You have probably seen this with Claude Code or any long agent run: – it repeats work
– it forgets a decision
– it argues with stale instructions
– it misses the exact file you mentioned earlier
– the API bill keeps climbing That is not random.
SOFTWARE
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Systematic failures in long agent runs: repetition, forgetting, high API bill
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General-Purpose AI Agent Surpasses Karpathy’s Auto-Researcher by Self-Improvement
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A GENERAL-PURPOSE AGENT SURPASSED KARPATHY'S AUTORESEARCHER It wasn't designed for research. It simply improved itself until it achieved it The framework behind it is called SIA by Hexo Labs and it's open source → The agent updates its own logic
→ Modifies its own weights -
MS Office now powered by Perplexity Computer
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MS Office is now powered by Perplexity Computer https://t.co/fIcY5TZ7lT
— Aravind Srinivas (@AravSrinivas) 28 mai 2026MS Office is now powered by Perplexity Computer
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Managed Deep Agents: Features for Agent Creation and Workflow Support
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Managed Deep Agents lets you create a managed Deep Agent without standing up a custom agent server. Our runtime supports: Durable threads Streaming runs Checkpointing Human-in-the-loop workflows
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Prompt engineering challenge: multi-format conversion
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Challenge 6: The Format Switcher Give them a single paragraph from a blog post. Ask them to convert it into three formats in one prompt: a tweet, a LinkedIn post, and a cold email subject line. One prompt. Three distinct outputs. Do they specify each format's constraints
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SOLO Agent Dynamically Loading MCPs for Real-World Apps
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The MCP side is especially interesting. TRAE’s unified SOLO Agent can dynamically load configured MCPs as the project evolves, instead of getting boxed into one rigid setup. That matters when you’re building real apps with databases, payments, AI services, and deployment tools.
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Trae merges SOLO Builder and SOLO Coder into unified SOLO Agent
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TRAE just killed the “which agent should I use?” problem. SOLO Builder and SOLO Coder are now merged into one unified SOLO Agent. One agent for frontend apps, complex programming tasks, routine dev work, MCPs, tools, and shipping. @Trae_ai
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Microsoft Launches Homegrown AI Models as Cheaper Alternatives to OpenAI and Anthropic
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Microsoft is launching homegrown AI models at Build next week, positioned as cheaper alternatives to OpenAI and Anthropic. Buried in the reporting: relying on Anthropic's Claude forced Microsoft to raise GitHub Copilot prices and cap how much developers could actually use it.
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Snowflake Cortex Code: Packaged Software’s AI Future
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The software analysts have been desperate for some company to offer up a thing they could point to that says that packaged software will survive and maybe even thrive in the AI future. The Snowflake “Cortex Code,” dubbed CoCo, has handed the bulls what they wanted. It is being
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50k€ Investment: Online Hate Complaint Automation Platform, Pharos/Justice Link
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BTW, je suis prêt à investir 50k€ dans une plateforme d’automatisation de plaintes en ligne sur la haine sur internet, avec recherche de contenus, évaluation du cas, journalisation et suivi automatisé des dossiers, relance etc etc… en lien avec Pharos <> avocat <> justice <>… pic.twitter.com/jm2QCsdOB5
— Defend Intelligence (Anis Ayari) (@DFintelligence) 28 mai 2026BTW, I am ready to invest €50k in an online hate complaint automation platform, including content search, case evaluation, automated logging and tracking of files, follow-ups, etc., in connection with Pharos, lawyers, and the justice system.