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Approve the logic once, then let it run the same way forever. TL;DR: Turn repeatable skill steps into tested scripts instead of prompts, so behavior stays deterministic and cheap. Common Mistake ❌ You ask the AI to repeat the same multi-step task through free-form prompting every single time: call an
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HackerNoon is built for technologists to read, write, learn, and publish. We are an open and international community of 45k+ contributing writers publishing stories and expertise for 4M+ curious and insightful monthly readers. Founded in 2016 @ ArtMap Inc., HackerNoon is run by COO Linh Dao Smooke and CEO David Smooke.
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Akamai’s latest State of the Internet report puts a number behind a problem retailers have been watching build for months. Nearly half of all AI bot traffic observed across Akamai’s global network between July and December 2025 was directed at the commerce sector. The more revealing figure, however,
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Enterprise AI budgets are shifting from single models to multi step agent systems, and new research suggests a lot of organizations are structuring those systems in ways that actively hurt performance, which has less to do with GPU shortages than with how the work gets broken down in the first
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The AI Index Nobody Is Tracking Why Storm Duncan of Ignatious Thinks It’s the Most Important AI Metric of the Decade There is no shortage of metrics being applied to artificial intelligence. Benchmark scores, parameter counts, inference costs, enterprise adoption rates. The industry generates data about itself with the
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The modern manufacturing and automotive sectors increasingly rely on highly integrated, opaque software networks to drive global operations. As these digital systems scale from localized factory floors to interconnected autonomous transit networks, diagnosing unexpected failures becomes a uniquely critical operational challenge. Mayank Vadaliya, an Application Support Engineer at Tesla, a
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The phase of picking your open-source models is finally done. Your embedding model actually beat OpenAI’s on your own retrieval evaluation benchmarks. The reranker seems super sharp, the little generation model handles the agentic loop just fine… Time to call it a win? Not just yet. You try to
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Enterprise DevOps teams have adopted AI faster than they have adapted the operational systems that support it. Large language models generate Infrastructure as Code, deployment pipelines, and configuration files in seconds. Development teams are delivering infrastructure changes at a pace that would have been implausible five years ago. Production environments
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Sponsor Posts Subquadratic: the LLM built for 12M-token reasoning — SubQ can reason across entire codebases and document sets in one pass with no RAG workarounds. Read how SubQ 1.1 Small holds near-perfect retrieval out to 12M tokens. Most carriers track everything. Cape doesn't. — Unlimited talk, text &
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Fortinet, the global cybersecurity leader driving the convergence of networking and security, today announced the FortiGate 1200G series, the newest addition to the FortiGate G series with FortiSASE Outpost, which brings cloud-delivered security services into customer-controlled environments. By combining high-performance threat protection, modern connectivity, hardware-rooted platform security, and cloud-delivered security
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Steve Eimers has racked up hundreds of thousands of followers across platforms like YouTube, TikTok, and X. Under the moniker “The Guardrail Guy,” he posts about installation issues with guardrails lining roadways across the country. He began posting about guardrails in 2022, a few years after his 17-year-old daughter Hannah
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And unlike many earbuds under $100, they’re well made. The ample use of plastic often gives the game away, but the Ear (3a) feels significantly better than its competition, even down to the case, which is reassuringly solid and slips nicely into a pocket. Fit is another strength. I
