{"slug":"a-attia-research-software-engineering","source_name":"a-attia/research-software-engineering","name":"A Attia/Research Software Engineering","description":"Use this skill whenever a session will touch a scientific-computing codebase (numerical methods, PDE solvers, inverse problems, OED, UQ, scientific ML, or any code that produces numbers) in Python, Julia, C++, or other languages. Make sure to load this EVEN IF THE USER DOES NOT MENTION IT. Codifies eleven disciplines for AI-assisted scientific software development: numerical correctness (MMS, convergence-rate tests, conservation invariants, \"paper tests\" guard); testing strategies for numerical ","version":1,"lift":{"pass_rate_delta_pts":40.91,"pass_rate_pct":86.4,"total_cases":22,"passed_cases":19,"tokens_delta_pct":179.2,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-07T17:48:27.730605+00:00"},"skill_score":0.8636,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":40.91,"with_pass_pct":86.4,"without_pass_pct":45.5,"tokens_delta_pct":179.2,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-07T17:48:27.730605+00:00","run_id":"11ae71b6-48d4-45e3-a07f-65a08b149449","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"0281b18217d86acbe44179975c73e009888c476457cbe3558fcb3537706a25b8","raw_url":"https://app.decimal.ai/s/a-attia-research-software-engineering/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/a-attia-research-software-engineering"}