cisco-foundation-ai/fully-automated-prompt-optimization
Agent Claude Code
Autonomous K8s namespace operator — inspects resources, tracks usage, cleans up stale pods, and launches workloads. TRIGGER when: K8s resource status, cleanup, launching workloads, pod health, resource usage, namespace overview. DO NOT TRIGGER when: running evals (use eval-runner), prompt optimization (use…
cisco-foundation-ai/fully-automated-prompt-optimization
Agent Claude Code
Optimize eval scores across all granularities: prompt text, chain parameters, and chain structure. TRIGGER when: user wants to improve prompts, analyze eval failures, iterate on prompt quality, optimize prompt variants, fix failing eval checks, do prompt engineering, optimize chain architecture, adjust retrieval/model…
cisco-foundation-ai/fully-automated-prompt-optimization
Agent Claude Code
Full PR lifecycle agent — creates, self-reviews, simplifies, addresses review comments, and loops until the PR is ready for merge. TRIGGER when: user wants to create a PR, review a PR, address PR comments, simplify a PR, make a PR mergeable, or prepare a branch for merge. DO NOT TRIGGER when: user wants to run evals…
cisco-foundation-ai/fully-automated-prompt-optimization
Agent Claude Code
Post-eval failure analysis subagent. Partitions failures by optimization level (prompt vs structural) using rule-based heuristics and LLM-based deep analysis. Internal subagent — invoked by the optimization orchestrator after each eval run.
cisco-foundation-ai/fully-automated-prompt-optimization
Agent Claude Code
Independent review of a proposed prompt or chain variant against tenant context. Catches guardrail violations the optimization agent might miss (example leakage, placeholder drift, format mismatch, state protocol violations, import safety issues). Internal subagent — invoked by the optimization orchestrator, not…
cisco-foundation-ai/fully-automated-prompt-optimization
Command Claude Code
Copyright 2026 Cisco Systems, Inc. and its affiliates.
cisco-foundation-ai/fully-automated-prompt-optimization
Command Claude Code
Copyright 2026 Cisco Systems, Inc. and its affiliates.
cisco-foundation-ai/fully-automated-prompt-optimization
Command Claude Code
Copyright 2026 Cisco Systems, Inc. and its affiliates.
cisco-foundation-ai/fully-automated-prompt-optimization
Command Claude Code
Copyright 2026 Cisco Systems, Inc. and its affiliates.
cisco-foundation-ai/fully-automated-prompt-optimization
Instructions file CodexOpenCode
Instructions for cisco-foundation-ai/fully-automated-prompt-optimization, covering repository guidelines, repository purpose, project structure, build, test, and development and codex workflows.
cisco-foundation-ai/fully-automated-prompt-optimization
Instructions file
Instructions for cisco-foundation-ai/fully-automated-prompt-optimization, covering repository guidelines, repository purpose, project structure, build, test, and development and troubleshooting.