POPTECH
Tất cả bài viết
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Superlinked — Compute Framework for Vector Search and AI Inference
What is Superlinked?
Superlinked is an open-source compute framework (Apache 2.0) designed to transform complex data into vector embeddings for
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Superlinked — Compute Framework cho Vector Search và AI Inference
Superlinked là gì?
Superlinked là một compute framework mã nguồn mở (Apache 2.0) được thiết kế để biến dữ liệu phức
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Edge or Lambda: split workloads by computing model, not by cloud brand Cold start Workers under 5ms, Lambda p95 up to 2.8s — but those numbers only matter for one type of workload. A pragmatic classification framework to stop paying for Lambda when edge is cheaper.
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Human-in-the-loop for AI agents: designing 'sudo prompts' for automated workflows before the EU AI Act deadline HITL is not a compliance checkbox but an architectural pattern: a mandatory checkpoint, with auditing, at the boundary of high-risk actions — like sudo in Linux. There are only 2 weeks left before the Article 14 deadline of the EU AI Act.
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Context engineering for agents: a 1M token window cannot save dirty context Model 2026 is racing to reach 1M context, but over 70% of LLM application errors still stem from incorrect and redundant context. Managing context like managing operating system memory — that is the discipline to learn.
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Kafka abandons hard disks: KIP-1150 Diskless Topics and the problem of cutting 80% of cloud streaming costs KIP-1150 is accepted for 3/2026: Kafka topics write directly to object storage, removing cross-AZ replication. Who should trade latency for 80% cost savings, and who should stick with classic Kafka?
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Voicebot under 800ms: why latency, not voice quality, determines the success or failure of voice AI TTS voices have been human-like for a long time. What makes customers hang up is the 1.5-second silence after every question. Let's dissect the latency budget of a voicebot call and why the old STT→LLM→TTS pipeline cannot win.