.webSearch(message, 5);

75 systemPrompt += '\n\nSearch Results:\n' + searchResults;

Files modified

Security verification

Embedded Security, For Everyone

Triage treats security as a built-in property of software, not an afterthought. "Embedded security" means the system sits inside everyday engineering loops so that discovery, reproduction, patching, verification, and shipping occur where work already happens.

"Security for everyone" means any contributor can understand, act on, and verify a finding without becoming a specialist. The platform's agents learn from each team's actual behavior, so evidence quality, patch precision, and merge rates improve over time.

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REPOSITORIES

5 secure • 1 at risk

HIGH SEVERITY

Requires immediate action

SCANS THIS WEEK

0 currently running

AUTO-FIXED

52 pending

Security Heatmap7 repositories

24 total issues • Last scan: 2 hours ago

auth-service

No issues

api-gateway

payment-processor

user-management

analytics-engine

notification-service

backend-core

● ModifiedProblems

import { Router } from 'express';
import { authenticate } from '../middleware/auth';
import { chatController } from '../controllers/chat.controller';
const router = Router();
// Trial chat endpoint (no auth required)
router.post('/trial', (req, res) => chatController.trialChat(req, res));
// Protected routes
router.use(authenticate);
router.use(authorize);

Security

3 security • 0 lint issues

◉Line 8HIGH

Unauthenticated Trial Endpoint

◉Line 16MEDIUM

Inconsistent Parameter Naming

◉Line 27MEDIUM

State Manipulation Without Auth

∞Security Review AvailableINFO

LINE 8: Add rate limiting to /trial endpoint to prevent abuse

∞

Based on 2,847 similar patches merged in your org

Reinforcement learning from human feedback

Every merged fix, reviewer comment, and security approval trains the system to be more precise for your organization

Commit Security Timeline

87 commits since onboarding•Security rating per commit

W13

W19

W25

Less secure

More secure

Learning signals captured

Merged patches without edits

Primary signal for patch quality

95%

Reviewer style preferences

Adapts to team conventions

87%

Test stability across versions

Improves reproducibility

92%

Incident correlation

Links production issues to fixes

78%

Measurable improvements

Patch acceptance rate

67%→94%

More PRs merged without changes

+27%

Lines changed per fix

142→23

Minimal, precise patches

84% smaller

False positive rate

23%→< 1%

Only real vulnerabilities

96% reduction

Mean time to fix

4.2 days→2.3 hours

Automated remediation

95% faster

Deployment status

Merge readiness

Deterministic execution everywhere

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◉

Commit

→

↑

Push

→

⌘

→

✓

Merge

Security fix applied

Policy:Auto-merge eligible (low-risk)

Verification:All tests passed

Rollback:git revert a3f2c1b

Evidence that any engineer can read

One-page summary

Entry point, impact, root cause, and the exact locations touched. Clear explanation of what was found and why it matters.

Reproduction

A short, stepwise script with prerequisites and expected pre-patch behavior. Anyone can verify the vulnerability exists.

Verification

Post-patch replay with clear pass criteria and artifacts. Proof that the fix works and the vulnerability is eliminated.

Change set

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Rollback

Concrete plan with a single command or revert ref. One-step rollback if issues arise post-deployment.

Governance and safety

Access Control

ScopingRepository-level

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SCIMAuto-provisioning

Data Protection

EncryptionEnd-to-end

KeysCustomer-managed

RetentionConfigurable

Audit logsImmutable

Policy Enforcement

Allow/Deny listsCustomizable

Egress rulesNetwork-level

Rate limitsAdaptive

WindowsScheduled

Core principles

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Core promise

Ship fixes, not alerts

◉

Design principle

Embed security where engineers already work

∞

Learning principle

Raise the baseline continuously with tenant-private reinforcement

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