ils15

Tool-agnostic search — query construction, tool selection, source trust hierarchy.

Auto-continue through todos with idle detection and safety gates. Use for multi-step orchestration.

Level 2 — Pantheon-native context compression with priority scoring, semantic summarization, downstream-aware compression, budget allocation, and cross-references

Automated visual review pipeline — Playwright screenshots, self-analysis, fix loop, escalation. Used by Aphrodite for UI verification.

Multi-agent orchestration with model routing, category delegation, and sprint management. Use for coordinating Pantheon agents.

MCP security hardening — credential leakage prevention, input sanitization, and tool access control. Use for reviewing agent MCP configurations.

Load prompts from external files with path expansion. Use for version-controlled prompts outside config.

Plan feature architecture with component breakdown, data flow, and dependency mapping. Use before implementation to define contracts between layers.

Level 2 — Pantheon-native context compression with priority scoring, semantic summarization, downstream-aware compression, budget allocation, and cross-references

Multi-agent orchestration with model routing, category delegation, and sprint management. Use for coordinating Pantheon agents.

Auto-continue through todos with idle detection and safety gates. Use for multi-step orchestration.

Level 2 — Pantheon-native context compression with priority scoring, semantic summarization, downstream-aware compression, budget allocation, and cross-references

MCP security hardening — credential leakage prevention, input sanitization, and tool access control. Use for reviewing agent MCP configurations.

Multi-model routing with cost/quality selection and provider fallbacks. Use for AI gateway abstraction.

Improve prompts using best practices for clarity, specificity, and structure. Use for optimizing AI agent and bot instructions.

Prompt injection detection, prevention, and mitigation — input sanitization, output validation, guardrails, and red teaming.

Load prompts from external files with path expansion.

SSE, WebSockets, LLM token streaming patterns.

Visual review pipeline for UI components.

Atomic commits, conventional commits, trunk-based development

Implement in thin vertical slices — one commit per task, testable, rollback-safe

Security gate — OWASP, SAST, secrets, MCP hardening, dependency audit

Define requirements via spec-first before any code — PRD, edge cases, acceptance criteria