Adaptive Test Intelligence
A cost-bounded LLM pipeline for autonomous test quality management,
delivered as a unified modular REST microservice.
K11 Tech Lab K11 Tech Lab  ·  Adaptive Test Intelligence  ·  Apache 2.0
The flaky test problem
30%
of CI failures are non-deterministic flaky tests
∞
human approval latency in manual repair workflows
0
prior systems unified detection + repair + autonomy
ATI solves all three.  18 modules. 7-stage pipeline. Configurable autonomy. One deployment.
7-stage intelligence pipeline
Each stage adds intelligence. All stages share a single SQLite persistence layer.
18 intelligence modules
4 LLM-powered  ·  14 deterministic  ·  2 infrastructure
LLM-powered (4)
Deterministic (14)
Infrastructure (2)
Configurable autonomy dial
From full human control to full machine autonomy — your choice
Empirical Results — IDoFT Dataset
27 real flaky tests  ·  5 GitHub repos  ·  TestingResearchIllinois/idoft
MODULE PERFORMANCE
BFTD Recall 100% DHM F1 100% TPAD Det. 100% ATG LLM 100% FTA Route 63% 0% 50% 100%
Source: IDoFT · 2026-06-22 UTC
REST API surface
⚡ Pipeline
POST/pipeline/runfull 7-stage run
GET/pipeline/status/{id}poll run
POST/pipeline/repairheal + apply
DEL/pipeline/cancel/{id}abort run
⚙ Autonomy & Config
GET/autonomy/modecurrent mode
PUT/autonomy/modeset mode
GET/autonomy/pendingawaiting approval
POST/autonomy/approve/{id}🚦 GATED
POST/autonomy/revert/{id}👁 SUPERVISED
🧠 Intelligence Modules
POST/generate/testsATG
POST/triage/selectRBTS + FTA
POST/heal/predictHSP pre-flight
POST/heal/repairSHA + SRP
POST/detect/flakyBFTD
POST/diagnose/rcaRCA
POST/score/qualityCPFC + RQS
🔌 System
GET/healthservice health
GET/modulesall 18 modules
GET/metricsrepair stats
GET/repairs/historySQLite log
OPEN SOURCE  ·  APACHE 2.0
Ship fewer flaky tests.
Repair them automatically.
ATI brings autonomous test intelligence to your CI/CD pipeline. Free, open-source, and ready to deploy.
⚡ GitHub Repository K11 Tech Lab
github.com/K11-Software-Solutions/adaptive-test-intelligence