Running Vale across on the following files affected by this PR:

- README.md
- guides/projects/private-rag-bot.mdx
- guides/projects/private-research-agent.mdx
- guides/projects/security-code-reviewer.mdx

Attempting to initialize Vale linter...
No customer vale configuration detected. Using Mintlify's default configuration.
Attempting to run Vale spellcheck...
Vale spellcheck completed successfully.

guides/projects/private-rag-bot.mdx:
	- 4:54       Did you really mean 'Qdrant'?
	- 5:99       Did you really mean 'Qdrant'?
	- 17:107     Did you really mean 'Qdrant'?
	- 38:47      Did you really mean 'Qdrant'?
	- 47:97      Did you really mean 'Qdrant's'?
	- 112:28     Did you really mean 'Qdrant'?
	- 123:5      Did you really mean 'Qdrant'?
	- 129:62     Did you really mean 'Qdrant'?
	- 131:54     Did you really mean 'Qdrant'?
	- 137:94     Did you really mean 'Qdrant'?
	- 137:266    Did you really mean 'Qdrant'?
	- 225:23     Did you really mean 'Qdrant'?
	- 227:35     Did you really mean 'Qdrant'?
	- 257:19     Did you really mean 'UUIDs'?
	- 261:63     Did you really mean 'Qdrant'?
	- 372:17     Did you really mean 'Qdrant'?
	- 411:46     Did you really mean 'Qdrant'?
	- 412:35     Did you really mean 'Qdrant'?
	- 414:62     Did you really mean 'Qdrant'?
	- 443:3      Did you really mean 'Qdrant'?
	- 444:3      Did you really mean 'Qdrant'?
	- 444:65     Did you really mean 'Qdrant'?
	- 447:75     Did you really mean 'Qdrant'?
	- 456:3      Did you really mean 'Qdrant'?
	- 459:46     Did you really mean 'Qdrant'?
	- 459:143    Did you really mean 'Qdrant'?
	- 465:37     Did you really mean 'PDFs'?

guides/projects/private-research-agent.mdx:
	- 35:64       Did you really mean 'arXiv'?
	- 38:28       Did you really mean 'auditable'?
	- 46:4        Did you really mean 'Deduplicate'?
	- 54:284      Did you really mean 'arXiv'?
	- 203:36      Did you really mean 'dataclasses'?
	- 446:186     Did you really mean 'arXiv's'?
	- 515:5       Did you really mean 'arXiv'?
	- 677:25      Did you really mean 'auditability'?
	- 757:24      Did you really mean 'dataclasses'?
	- 871:91      Did you really mean 'dedupe'?
	- 871:135     Did you really mean 'dedupe'?
	- 1102:133    Did you really mean 'PDFs'?
	- 1532:6      Did you really mean 'auditable'?
	- 1570:95     Did you really mean 'arXiv'?
	- 1587:163    Did you really mean 'dedupe'?
	- 1589:28     Did you really mean 'canonicalization'?
	- 1639:14     Did you really mean 'allowlists'?
	- 1650:103    Did you really mean 'auditable'?

guides/projects/security-code-reviewer.mdx:
	- 5:181       Did you really mean 'Pydantic'?
	- 15:220      Did you really mean 'hardcoded'?
	- 17:53       Did you really mean 'LLMs'?
	- 33:3        Did you really mean 'Pydantic'?
	- 37:3        Did you really mean 'Chainer'?
	- 38:13       Did you really mean 'validator'?
	- 40:40       Did you really mean 'Typer'?
	- 47:66       Did you really mean 'Chainer'?
	- 53:290      Did you really mean 'Chainer'?
	- 55:102      Did you really mean 'validator'?
	- 55:486      Did you really mean 'Chainer'?
	- 61:26       Did you really mean 'Pydantic'?
	- 168:235     Did you really mean 'Chainer'?
	- 169:163     Did you really mean 'monkeypatching'?
	- 173:26      Did you really mean 'Pydantic'?
	- 173:65      Did you really mean 'dicts'?
	- 263:52      Did you really mean 'Chainer'?
	- 267:226     Did you really mean 'ast'?
	- 269:129     Did you really mean 'Chainer'?
	- 271:70      Did you really mean 'Pydantic'?
	- 447:32      Did you really mean 'Chainer'?
	- 532:212     Did you really mean 'hardcoded'?
	- 532:280     Did you really mean 'deserialization'?
	- 537:85      Did you really mean 'Chainer's'?
	- 615:20      Did you really mean 'deserialise'?
	- 615:72      Did you really mean 'Pydantic'?
	- 636:54      Did you really mean 'Chainer'?
	- 715:128     Did you really mean 'Chainer's'?
	- 746:16      Did you really mean 'Chainer'?
	- 748:5       Did you really mean 'Chainer'?
	- 755:5       Did you really mean 'Chainer'?
	- 818:91      Did you really mean 'Chainer'?
	- 820:113     Did you really mean 'Chainer'?
	- 842:211     Did you really mean 'Chainer'?
	- 903:355     Did you really mean 'Chainer'?
	- 905:56      Did you really mean 'deserialise'?
	- 905:97      Did you really mean 'Pydantic'?
	- 992:70      Did you really mean 'Chainer'?
	- 999:178     Did you really mean 'Chainer'?
	- 1101:1      Did you really mean 'Autoescape'?
	- 1105:81     Did you really mean 'Typer'?
	- 1231:320    Did you really mean 'Pydantic'?
	- 1296:52     Did you really mean 'validator'?
	- 1322:63     Did you really mean 'Chainer'?
	- 1322:179    Did you really mean 'Chainer'?
	- 1382:13     Did you really mean 'is_safe_url'?
	- 1405:25     Did you really mean 'virtualenv'?
	- 1428:116    Did you really mean 'Chainer'?
	- 1430:177    Did you really mean 'Chainer'?
	- 1431:70     Did you really mean 'allowlist'?
	- 1431:197    Did you really mean 'IPs'?
	- 1442:129    Did you really mean 'validator'?
	- 1442:323    Did you really mean 'Chainer'?
	- 1449:64     Did you really mean 'Patcher'?
	- 1449:107    Did you really mean 'defangs'?
	- 1452:22     Did you really mean 'Chainer'?
	- 1452:64     Did you really mean 'Chainer'?
	- 1453:242    Did you really mean 'Chainer's'?


Found 103 suggested changes across 3 files in 946.33ms