6d ago · 11 min read · The headline says "1 million tokens." The fine print says something different. In April 2026, five frontier models sit at or above the 1 million token mark. One — Meta's Llama 4 Scout — claims 10 million. Numbers like these appear in every vendor ann...
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Apr 15 · 7 min read · Context window management in LLMs is the strategic optimization of an AI's information processing capacity. It involves controlling how much data an LLM can consider at once to ensure efficient, cost-effective, and accurate performance. Mastering thi...
Join discussionApr 15 · 5 min read · Today, most frameworks for building AI agents are missing something fundamental. If you look closely at the language they use, you'll notice a pattern: their domain models are anemic. They give you ab
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Apr 12 · 11 min read · Two of the words you'll hear most often in any AI conversation — and two of the words people most confidently misuse — are token and context window. "GPT-4 has a 128k context window." "Claude supports 200k tokens." "This prompt will cost you a thousa...
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Apr 11 · 6 min read · When an AI coding agent does something wrong, the natural reaction is to add more instructions. Another rule. Another example. Another edge case paragraph. The prompt grows from a few hundred tokens t
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Apr 10 · 4 min read · AI - Artificial Intelligence is termed as machines mimicking human intelligence to perform tasks. If it mimics human intelligence, then its memory should mimic the human brain, as the brain is what ma
AArchit and 1 more commentedApr 10 · 31 min read · TLDR: An AI coding agent is an LLM stapled to a tool registry, wrapped in an orchestration loop that painstakingly rebuilds state on every single API call — because the model itself is completely stateless. Understanding the context window, the ReAct...
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Apr 7 · 9 min read · Short-term memory in AI agents, often referred to as working memory, is the cognitive mechanism that allows an agent to temporarily store and manipulate information relevant to its current task. This immediate recall capability is crucial for process...
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