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AWS Wants 10,000 Malaysian SMEs Using AI by 2028 — Offers Six Months of Free AI Tools

Malaysian SMEs could test AWS's Quick and Kiro for six months without subscription fees, but eligibility rules and post-trial pricing remain unclear. The post AWS Wants 10,000 Malaysian SMEs Using AI by 2028 — Offers Six Months of Free AI Tools appeared first on TechRepublic .

We haven't written up this one. TechRepublic has the full story — the link below goes straight to it.

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Four layers of context engineering for production AI agents: How Deep Insight applies them in working code

In production AI agents, context management is the real bottleneck. This post presents a four-layer context engineering framework (architecture, prompts, file-based tools, and verification agents)…

  • Deep Insight employs a four-layer context engineering system to manage AI agent context.
  • Layer 1 isolates context using multi-agent architecture with specialized agents.
  • Coder agent uses only 25K tokens, minimizing context depletion.

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