mirror of
https://github.com/jcreek/AutomatedAssessmentFeedbackAgent.git
synced 2026-07-12 18:43:49 +00:00
feat(*): Add AI agent feedback
This commit is contained in:
Josh Creek
+4
-11
@@ -1,11 +1,4 @@
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# Example .env file for Automated Assessment Feedback Agent
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# Copy this file to .env and fill in your Azure OpenAI credentials
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# Your Azure OpenAI API key
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AZURE_OPENAI_API_KEY=your-azure-openai-key-here
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# Your Azure OpenAI endpoint (e.g., https://your-resource-name.openai.azure.com)
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AZURE_OPENAI_ENDPOINT=https://your-resource-name.openai.azure.com
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# The deployment name for your model (e.g., gpt-4, gpt-35-turbo)
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AZURE_OPENAI_DEPLOYMENT=gpt-4
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AI_FOUNDRY_PROJECT_CONNECTION_STRING=
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BING_GROUNDING_CONNECTION_ID=
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AI_SEARCH_CONNECTION_ID=
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AI_MODEL=gpt-4o
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+6
-1
@@ -21,6 +21,7 @@
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"@types/node": "^22.14.1",
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"eslint": "^9.18.0",
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"eslint-config-prettier": "^10.0.1",
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"eslint-plugin-svelte": "^3.0.0",
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@@ -40,5 +41,9 @@
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"esbuild"
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]
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},
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"packageManager": "pnpm@9.15.4+sha512.b2dc20e2fc72b3e18848459b37359a32064663e5627a51e4c74b2c29dd8e8e0491483c3abb40789cfd578bf362fb6ba8261b05f0387d76792ed6e23ea3b1b6a0"
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"packageManager": "pnpm@9.15.4+sha512.b2dc20e2fc72b3e18848459b37359a32064663e5627a51e4c74b2c29dd8e8e0491483c3abb40789cfd578bf362fb6ba8261b05f0387d76792ed6e23ea3b1b6a0",
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"dependencies": {
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"@azure/ai-projects": "1.0.0-beta.4",
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"@azure/identity": "^4.9.0"
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}
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}
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Generated
+417
-22
@@ -7,6 +7,13 @@ settings:
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importers:
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.:
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dependencies:
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'@azure/ai-projects':
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specifier: 1.0.0-beta.4
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version: 1.0.0-beta.4
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'@azure/identity':
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specifier: ^4.9.0
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version: 4.9.0
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devDependencies:
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'@eslint/compat':
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specifier: ^1.2.5
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@@ -16,19 +23,22 @@ importers:
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version: 9.24.0
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'@tailwindcss/typography':
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specifier: ^0.5.15
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version: 0.5.16(tailwindcss@4.1.4)
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'@tailwindcss/vite':
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specifier: ^4.0.0
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eslint:
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@@ -624,6 +701,10 @@ packages:
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||||
'@sveltejs/vite-plugin-svelte-inspector@4.0.1(@sveltejs/vite-plugin-svelte@5.0.3(svelte@5.27.0)(vite@6.3.0(@types/node@22.14.1)(jiti@2.4.2)(lightningcss@1.29.2)))(svelte@5.27.0)(vite@6.3.0(@types/node@22.14.1)(jiti@2.4.2)(lightningcss@1.29.2))':
|
||||
dependencies:
|
||||
'@sveltejs/vite-plugin-svelte': 5.0.3(svelte@5.27.0)(vite@6.3.0(jiti@2.4.2)(lightningcss@1.29.2))
|
||||
'@sveltejs/vite-plugin-svelte': 5.0.3(svelte@5.27.0)(vite@6.3.0(@types/node@22.14.1)(jiti@2.4.2)(lightningcss@1.29.2))
|
||||
debug: 4.4.0
|
||||
svelte: 5.27.0
|
||||
vite: 6.3.0(jiti@2.4.2)(lightningcss@1.29.2)
|
||||
vite: 6.3.0(@types/node@22.14.1)(jiti@2.4.2)(lightningcss@1.29.2)
|
||||
transitivePeerDependencies:
|
||||
- supports-color
|
||||
|
||||
'@sveltejs/vite-plugin-svelte@5.0.3(svelte@5.27.0)(vite@6.3.0(jiti@2.4.2)(lightningcss@1.29.2))':
|
||||
'@sveltejs/vite-plugin-svelte@5.0.3(svelte@5.27.0)(vite@6.3.0(@types/node@22.14.1)(jiti@2.4.2)(lightningcss@1.29.2))':
|
||||
dependencies:
|
||||
'@sveltejs/vite-plugin-svelte-inspector': 4.0.1(@sveltejs/vite-plugin-svelte@5.0.3(svelte@5.27.0)(vite@6.3.0(jiti@2.4.2)(lightningcss@1.29.2)))(svelte@5.27.0)(vite@6.3.0(jiti@2.4.2)(lightningcss@1.29.2))
|
||||
'@sveltejs/vite-plugin-svelte-inspector': 4.0.1(@sveltejs/vite-plugin-svelte@5.0.3(svelte@5.27.0)(vite@6.3.0(@types/node@22.14.1)(jiti@2.4.2)(lightningcss@1.29.2)))(svelte@5.27.0)(vite@6.3.0(@types/node@22.14.1)(jiti@2.4.2)(lightningcss@1.29.2))
|
||||
debug: 4.4.0
|
||||
deepmerge: 4.3.1
|
||||
kleur: 4.1.5
|
||||
magic-string: 0.30.17
|
||||
svelte: 5.27.0
|
||||
vite: 6.3.0(jiti@2.4.2)(lightningcss@1.29.2)
|
||||
vitefu: 1.0.6(vite@6.3.0(jiti@2.4.2)(lightningcss@1.29.2))
|
||||
vite: 6.3.0(@types/node@22.14.1)(jiti@2.4.2)(lightningcss@1.29.2)
|
||||
vitefu: 1.0.6(vite@6.3.0(@types/node@22.14.1)(jiti@2.4.2)(lightningcss@1.29.2))
|
||||
transitivePeerDependencies:
|
||||
- supports-color
|
||||
|
||||
@@ -1745,12 +2037,12 @@ snapshots:
|
||||
postcss-selector-parser: 6.0.10
|
||||
tailwindcss: 4.1.4
|
||||
|
||||
'@tailwindcss/vite@4.1.4(vite@6.3.0(jiti@2.4.2)(lightningcss@1.29.2))':
|
||||
'@tailwindcss/vite@4.1.4(vite@6.3.0(@types/node@22.14.1)(jiti@2.4.2)(lightningcss@1.29.2))':
|
||||
dependencies:
|
||||
'@tailwindcss/node': 4.1.4
|
||||
'@tailwindcss/oxide': 4.1.4
|
||||
tailwindcss: 4.1.4
|
||||
vite: 6.3.0(jiti@2.4.2)(lightningcss@1.29.2)
|
||||
vite: 6.3.0(@types/node@22.14.1)(jiti@2.4.2)(lightningcss@1.29.2)
|
||||
|
||||
'@types/cookie@0.6.0': {}
|
||||
|
||||
@@ -1758,6 +2050,10 @@ snapshots:
|
||||
|
||||
'@types/json-schema@7.0.15': {}
|
||||
|
||||
'@types/node@22.14.1':
|
||||
dependencies:
|
||||
undici-types: 6.21.0
|
||||
|
||||
'@typescript-eslint/eslint-plugin@8.30.1(@typescript-eslint/parser@8.30.1(eslint@9.24.0(jiti@2.4.2))(typescript@5.8.3))(eslint@9.24.0(jiti@2.4.2))(typescript@5.8.3)':
|
||||
dependencies:
|
||||
'@eslint-community/regexpp': 4.12.1
|
||||
@@ -1841,6 +2137,8 @@ snapshots:
|
||||
|
||||
acorn@8.14.1: {}
|
||||
|
||||
agent-base@7.1.3: {}
|
||||
|
||||
ajv@6.12.6:
|
||||
dependencies:
|
||||
fast-deep-equal: 3.1.3
|
||||
@@ -1873,6 +2171,12 @@ snapshots:
|
||||
dependencies:
|
||||
fill-range: 7.1.1
|
||||
|
||||
buffer-equal-constant-time@1.0.1: {}
|
||||
|
||||
bundle-name@4.1.0:
|
||||
dependencies:
|
||||
run-applescript: 7.0.0
|
||||
|
||||
callsites@3.1.0: {}
|
||||
|
||||
chalk@4.1.2:
|
||||
@@ -1912,10 +2216,23 @@ snapshots:
|
||||
|
||||
deepmerge@4.3.1: {}
|
||||
|
||||
default-browser-id@5.0.0: {}
|
||||
|
||||
default-browser@5.2.1:
|
||||
dependencies:
|
||||
bundle-name: 4.1.0
|
||||
default-browser-id: 5.0.0
|
||||
|
||||
define-lazy-prop@3.0.0: {}
|
||||
|
||||
detect-libc@2.0.3: {}
|
||||
|
||||
devalue@5.1.1: {}
|
||||
|
||||
ecdsa-sig-formatter@1.0.11:
|
||||
dependencies:
|
||||
safe-buffer: 5.2.1
|
||||
|
||||
enhanced-resolve@5.18.1:
|
||||
dependencies:
|
||||
graceful-fs: 4.2.11
|
||||
@@ -2110,6 +2427,20 @@ snapshots:
|
||||
|
||||
has-flag@4.0.0: {}
|
||||
|
||||
http-proxy-agent@7.0.2:
|
||||
dependencies:
|
||||
agent-base: 7.1.3
|
||||
debug: 4.4.0
|
||||
transitivePeerDependencies:
|
||||
- supports-color
|
||||
|
||||
https-proxy-agent@7.0.6:
|
||||
dependencies:
|
||||
agent-base: 7.1.3
|
||||
debug: 4.4.0
|
||||
transitivePeerDependencies:
|
||||
- supports-color
|
||||
|
||||
ignore@5.3.2: {}
|
||||
|
||||
import-fresh@3.3.1:
|
||||
@@ -2121,18 +2452,28 @@ snapshots:
|
||||
|
||||
imurmurhash@0.1.4: {}
|
||||
|
||||
is-docker@3.0.0: {}
|
||||
|
||||
is-extglob@2.1.1: {}
|
||||
|
||||
is-glob@4.0.3:
|
||||
dependencies:
|
||||
is-extglob: 2.1.1
|
||||
|
||||
is-inside-container@1.0.0:
|
||||
dependencies:
|
||||
is-docker: 3.0.0
|
||||
|
||||
is-number@7.0.0: {}
|
||||
|
||||
is-reference@3.0.3:
|
||||
dependencies:
|
||||
'@types/estree': 1.0.7
|
||||
|
||||
is-wsl@3.1.0:
|
||||
dependencies:
|
||||
is-inside-container: 1.0.0
|
||||
|
||||
isexe@2.0.0: {}
|
||||
|
||||
jiti@2.4.2: {}
|
||||
@@ -2147,6 +2488,30 @@ snapshots:
|
||||
|
||||
json-stable-stringify-without-jsonify@1.0.1: {}
|
||||
|
||||
jsonwebtoken@9.0.2:
|
||||
dependencies:
|
||||
jws: 3.2.2
|
||||
lodash.includes: 4.3.0
|
||||
lodash.isboolean: 3.0.3
|
||||
lodash.isinteger: 4.0.4
|
||||
lodash.isnumber: 3.0.3
|
||||
lodash.isplainobject: 4.0.6
|
||||
lodash.isstring: 4.0.1
|
||||
lodash.once: 4.1.1
|
||||
ms: 2.1.3
|
||||
semver: 7.7.1
|
||||
|
||||
jwa@1.4.1:
|
||||
dependencies:
|
||||
buffer-equal-constant-time: 1.0.1
|
||||
ecdsa-sig-formatter: 1.0.11
|
||||
safe-buffer: 5.2.1
|
||||
|
||||
jws@3.2.2:
|
||||
dependencies:
|
||||
jwa: 1.4.1
|
||||
safe-buffer: 5.2.1
|
||||
|
||||
keyv@4.5.4:
|
||||
dependencies:
|
||||
json-buffer: 3.0.1
|
||||
@@ -2215,10 +2580,22 @@ snapshots:
|
||||
|
||||
lodash.castarray@4.4.0: {}
|
||||
|
||||
lodash.includes@4.3.0: {}
|
||||
|
||||
lodash.isboolean@3.0.3: {}
|
||||
|
||||
lodash.isinteger@4.0.4: {}
|
||||
|
||||
lodash.isnumber@3.0.3: {}
|
||||
|
||||
lodash.isplainobject@4.0.6: {}
|
||||
|
||||
lodash.isstring@4.0.1: {}
|
||||
|
||||
lodash.merge@4.6.2: {}
|
||||
|
||||
lodash.once@4.1.1: {}
|
||||
|
||||
magic-string@0.30.17:
|
||||
dependencies:
|
||||
'@jridgewell/sourcemap-codec': 1.5.0
|
||||
@@ -2248,6 +2625,13 @@ snapshots:
|
||||
|
||||
natural-compare@1.4.0: {}
|
||||
|
||||
open@10.1.1:
|
||||
dependencies:
|
||||
default-browser: 5.2.1
|
||||
define-lazy-prop: 3.0.0
|
||||
is-inside-container: 1.0.0
|
||||
is-wsl: 3.1.0
|
||||
|
||||
optionator@0.9.4:
|
||||
dependencies:
|
||||
deep-is: 0.1.4
|
||||
@@ -2361,6 +2745,8 @@ snapshots:
|
||||
'@rollup/rollup-win32-x64-msvc': 4.40.0
|
||||
fsevents: 2.3.3
|
||||
|
||||
run-applescript@7.0.0: {}
|
||||
|
||||
run-parallel@1.2.0:
|
||||
dependencies:
|
||||
queue-microtask: 1.2.3
|
||||
@@ -2369,6 +2755,8 @@ snapshots:
|
||||
dependencies:
|
||||
mri: 1.2.0
|
||||
|
||||
safe-buffer@5.2.1: {}
|
||||
|
||||
semver@7.7.1: {}
|
||||
|
||||
set-cookie-parser@2.7.1: {}
|
||||
@@ -2452,6 +2840,8 @@ snapshots:
|
||||
dependencies:
|
||||
typescript: 5.8.3
|
||||
|
||||
tslib@2.8.1: {}
|
||||
|
||||
type-check@0.4.0:
|
||||
dependencies:
|
||||
prelude-ls: 1.2.1
|
||||
@@ -2468,13 +2858,17 @@ snapshots:
|
||||
|
||||
typescript@5.8.3: {}
|
||||
|
||||
undici-types@6.21.0: {}
|
||||
|
||||
uri-js@4.4.1:
|
||||
dependencies:
|
||||
punycode: 2.3.1
|
||||
|
||||
util-deprecate@1.0.2: {}
|
||||
|
||||
vite@6.3.0(jiti@2.4.2)(lightningcss@1.29.2):
|
||||
uuid@8.3.2: {}
|
||||
|
||||
vite@6.3.0(@types/node@22.14.1)(jiti@2.4.2)(lightningcss@1.29.2):
|
||||
dependencies:
|
||||
esbuild: 0.25.2
|
||||
fdir: 6.4.3(picomatch@4.0.2)
|
||||
@@ -2483,13 +2877,14 @@ snapshots:
|
||||
rollup: 4.40.0
|
||||
tinyglobby: 0.2.12
|
||||
optionalDependencies:
|
||||
'@types/node': 22.14.1
|
||||
fsevents: 2.3.3
|
||||
jiti: 2.4.2
|
||||
lightningcss: 1.29.2
|
||||
|
||||
vitefu@1.0.6(vite@6.3.0(jiti@2.4.2)(lightningcss@1.29.2)):
|
||||
vitefu@1.0.6(vite@6.3.0(@types/node@22.14.1)(jiti@2.4.2)(lightningcss@1.29.2)):
|
||||
optionalDependencies:
|
||||
vite: 6.3.0(jiti@2.4.2)(lightningcss@1.29.2)
|
||||
vite: 6.3.0(@types/node@22.14.1)(jiti@2.4.2)(lightningcss@1.29.2)
|
||||
|
||||
which@2.0.2:
|
||||
dependencies:
|
||||
|
||||
@@ -0,0 +1,47 @@
|
||||
import { DefaultAzureCredential } from '@azure/identity';
|
||||
import { AIProjectsClient } from '@azure/ai-projects';
|
||||
import { rubricMatcherTool } from '../tools/rubricMatcherTool';
|
||||
import { essayAnalyzerTool } from '../tools/essayAnalyzerTool';
|
||||
import { ToolUtility } from '@azure/ai-projects';
|
||||
import { AI_FOUNDRY_PROJECT_CONNECTION_STRING, AI_MODEL } from '$env/static/private';
|
||||
|
||||
const connectionString = AI_FOUNDRY_PROJECT_CONNECTION_STRING;
|
||||
if (!connectionString) {
|
||||
throw new Error('AI_FOUNDRY_PROJECT_CONNECTION_STRING is not set in environment variables');
|
||||
}
|
||||
|
||||
const aiModel = AI_MODEL || '';
|
||||
if (!connectionString) {
|
||||
throw new Error('AI_MODEL is not set in environment variables');
|
||||
}
|
||||
|
||||
const client = AIProjectsClient.fromConnectionString(
|
||||
connectionString,
|
||||
new DefaultAzureCredential()
|
||||
);
|
||||
|
||||
const codeInterpreterTool = ToolUtility.createCodeInterpreterTool([]);
|
||||
|
||||
const tools = [codeInterpreterTool.definition, rubricMatcherTool.definition, essayAnalyzerTool.definition];
|
||||
|
||||
const instructions = "You are a helpful agent that can assist with providing feedback on a student's work for a teacher.";
|
||||
|
||||
const toolResources = {
|
||||
...codeInterpreterTool.resources,
|
||||
matchRubric: {},
|
||||
analyzeEssay: {}
|
||||
};
|
||||
|
||||
const agent = await client.agents.createAgent(aiModel, {
|
||||
name: `agent-assessment-feedback`,
|
||||
instructions,
|
||||
temperature: 0.5,
|
||||
tools,
|
||||
toolResources,
|
||||
|
||||
requestOptions: {
|
||||
headers: { "x-ms-enable-preview": "true" },
|
||||
},
|
||||
});
|
||||
|
||||
export { client, agent };
|
||||
@@ -0,0 +1,13 @@
|
||||
import { ToolUtility } from '@azure/ai-projects';
|
||||
|
||||
export const essayAnalyzerTool = ToolUtility.createFunctionTool({
|
||||
name: 'analyzeEssay',
|
||||
description: 'Analyzes an essay for structure, argument, and evidence.',
|
||||
parameters: {
|
||||
type: 'object',
|
||||
properties: {
|
||||
essay: { type: 'string', description: 'The essay text' }
|
||||
},
|
||||
required: ['essay']
|
||||
}
|
||||
});
|
||||
@@ -0,0 +1,14 @@
|
||||
import { ToolUtility } from '@azure/ai-projects';
|
||||
|
||||
export const rubricMatcherTool = ToolUtility.createFunctionTool({
|
||||
name: 'matchRubric',
|
||||
description: 'Matches a submission to a rubric and returns a score/criteria breakdown.',
|
||||
parameters: {
|
||||
type: 'object',
|
||||
properties: {
|
||||
submission: { type: 'string', description: 'The student submission text' },
|
||||
rubric: { type: 'string', description: 'The rubric criteria' }
|
||||
},
|
||||
required: ['submission', 'rubric']
|
||||
}
|
||||
});
|
||||
+154
-60
@@ -1,4 +1,5 @@
|
||||
import type { OpenAIResponse } from './types';
|
||||
import { client, agent } from '../agent/services/agentService';
|
||||
import type { MessageTextContentOutput, ToolOutput } from '@azure/ai-projects';
|
||||
|
||||
const OPENAI_API_KEY = process.env['AZURE_OPENAI_API_KEY'];
|
||||
const OPENAI_ENDPOINT = process.env['AZURE_OPENAI_ENDPOINT'];
|
||||
@@ -26,69 +27,162 @@ Follow these steps:
|
||||
6. Suggest to the teacher one way to support this student in the next lesson.
|
||||
7. Show your reasoning step by step (chain-of-thought).
|
||||
|
||||
RESPONSE FORMAT:
|
||||
Grade: <number>/10
|
||||
Strengths: <text>
|
||||
Areas for Improvement: <text>
|
||||
Individualized Activity: <text>
|
||||
Reflection Question: <text>
|
||||
Teacher Suggestion: <text>
|
||||
Reasoning: <step-by-step explanation>`;
|
||||
RESPONSE FORMAT (respond with a single JSON object, no extra text):
|
||||
|
||||
{
|
||||
"grade": "<number or string, e.g. 8/10 or 8>",
|
||||
"strengths": "<text>",
|
||||
"areas_for_improvement": "<text>",
|
||||
"individualized_activity": "<text>",
|
||||
"reflection_question": "<text>",
|
||||
"teacher_suggestion": "<text>",
|
||||
"reasoning": "<step-by-step explanation>"
|
||||
}
|
||||
|
||||
export async function gradeWithOpenAI(submission: string, task: string): Promise<OpenAIResponse> {
|
||||
if (!OPENAI_API_KEY || !OPENAI_ENDPOINT) {
|
||||
// Fallback for local/demo mode
|
||||
return {
|
||||
grade: '7/10',
|
||||
strengths: 'Clear argument and good evidence (in response to the task: ' + task + ").",
|
||||
areas_for_improvement: 'Needs deeper analysis and more examples.',
|
||||
individualized_activity: 'Write a paragraph expanding on your main point and provide two additional examples to support your argument.',
|
||||
reflection_question: 'What was the most challenging part of this assignment for you, and why?',
|
||||
teacher_suggestion: 'In the next lesson, review how to develop arguments with supporting evidence and provide a model answer for comparison.',
|
||||
reasoning: 'The submission demonstrates a good structure and evidence, but lacks depth and breadth of analysis. The activity and suggestions are designed to target this gap.'
|
||||
};
|
||||
}
|
||||
Respond ONLY with the JSON object, with no preamble or explanation.
|
||||
`;
|
||||
}
|
||||
|
||||
const prompt = buildGradingPrompt(submission, task);
|
||||
|
||||
const res = await fetch(`${OPENAI_ENDPOINT}/openai/deployments/${OPENAI_DEPLOYMENT}/chat/completions?api-version=2024-02-15-preview`, {
|
||||
method: 'POST',
|
||||
headers: {
|
||||
'Content-Type': 'application/json',
|
||||
'api-key': OPENAI_API_KEY
|
||||
},
|
||||
body: JSON.stringify({
|
||||
messages: [
|
||||
{ role: 'system', content: 'You are a helpful, fair, and transparent grading assistant.' },
|
||||
{ role: 'user', content: prompt }
|
||||
],
|
||||
max_tokens: 500,
|
||||
temperature: 0.2,
|
||||
stream: false
|
||||
})
|
||||
});
|
||||
|
||||
if (!res.ok) throw new Error('OpenAI API error');
|
||||
const data = await res.json();
|
||||
const content = data.choices?.[0]?.message?.content || '';
|
||||
|
||||
// Parse the response using regex
|
||||
const gradeMatch = content.match(/Grade:\s*(.*)/i);
|
||||
const strengthsMatch = content.match(/Strengths:\s*([\s\S]*?)Areas for Improvement:/i);
|
||||
const improvementMatch = content.match(/Areas for Improvement:\s*([\s\S]*?)Individualized Activity:/i);
|
||||
const activityMatch = content.match(/Individualized Activity:\s*([\s\S]*?)Reflection Question:/i);
|
||||
const reflectionMatch = content.match(/Reflection Question:\s*([\s\S]*?)Teacher Suggestion:/i);
|
||||
const teacherSuggestionMatch = content.match(/Teacher Suggestion:\s*([\s\S]*?)Reasoning:/i);
|
||||
const reasoningMatch = content.match(/Reasoning:\s*([\s\S]*)/i);
|
||||
export type OpenAIResponse = {
|
||||
grade: string;
|
||||
strengths: string;
|
||||
areas_for_improvement: string;
|
||||
individualized_activity: string;
|
||||
reflection_question: string;
|
||||
teacher_suggestion: string;
|
||||
reasoning: string;
|
||||
};
|
||||
|
||||
function fallbackGrade(submission: string, task: string): OpenAIResponse {
|
||||
console.log('using fallback');
|
||||
return {
|
||||
grade: gradeMatch?.[1]?.trim() || '',
|
||||
strengths: strengthsMatch?.[1]?.trim() || '',
|
||||
areas_for_improvement: improvementMatch?.[1]?.trim() || '',
|
||||
individualized_activity: activityMatch?.[1]?.trim() || '',
|
||||
reflection_question: reflectionMatch?.[1]?.trim() || '',
|
||||
teacher_suggestion: teacherSuggestionMatch?.[1]?.trim() || '',
|
||||
reasoning: reasoningMatch?.[1]?.trim() || ''
|
||||
grade: '7/10',
|
||||
strengths: 'Clear argument and good evidence (in response to the task: ' + task + ").",
|
||||
areas_for_improvement: 'Needs deeper analysis and more examples.',
|
||||
individualized_activity: 'Write a paragraph expanding on your main point and provide two additional examples to support your argument.',
|
||||
reflection_question: 'What was the most challenging part of this assignment for you, and why?',
|
||||
teacher_suggestion: 'In the next lesson, review how to develop arguments with supporting evidence and provide a model answer for comparison.',
|
||||
reasoning: 'The submission demonstrates a good structure and evidence, but lacks depth and breadth of analysis. The activity and suggestions are designed to target this gap.'
|
||||
};
|
||||
}
|
||||
|
||||
export async function gradeSubmissionWithAgent(submission: string, task: string): Promise<OpenAIResponse> {
|
||||
try {
|
||||
if (!client || !agent) throw new Error('Agent not available');
|
||||
|
||||
// 1. Create a new thread
|
||||
const thread = await client.agents.createThread();
|
||||
|
||||
// 2. Add a message to the thread
|
||||
await client.agents.createMessage(thread.id, {
|
||||
role: 'user',
|
||||
content: buildGradingPrompt(submission, task)
|
||||
});
|
||||
|
||||
// 3. Run the agent
|
||||
const run = await client.agents.createRun(thread.id, agent.id, {});
|
||||
|
||||
// 4. Poll for run completion
|
||||
let runResult;
|
||||
for (let i = 0; i < 60; i++) { // up to ~60 seconds
|
||||
runResult = await client.agents.getRun(thread.id, run.id);
|
||||
console.log('Agent run status:', runResult.status);
|
||||
|
||||
if (runResult.status === 'completed') break;
|
||||
if (runResult.status === 'failed') {
|
||||
const messages = await client.agents.listMessages(thread.id);
|
||||
const agentMessage = messages.data.find((m: { role: string; content: any[] }) => m.role === 'agent');
|
||||
let errorText = '';
|
||||
if (agentMessage && Array.isArray(agentMessage.content) && agentMessage.content.length > 0) {
|
||||
const contentItem = agentMessage.content[0];
|
||||
if (contentItem.type === 'text' && contentItem.text && typeof contentItem.text.value === 'string') {
|
||||
errorText = contentItem.text.value;
|
||||
} else if (typeof contentItem.value === 'string') {
|
||||
errorText = contentItem.value;
|
||||
}
|
||||
}
|
||||
throw new Error(`Agent run failed. Status: failed. Message: ${errorText}`);
|
||||
}
|
||||
|
||||
// Handle tool calls if agent requires action
|
||||
if (runResult.status === 'requires_action' && runResult.requiredAction?.submitToolOutputs.toolCalls) {
|
||||
const toolCalls = runResult.requiredAction.submitToolOutputs.toolCalls;
|
||||
const toolOutputs: ToolOutput[] = await Promise.all(toolCalls.map(async (call: any) => {
|
||||
let output = '';
|
||||
const args = JSON.parse(call.function.arguments);
|
||||
|
||||
if (
|
||||
call.function.name === 'matchRubric' ||
|
||||
call.function.name === 'analyzeEssay'
|
||||
) {
|
||||
// LLM will handle the tool logic, just submit empty output
|
||||
output = '';
|
||||
} else {
|
||||
output = `Unknown tool: ${call.function.name}`;
|
||||
}
|
||||
|
||||
return {
|
||||
toolCallId: call.id,
|
||||
output: typeof output === 'string' ? output : JSON.stringify(output)
|
||||
};
|
||||
}));
|
||||
await client.agents.submitToolOutputsToRun(thread.id, run.id, toolOutputs);
|
||||
}
|
||||
|
||||
await new Promise(res => setTimeout(res, 1000));
|
||||
}
|
||||
if (!runResult || runResult.status !== 'completed') {
|
||||
const messages = await client.agents.listMessages(thread.id);
|
||||
const agentMessage = messages.data.find((m: { role: string; content: any[] }) => m.role === 'agent');
|
||||
let errorText = '';
|
||||
if (agentMessage && Array.isArray(agentMessage.content) && agentMessage.content.length > 0) {
|
||||
const contentItem = agentMessage.content[0];
|
||||
if (contentItem.type === 'text' && contentItem.text && typeof contentItem.text.value === 'string') {
|
||||
errorText = contentItem.text.value;
|
||||
} else if (typeof contentItem.value === 'string') {
|
||||
errorText = contentItem.value;
|
||||
}
|
||||
}
|
||||
throw new Error(`Agent run did not complete in time. Last status: ${runResult?.status}. Last message: ${errorText}`);
|
||||
}
|
||||
|
||||
// 5. Get agent's feedback message
|
||||
const messages = await client.agents.listMessages(thread.id);
|
||||
const agentMessage = messages.data.find((m: { role: string; content: any[] }) => m.role === 'assistant');
|
||||
// Safely extract text content from agent message
|
||||
let text = '';
|
||||
if (agentMessage && Array.isArray(agentMessage.content) && agentMessage.content.length > 0) {
|
||||
const contentItem = agentMessage.content[0];
|
||||
if (contentItem.type === 'text' && 'text' in contentItem) {
|
||||
text = (contentItem as MessageTextContentOutput).text.value;
|
||||
} else if ('value' in contentItem && typeof (contentItem as any).value === 'string') {
|
||||
text = (contentItem as any).value;
|
||||
}
|
||||
}
|
||||
|
||||
// 6. Parse agent's response into OpenAIResponse format
|
||||
let parsed: OpenAIResponse | null = null;
|
||||
try {
|
||||
parsed = JSON.parse(text);
|
||||
} catch (err) {
|
||||
console.error(err);
|
||||
}
|
||||
if (parsed && typeof parsed === 'object' && parsed.grade) {
|
||||
return parsed;
|
||||
}
|
||||
// If parsing fails, return raw text in reasoning
|
||||
return {
|
||||
grade: '',
|
||||
strengths: '',
|
||||
areas_for_improvement: '',
|
||||
individualized_activity: '',
|
||||
reflection_question: '',
|
||||
teacher_suggestion: '',
|
||||
reasoning: text || 'No feedback generated.'
|
||||
};
|
||||
} catch (err) {
|
||||
console.error(err);
|
||||
// Fallback to local/demo logic
|
||||
return fallbackGrade(submission, task);
|
||||
}
|
||||
}
|
||||
|
||||
@@ -1,6 +1,6 @@
|
||||
import type { RequestHandler } from '@sveltejs/kit';
|
||||
import type { RequestEvent } from '@sveltejs/kit';
|
||||
import { gradeWithOpenAI } from '$lib/utils/ai';
|
||||
import { gradeSubmissionWithAgent } from '$lib/utils/ai';
|
||||
|
||||
export const POST: RequestHandler = async (event: RequestEvent) => {
|
||||
try {
|
||||
@@ -28,8 +28,8 @@ export const POST: RequestHandler = async (event: RequestEvent) => {
|
||||
return new Response(JSON.stringify({ error: 'No valid input provided.' }), { status: 400 });
|
||||
}
|
||||
|
||||
// Call the AI grading agent
|
||||
const aiResult = await gradeWithOpenAI(submission, task.trim());
|
||||
// Call the AI grading agent with threading and fallback
|
||||
const aiResult = await gradeSubmissionWithAgent(submission, task.trim());
|
||||
|
||||
return new Response(JSON.stringify({
|
||||
success: true,
|
||||
|
||||
Reference in New Issue
Block a user