llm-ops

Framework for orchestrating AI agent fleets in structured software delivery. Compliance enforcement, progressive autonomy, DORA metrics, and agent inheritance. Turn multi-agent chaos into disciplined, auditable collaboration.

AI made a mistake. Can you prove what went wrong, and who is responsible? An open proposal for AI accountability management — lifecycle records, responsibility boundaries, tamper-evident audit trail. Not a finished answer.

Kompletny przewodnik optymalizacji kontekstu dla agentów AI CLI

Cortex AI is an engineering template for Claude Code (and others) focused on zero context loss. It features a 4-layer architecture with 12 specialized subagents, custom slash commands, and persistent memory via Obsidian & Graphify. Stop re-explaining your codebase and start shipping what matters.

Production-grade agentic AI on Kubernetes — LangGraph-native agent orchestration (Synapse) on EKS + Istio Ambient Mesh + AgentGateway. Zero-credential LLM access, pluggable MongoDB Atlas Vector Search memory, A2A protocol runtime, multi-tenant by design.

Enterprise-grade agentic AI platform built on GitOps principles — immutable audit trails, FedRAMP-aligned compliance controls, and automated security pipelines for Claude Code deployments.

한 사람이 지휘하는 AI 함대 운영 체계 — model routing × graceful degradation × failover/failback for solo AI ops (소진 사다리)

Field-tested QA validation gates for AI agent systems. Tiered gates, protocol gates, severity classification, and automated checks. Born from production failures.

The Definitive Agent Harness Guide — 7 levels of agent engineering, from prompt hacking to distributed intelligence. 1500+ lines, 60+ research sources, production-tested patterns.