Under the hood: MCP, agent protocols, model architectures, embeddings, and production AI systems.
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Why ESS replaced codenames with business names in production systems to reduce incident response time, simplify onboarding, and improve operational clarity.
Your agent fleet doesn't need a fancier orchestration framework — it needs one authoritative control plane, explicit failure boundaries, and a memory system you can actually trust.
Silent fallbacks hide real failures in agent systems. Here's how explicit failure boundaries prevent split-brain behavior and improve operator trust.
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Fake MCP servers can manipulate AI coding assistants into unsafe changes. Learn how tool poisoning works and how to verify and lock down MCP access.
GitGuardian found 28.65 million leaked secrets on GitHub in 2025. Here's how vibe coders accidentally expose credentials and how to fix it today.
GitGuardian reports 64% of secrets leaked in 2022 were still active in 2026. Learn how to find, revoke, and prevent exposed API keys.
Both frontier models now cost $10 in and $50 out per million tokens. Anthropic cut cache reads 75%; OpenAI reprices everything above 272K input. Which structure suits your workload.
GPT-6 Astra's context window is 1,050,000 tokens, but crossing 272,000 on input reprices the entire request, not the overage. What that does to agent budgets, and how to design around it.
The June LTS had its final release and the 9.x line turned sub-agent orchestration on by default. How to choose, what actually changed, and the rebuild step that wastes an afternoon when you skip it.
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