research-loop
SolidOrchestrates survey-architect, feedback-synthesizer, and research-reporter as an iterative research loop that routes back upstream when a downstream step can't proceed cleanly, with per-study state and a per-product longitudinal benchmark. Use this as the single entry point for any UX research task — a new study, raw data to make sense of, or a report to write — rather than calling the three skills directly. Trigger when someone starts a new research study, pastes raw feedback/survey data without a study already in motion, or asks to "run the research loop."
Install
Quality Score: 85/100
Skill Content
Details
- Author
- ommakes
- Repository
- ommakes/Skills
- Created
- 6 months ago
- Last Updated
- today
- Language
- HTML
- License
- MIT
Similar Skills
Semantically similar based on skill content — not just same category
research-loop
Run autonomous, metric-driven experiments on a version-controlled implementation against a fixed trusted evaluation harness. Use when the user asks to improve eval pass rate, benchmark score, prompt or policy quality, performance, cost, or another measurable outcome through repeated hypothesis, change, evaluate, and keep-or-discard cycles. Protect generalization with holdout gates, immutable evidence provenance, and replay-safe recovery. Reject hardcoded cases, benchmark leakage, scenario-specific patches, and harness gaming. Do not use for one-off debugging, ordinary test fixing, or Agent Skill artifact optimization.
loop-engineering
Use to design or add a new bounded loop to the kit's SDLC orchestration ("design a new loop", "is this worth a loop"), or mentions the Karpathy loop / autoresearch / hill-climb / search-and-select prompt or parameter tuning. NOT for a one-off in-session Stop-hook goal (use goal-craft), NOT for the debug loop (already exists, use /kit:debug), NOT for building the loop's actual code.
learning-loop
(Industry standard: Loop Agent / Single Agent) Primary Use Case: Self-contained research, content generation, and exploration where no inner delegation is required. Self-directed research and knowledge capture loop. Use when: starting a session (Orientation), performing research (Synthesis), or closing a session (Seal, Persist, Retrospective). Ensures knowledge survives across isolated agent sessions.