How AI agents can autonomously test, debug, and validate web applications without human intervention
We've reached a remarkable milestone in AI development: AI assistants can now write complex code, refactor entire codebases, and implement sophisticated features. But here's the catch—when AI generates code, especially for web applications, how does it verify that the code actually works? How does it debug issues? How does it ensure the UI matches the design?
| at Object.<anonymous> (/var/task/index.js:2:13) | |
| at Module._compile (node:internal/modules/cjs/loader:1760:14) | |
| at Object..js (node:internal/modules/cjs/loader:1893:10) | |
| at Module.load (node:internal/modules/cjs/loader:1480:32) | |
| at Module._load (node:internal/modules/cjs/loader:1299:12) | |
| at TracingChannel.traceSync (node:diagnostics_channel:328:14) | |
| at wrapModuleLoad (node:internal/modules/cjs/loader:244:24) | |
| at cjsLoader (node:internal/modules/esm/translators:342:5) | |
| at ModuleWrap.<anonymous> (node:internal/modules/esm/translators:234:7) | |
| at ModuleJob.run (node:internal/modules/esm/module_job:377:25) |
| at Object.<anonymous> (/var/task/index.js:2:13) | |
| at Module._compile (node:internal/modules/cjs/loader:1706:14) | |
| at Object..js (node:internal/modules/cjs/loader:1839:10) | |
| at Module.load (node:internal/modules/cjs/loader:1441:32) | |
| at Function._load (node:internal/modules/cjs/loader:1263:12) | |
| at TracingChannel.traceSync (node:diagnostics_channel:322:14) | |
| at wrapModuleLoad (node:internal/modules/cjs/loader:237:24) | |
| at Module.<anonymous> (node:internal/modules/cjs/loader:1463:12) | |
| at Module.T (/opt/wrapper.js:1:172790) | |
| at _require.o.require (/opt/wrapper.js:1:174123) |
| import { readdir, readFile } from "fs/promises"; | |
| import { statSync } from "fs"; | |
| import path from "path"; | |
| import { S3Client, PutObjectCommand } from "@aws-sdk/client-s3"; | |
| const ROOT_DIR = "/var/runtime"; | |
| const s3 = new S3Client({ | |
| region: process.env.BUCKET_REGION ?? process.env.AWS_REGION, | |
| }); |
| /** Copyright 2019,2020,2021,2022 Amazon.com, Inc. or its affiliates. All Rights Reserved. */ | |
| // node_modules/lambda-runtime/dist/node16/index.mjs | |
| import { createRequire } from "module"; | |
| var require2 = createRequire(import.meta.url); | |
| var __getOwnPropNames = Object.getOwnPropertyNames; | |
| var __require = /* @__PURE__ */ ((x) => typeof require2 !== "undefined" ? require2 : typeof Proxy !== "undefined" ? new Proxy(x, { | |
| get: (a, b) => (typeof require2 !== "undefined" ? require2 : a)[b] | |
| }) : x)(function(x) { | |
| if (typeof require2 !== "undefined") | |
| return require2.apply(this, arguments); |
| // dist/logging/verbose-log.js | |
| var EnvVarName = "AWS_LAMBDA_RUNTIME_VERBOSE"; | |
| var Tag = "RUNTIME"; | |
| var Verbosity = (() => { | |
| if (!process.env[EnvVarName]) { | |
| return 0; | |
| } | |
| try { | |
| const verbosity = parseInt(process.env[EnvVarName]); | |
| return verbosity < 0 ? 0 : verbosity > 3 ? 3 : verbosity; |
| |-- require('@opentelemetry/api') took 23 ms | |
| ..|-- require('./baggage/utils') took 8 ms | |
| ....|-- require('../api/diag') took 6 ms | |
| |-- require('@opentelemetry/core') took 60 ms | |
| ..|-- require('./common/time') took 45 ms | |
| ....|-- require('../platform') took 44 ms | |
| ......|-- require('./node') took 44 ms | |
| ........|-- require('./performance') took 15 ms | |
| ..........|-- require('perf_hooks') took 15 ms | |
| ........|-- require('./sdk-info') took 22 ms |
| {"nodes":[{"id":1,"callFrame":{"functionName":"(root)","scriptId":"0","url":"","lineNumber":-1,"columnNumber":-1},"hitCount":0,"children":[2,9,28,98,119,120,10349,10350]},{"id":2,"callFrame":{"functionName":"startProfiler","scriptId":"418","url":"file:///opt/profile-controller.js","lineNumber":16,"columnNumber":28},"hitCount":0,"children":[3]},{"id":3,"callFrame":{"functionName":"_sessionPost","scriptId":"418","url":"file:///opt/profile-controller.js","lineNumber":8,"columnNumber":27},"hitCount":0,"children":[4]},{"id":4,"callFrame":{"functionName":"","scriptId":"418","url":"file:///opt/profile-controller.js","lineNumber":9,"columnNumber":23},"hitCount":0,"children":[5]},{"id":5,"callFrame":{"functionName":"post","scriptId":"419","url":"node:inspector","lineNumber":115,"columnNumber":6},"hitCount":0,"children":[6]},{"id":6,"callFrame":{"functionName":"dispatch","scriptId":"0","url":"","lineNumber":-1,"columnNumber":-1},"hitCount":0,"children":[7]},{"id":7,"callFrame":{"functionName":"","scriptId":"419","url": |
| Algorithm / OS | Ubuntu | Window | MacOS |
|---|---|---|---|
| Dot Product | 750,622.625 ops/s | 760,163.774 ops/s | 961,366.490 ops/s |
| Cosine Similarity | 586,113.920 ops/s | 705,148.739 ops/s | 892,124.358 ops/s |
| Manhattan Distance | 793,538.457 ops/s | 717,150.911 ops/s | 1,156,442.603 ops/s |
| Euclidean Distance | 760,819.826 ops/s | 748,286.320 ops/s | 1,012,210.232 ops/s |
| Runtime | JDK 21, Java HotSpot(TM) 64-Bit Server VM, 21+35-LTS-2513 |
| Benchmark tool | JMH (version 1.37) |
| Benchmark mode | Throughput, ops/time |
| Warmup iteration | 3 |
| Warmup time | 5 seconds (for each warmup iteration) |
| Measurement iteration | 10 |
| Measurement time | 30 seconds (for each measurement iteration) |
| Vector length | 1000 |