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Femke Plantinga (@femke_plantinga) โ€œSkip transformer math to build AI agents in 2026. You just need these 6 (+1) corโ€ โ€” TopicDigg

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Femke Plantinga
@femke_plantinga
learn with me about AI. growth @SliteHQ
ๅŠ ๅ…ฅ September 2022
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Skip transformer math to build AI agents in 2026. You just need these 6 (+1) core architectural pillars. ๐Ÿญ. ๐— ๐—ผ๐—ฑ๐—ฒ๐—น ๐—–๐—ผ๐—ป๐˜๐—ฒ๐˜…๐˜ ๐—ฃ๐—ฟ๐—ผ๐˜๐—ผ๐—ฐ๐—ผ๐—น (๐— ๐—–๐—ฃ) Think "USB-C for AI." One universal standard that lets any agent plug into external tools and data โ€” instead of hand-building an integration for every tool. Anthropic introduced it; the industry adopted it fast. ๐Ÿฎ. ๐—”๐—ด๐—ฒ๐—ป๐˜ ๐—Ÿ๐—ผ๐—ผ๐—ฝ๐˜€ The engine behind every agent. A cycle of: perceive โ†’ think โ†’ act โ†’ observe โ†’ repeat. The agent keeps looping until the task is done, or it decides it's stuck. No loop, no autonomy. ๐Ÿฏ. ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€ The agent's job description. MCP handles the connection and tools expose the API, a Skill is the higher-level logic that orchestrates them into a finished outcome. ๐Ÿฐ. ๐—ฆ๐—ถ๐—ป๐—ด๐—น๐—ฒ ๐˜ƒ๐˜€ ๐— ๐˜‚๐—น๐˜๐—ถ-๐—”๐—ด๐—ฒ๐—ป๐˜ ๐—”๐—ฟ๐—ฐ๐—ต๐—ถ๐˜๐—ฒ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ Two ends of one spectrum. Single-agent: one LLM runs the whole pipeline. Multi-agent: specialized agents split the work, one retrieves, one validates, one writes, trading simplicity for scale. ๐Ÿฑ. ๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—ฅ๐—”๐—š RAG with a brain. The agent can route queries to specialized knowledge sources, validate retrieved context, and make dynamic decisions about what information to use. ๐Ÿฒ. ๐—”๐—ด๐—ฒ๐—ป๐˜ ๐— ๐—ฒ๐—บ๐—ผ๐—ฟ๐˜† Short-term lives in the context window; long-term is pulled on demand from external stores (knowledge bases or vector databases). It's what keeps agents coherent across interactions, and lets them learn from past ones. ๐Ÿณ. ๐—›๐˜‚๐—บ๐—ฎ๐—ป-๐—ถ๐—ป-๐˜๐—ต๐—ฒ-๐—Ÿ๐—ผ๐—ผ๐—ฝ (๐—›๐—œ๐—ง๐—Ÿ) The ultimate guardrail. Autonomous loops are powerful, but pure autonomy is dangerous for high-stakes tasks. HITL inserts human checkpoints for approval or correction before critical actions run. Which term would you add? ๐Ÿค”
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