# Made what members say in the briefing reach chat (deal-breakers, goals, story) ## Situation After the onboarding briefing, chat told members it had nothing on file about their deal-breakers or wha

# Made agent eval runs survive code edits and refuse stale prompts ## Situation Agent evals (`evals/eval run`) ran inside the local dev agent server, which hot-reloads on every `.py` edit. Iterating

# Cleared duplicate and undated saved roles blocking existing members' briefing ## Situation Before inviting existing members into the new briefing, a census of production found 49 of the 193 real m

# Verified and closed hire dependency security updates ## Situation Hire's installed dependency tree included a DOMPurify detached-subtree XSS advisory. Dependency updates needed verification agains

# Restored job-posting extraction that was silently reading postings as blank ## Situation The shared job extractor turns a posting into structured requirements for both hiring ingestion (a hiring m

# Kept Vietnamese-language LinkedIn scrapes out of members' profiles ## Situation From 2026-09-26 our LinkedIn data vendor (RapidAPI) began returning some profiles scraped from a Vietnamese-language

# Extended SOC 2 log retention from one app to all four member-data apps ## Situation Vercel Pro keeps runtime logs only briefly, so SOC 2 log retention depended on a 2025 log drain into a dead "mon

# Made job links from boards that block us (Indeed) readable in role fit and hiring ingestion ## Situation Role fit, hiring ingestion and the internal web-fetch tool all read a pasted job link throu

…Level`, `appendEntry` - Events: session, tool, prompt/turn, reliability signals ### Custom Tools - Model-callable functions with Z…

…dy to discuss serving, monitoring, retraining triggers, and reliability in production. 5. **SQL + data wrangling basics** Practica…

…├── PLANS.md ├── PRODUCT_SENSE.md ├── QUALITY_SCORE.md ├── RELIABILITY.md └── SECURITY.md ``` Design documentation is catalogued…