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As models get smarter and more capable, the "harnesses" around them must also evolve.
This "harness engineering" is an extension of context engineering, says LangChain co-founder and CEO Harrison Chase in a new VentureBeat Beyond the Pilot podcast episode. Whereas traditional AI harnesses have tended to constrain models from running in loops and calling tools, harnesses specifically built for AI agents allow them to interact more independently and effectively perform long-running tasks. Chase also weighe
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A 27-year-old bug sat inside OpenBSDâs TCP stack while auditors reviewed the code, fuzzers ran against it, and the operating system earned its reputation as one of the most security-hardened platforms on earth. Two packets could crash any server running it. Finding that bug cost a single Anthropic discovery campaign approximately $20,000. The specific model run that surfaced the flaw cost under $50.Anthropicâs Claude Mythos Preview found it. Autonomously. No... Read more âș
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OpenAI is making moves to try and court more developers and vibe coders (those who build software using AI models and natural language) away from rivals like Anthropic.Today, the firm arguably most synonymous with the generative AI boom announced it will begin offering a new, more mid-range subscription tier â a $100 ChatGPT Pro plan â which joins its free, Go ($8 monthly), Plus ($20 monthly) and existing Pro ($200... Read more âș
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OpenAI is making moves to try and court more developers and vibe coders (those who build software using AI models and natural language) away from rivals like Anthropic.Today, the firm arguably most synonymous with the generative AI boom announced it will begin offering a new, more mid-range subscription tier â a $100 ChatGPT Pro plan â which joins its free, Go ($8 monthly), Plus ($20 monthly) and existing Pro ($200... Read more âș
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When the One Big Beautiful Bill arrived as a 900-page unstructured document â with no standardized schema, no published IRS forms, and a hard shipping deadline â Intuit's TurboTax team had a question: could AI compress a months-long implementation into days without sacrificing accuracy?What they built to do it is less a tax story than a template, a workflow combining commercial AI tools, a proprietary domain-specific language and a custom... Read more âș
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Four separate RSAC 2026 keynotes arrived at the same conclusion without coordinating. Microsoft's Vasu Jakkal told attendees that zero trust must extend to AI. Cisco's Jeetu Patel called for a shift from access control to action control, saying in an exclusive interview with VentureBeat that agents behave "more like teenagers, supremely intelligent, but with no fear of consequence." CrowdStrike's George Kurtz identified AI governance as the biggest gap in enterprise... Read more âș
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For the last 18 months, the CISO playbook for generative AI has been relatively simple: Control the browser.Security teams tightened cloud access security broker (CASB) policies, blocked or monitored traffic to well-known AI endpoints, and routed usage through sanctioned gateways. The operating model was clear: If sensitive data leaves the network for an external API call, we can observe it, log it, and stop it. But that model is starting... Read more âș
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Data drift happens when the statistical properties of a machine learning (ML) model's input data change over time, eventually rendering its predictions less accurate. Cybersecurity professionals who rely on ML for tasks like malware detection and network threat analysis find that undetected data drift can create vulnerabilities. A model trained on old attack patterns may fail to see today's sophisticated threats. Recognizing the early signs of data drift is the... Read more âș
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Presented by EdgeverveSmart, semiâautonomous AI agents handling complex, realâtime business work is a compelling vision. But moving from impressive pilots to productionâgrade impact requires more than clever prompts or proofâofâconcept demos. It takes clear goals, dataâdriven workflows, and an enterprise platform that balances autonomy, governance, observability, and flexibility with hard guardrails from day one. From pilots to the âoperational grey zonesâThe next wave of value sits in the connective tissue Read more âș
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Presented by EdgeverveSmart, semiâautonomous AI agents handling complex, realâtime business work is a compelling vision. But moving from impressive pilots to productionâgrade impact requires more than clever prompts or proofâofâconcept demos. It takes clear goals, dataâdriven workflows, and an enterprise platform that balances autonomy, governance, observability, and flexibility with hard guardrails from day one. From pilots to the âoperational grey zonesâThe next wave of value sits in the connective tissue Read more âș
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A growing number of developers and AI power users are taking to social media to accuse Anthropic of degrading the performance of Claude Opus 4.6 and Claude Code â intentionally or as an outcome of compute limits â arguing that the companyâs flagship coding model feels less capable, less reliable and more wasteful with tokens than it did just weeks ago. The complaints have spread quickly on Github, X and... Read more âș
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16.04.2026 08:49
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