Hands-on prompt engineering and LLM evaluation. Built around a diagnose-then-ship loop: forensic transcript critique ▎ that names the exact failure mode, paired with a fixer that produces complete, deployment-ready rewrites — not ▎ vague advice.
"Rockstar" and "fast-paced" repel top candidates. Requiring a degree for a role that doesn't need one cuts 65% of the US workforce. Missing a salary range violates laws in 18 states — fines up to $250K. Paste your job post. Get a bias report, salary compliance check, repellent phrase detection, and an optimized version with a before/after score. HIRE framework: Hidden bias · Information completeness · Readability · Engagement. Every change explained.
Turn pasted incident notes into a factual postmortem draft with a timeline, evidence ledger, bounded causal analysis, and follow-up plan that leaves unknowns visible.
Upload pg_stat_activity and pg_locks CSVs. Get blocker chains, long transactions, a 15-minute action plan, and a reviewed cancel-versus-terminate record.
Keep a scheduled job alive across restarts, prove it actually ran, and get told when it didn't. The assistant's built-in scheduler is session-only and expires in seven days, so anything you set to run daily dies quietly. This covers where the schedule really belongs, the environment differences that make a scheduled command run and do nothing, how to make a job prove it is still alive, and the guard a screen-touching job needs.
Cold outreach gets ignored because it's too long, all about you, and could've been sent to anyone. This agent fixes that. Paste rough notes — or just a LinkedIn profile or company URL — and get a short, personalized message built around the single strongest angle for that prospect, plus subject lines and follow-ups. Not landing? Improve mode diagnoses your dead message and rewrites it. Email, LinkedIn, DMs — any language. Built to earn a reply, not sound like a sales bot.
Get to the root of why loadbearing instructions fail You get the Drop Table, a plain-English root cause, a rebuild, and a scoreboard you keep