Claude Code, Claude Cowork & ChatGPT for Business Teams
Which teams should use Claude Code, Claude Cowork, or ChatGPT/OpenAI Agents — and the controls TenthMatrix recommends before production.
Topic
LLM
Posts tagged LLM
Enterprise Agentic Frameworks: LangChain, LangGraph & Airflow 3
Operational guide to LangGraph agents, LangSmith evals, and Apache Airflow 3 schedules — with TenthMatrix promotion and edge patterns.
How to Deploy Secure AI Agents in Healthcare
AI agents can book appointments, take payments and support clinical work. Here is how healthcare teams can give them the right access, and no more.
Uncovering LLM Bottlenecks: Observability, OTEL & Cost Control
TenthMatrix on uncovering LLM agent bottlenecks with observability: OpenTelemetry, Prometheus/Grafana/Thanos, Langfuse — with clear pros/cons, cost levers, and usage metrics that protect margins.
Turbocharging LLMs
TenthMatrix on turbocharging LLMs: PagedAttention paging for KV cache, vLLM serving, Self-Debugging for agents, PowerInfer token rates, and EG-MLA memory cuts — with production trade-offs.
KubePilot: CoPilot, Pilot & AutoPilot for Faster Kubernetes Incidents
KubePilot helps SRE, DevOps, and platform teams move from noisy cluster signals to a safe fix — CoPilot, Pilot, and AutoPilot. Open source at kubepilot.org.
Muse Glimmer on Ollama: Always-On Local Agents on One GPU
Meta Muse Glimmer brings always-on local agents to a single GPU via Ollama: 30B, Apache 2.0, 128K context, vision and tools — TenthMatrix business guide.
Agentic AI Security: MCP OAuth, VPN & HashiCorp Vault Leases
Secure enterprise AI agents with MCP OAuth 2.1, VPN-isolated tools, and HashiCorp Vault leases that auto-rotate and expire — plus Claude, OpenAI, and Cursor recommendations.
Deep Learning Systems: Technical Brief for Engineers & Agents
Technical TenthMatrix brief on deep learning: gradient-trained deep nets, discriminative vs generative models, task metrics, and Bedrock vs Kubernetes serving.
Kimi K3 & Open Weights: Frontier Agents Without Locked-In APIs
Kimi K3 pushes open-weight models into frontier agent territory. What changed for developers, vLLM serving, MCP, and TenthMatrix production advice.