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Notes from production

Field notes on shipping AI you can trust — evals, RAG, agents, and the engineering discipline around them.

Pangaea Labs·May 2026·7 min

Red-teaming an LLM app before users do

Jailbreaks, prompt injection and PII leakage — a checklist mapped to the OWASP LLM Top 10.

SecurityRed-teamOWASP
Pangaea Labs·Apr 2026·9 min

Agentic RAG without the runaway costs

Tool-use orchestration with guardrails on every hop, and how to keep the bill predictable.

AgentsCost controlRAG
Pangaea Labs·Apr 2026·5 min

Self-correcting answers with CRAG & Self-RAG

When to retry retrieval, when to abstain, and how to wire the feedback loop.

RAGCRAGSelf-RAG
Pangaea Labs·Mar 2026·6 min

Observability for LLM systems that actually helps

The traces, metrics and cost signals worth wiring from day one — not after the incident.

PlatformObservabilityOps
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