Meta's AI Second Brain Runs on a Knowledge Supply Chain
Meta's AI second brain shows why agents live or die on the knowledge supply chain, not the retrieval stack, and what small teams can copy first.
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Meta's AI second brain shows why agents live or die on the knowledge supply chain, not the retrieval stack, and what small teams can copy first.
GPT-6 Astra pricing pitches an AI engineer under $6 an hour. We audit the real per-task costs, hidden token overhead, and what saturated benchmarks skip.
AI agent memory lessons from LinkedIn's hiring assistant. This four-layer teardown covers token payback math, decay rules, and privacy classes to copy.
OpenRouter data shows AI agent token usage passed human traffic on February 6, 2025, with 14x growth and ~70 percent cached. Here is how to audit your mix.
OpenAI Ultrafast mode promises up to 14x speed, but decode is only part of request latency. Here is the math for chat, RAG, tool loops, and voice agents.
The langchain vs langgraph decision is a shift from stateless DAGs to cyclic state machines for building stateful autonomous AI agents in production.
ChatGPT Business Premium pricing at $125 reveals the real cost of agentic AI. Reverse-engineer the token math to set your own agent price floor.
AI agent cost per resolution, not eval accuracy, decides if your agent ships or dies. Token pricing hides the unit economics of retries and failures.