venturebeat

2025-12-07

Why AI coding agents aren’t production-ready: Brittle context windows, broken refactors, missing operational awareness

Remember this Quora comment (which also became a meme)?

(Source: Quora)

In the pre-large language model (LLM) Stack Overflow era, the challenge was discerning which code snippets to adopt and adapt effectively. Now, while generating code has become trivially easy, the more profound challenge lies in reliably identifying and integrating high-quality, enterprise-grade code into production environments.

This article will examine the practical pitfalls and limitations observed when engineers use moder [...]

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venturebeat

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GAM takes aim at “context rot”: A dual-agent memory architecture that outperforms long-context LLMs

For all their superhuman power, today’s AI models suffer from a surprisingly human flaw: They forget. Give an AI assistant a sprawling conversation, a multi-step reasoning task or a project spanning [...]

Match Score: 161.39

venturebeat

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The missing data link in enterprise AI: Why agents need streaming context, not just better prompts

Enterprise AI agents today face a fundamental timing problem: They can't easily act on critical business events because they aren't always aware of them in real-time.The challenge is infrast [...]

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venturebeat

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Microsoft remakes Windows for an era of autonomous AI agents

Microsoft is fundamentally restructuring its Windows operating system to become what executives call the first "agentic OS," embedding the infrastructure needed for autonomous AI agents to o [...]

Match Score: 145.58

venturebeat

2025-10-16

ACE prevents context collapse with ‘evolving playbooks’ for self-improving AI agents

A new framework from Stanford University and SambaNova addresses a critical challenge in building robust AI agents: context engineering. Called Agentic Context Engineering (ACE), the framework automat [...]

Match Score: 131.21

venturebeat

2025-12-02

Amazon's new AI can code for days without human help. What does that mean for software engineers?

Amazon Web Services on Tuesday announced a new class of artificial intelligence systems called "frontier agents" that can work autonomously for hours or even days without human intervention, [...]

Match Score: 120.89

venturebeat

2025-10-16

Microsoft launches 'Hey Copilot' voice assistant and autonomous agents for all Windows 11 PCs

Microsoft is fundamentally reimagining how people interact with their computers, announcing Thursday a sweeping transformation of Windows 11 that brings voice-activated AI assistants, autonomous softw [...]

Match Score: 113.06

venturebeat

2025-11-13

Upwork study shows AI agents excel with human partners but fail independently

Artificial intelligence agents powered by the world's most advanced language models routinely fail to complete even straightforward professional tasks on their own, according to groundbreaking re [...]

Match Score: 108.72

venturebeat

2025-11-18

Microsoft's Fabric IQ teaches AI agents to understand business operations, not just data patterns

Semantic intelligence is a critical element of actually understanding what data means and how it can be used.Microsoft is now deeply integrating semantics and ontologies into its  Fabric data platfor [...]

Match Score: 107.66

venturebeat

2025-12-09

Brand-context AI: The missing requirement for marketing AI

Presented by BlueOceanAI has become a central part of how marketing teams work, but the results often fall short. Models can generate content at scale and summarize information in seconds, yet the out [...]

Match Score: 107.46