# Moving the free LinkedIn writer onto the agent skill system, against a measured baseline ## Situation The free LinkedIn writer is the first thing visitors from our outreach post use, and it still

# Rebuilt the marketing site on the design system and shipped the approved homepage copy ## Situation qwestly.com is the top of the member funnel, and it had drifted from both the brand and the desi

# 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

# 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

# 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

# Shipped the role fit assessment on hire matching's own scorer, with eval baselines ## Situation Members bring jobs they found elsewhere and ask their agent "am I a fit?". Phase 1 could save a role

…w. The harness doesn't care which model is behind it. **4. Quality contracts** The contract system enforces non-negotiable beh…

…loading. | | **software-architecture** | inline | Guide for quality-focused software architecture design and coding. | | **svg-…

…black hair, blue eye), <lora:audrey_kawasaki:0.8> * Low quality,Bad composition,Faded,(Photo:1.5),(Frame:1.3),watermark,sig…

…idea adoption depends on influence dynamics as much as idea quality. ## Key takeaways - Strong ideas need strategic delivery,…

…m Line The leverage in agent-first development isn't prompt quality — it's the **harness** around the agent: repo structure, la…

…capability and visibility over resume optimization. Resume quality still matters at a minimum level, but sustained public proo…

…oblem to have**. It means the harness is working. ### Code quality went up, not down Counterintuitive: agent-generated code i…

…an, implement across multiple repos, self-review against 18 quality checklists, debug end-to-end with browser access, and link…

…gic errors, unhandled errors, dead code that misleads | | **Quality** | "code quality", "architecture", "tech debt", "code smel…