Failure Mode Analysis for Production LLM Systems
A taxonomy of LLM failure modes seen in production in 2026 — and the prevention patterns for each.
7 min read
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Few-Shot vs Zero-Shot vs Many-Shot: When Each One Wins in 2026
Frontier models changed when zero-shot suffices. The 2026 evidence on when few-shot, zero-shot, or many-shot wins for production tasks.
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Financial Services Agents Post-FINRA 2210: Marketing Compliance for LLM Outputs
FINRA 2210 governs financial communications. How financial services firms are deploying LLM agents while meeting marketing-compliance requirements in 2026.
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Flash Attention 3: How It Works and What It Enabled
Flash Attention 3 is the kernel behind nearly every fast 2026 LLM. How it works, what it changed, and what's next.
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Governance Committees for Agentic AI: Charter Templates That Actually Work
Most AI governance committees are theater. The 2026 charter templates from companies running real, decision-making AI governance.
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GPT-5 Architecture Teardown: What Is Public, What Is Inferred, What Is Rumor
GPT-5 is largely a black box. What OpenAI has confirmed, what credible analysis infers, and what is just speculation in 2026.
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GraphRAG in Production: Neo4j, Microsoft, and Graphiti Implementations Compared
GraphRAG moved from research to production in 2026. Three implementations side-by-side: Neo4j-based, Microsoft GraphRAG, and Graphiti's temporal graph approach.
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Grouped Query Attention (GQA) and Multi-Head Latent Attention (MLA) in 2026
GQA and MLA cut KV-cache memory by huge factors. The 2026 implementations and the production tradeoffs that decide which one to use.
7 min read
Healthcare Prior Authorization Automation: The Biggest Revenue-Cycle AI Win of 2026
Prior auth is the most painful part of revenue cycle. The 2026 AI agents that automate it, the payers that accept the automation, and the dollars saved.
8 min read
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