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Automatic Permit Expiration Alerts & AI Error Reporting in VS (NestJS + Next.js)

Automatic Permit Expiration Alerts & AI Error Reporting in VS (NestJS + Next.js) TL;DR: I added a new priority‑actions endpoint that flags construction permits expiring in ≤30 days, wired it to the…

  • New "Priority‑Actions" endpoint alerts permits expiring in 30 days.
  • Integrated AI error reporting via Sentry for Groq LLM service stability.
  • CI pipeline updated with Husky and Pre‑push hooks to enforce code quality.

Hash Indexes: What they are and their limitations

Hash indexes are a type of database index used to speed up lookups by key. They are commonly implemented using a hash table, which uses hash function to map keys to locations where their corresponding…

  • Hash indexes speed up lookups by key using hash functions and tables.
  • They maintain hash tables in memory for fast access but can be memory-intensive.
  • Hash indexes lack efficient range query support and require WAL for crash recovery.

Meta Muse security: a Mac zero-day and a 6.8 GB filesystem export

Meta Muse, the personal AI agent Meta announced on September 8, had a bad Monday. Patrick Wardle disclosed a zero-day in the Muse Mac app that hands the account token to anyone who can run one…

  • Meta's Muse Mac app has zero-day exploit allowing account takeover
  • Muse exposed 6.8 GB of Linux sandbox filesystem, including internal docs
  • AI agent's permissions and data access need careful consideration

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