Posts
Custom AI Chips Are Changing the Inference Race
Custom AI chips are moving from an experiment to a product strategy because inference has become the daily bill for modern AI.…
Emin Budak
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AI Agent Hardware: Why Efficiency Is the New Benchmark
AI agent hardware is becoming an efficiency problem, not only a scale problem. A useful agent can read a long context, reason…
Emin Budak
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On-Device AI in 2026: Why Neural Engines Are Growing Up
On-device AI has moved past the demo phase. Phones, laptops, and edge appliances now reserve silicon for local inference, but the useful…
Emin Budak
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AI Video Models Are Forcing a New Inference Stack
AI video models are forcing teams to treat inference as a full production system, not a GPU attached to a prompt box.…
Emin Budak
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Local AI Hardware in 2026: The Desk Is Becoming a Data Center
Local AI hardware is no longer a niche setup for people compiling kernels in a garage. In 2026, the desk can host…
Emin Budak
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Distributed AI Inference: Why One Benchmark Is Not Enough
Distributed AI inference does not reduce to a single tokens-per-second number. Production serving mixes prompt prefill, token-by-token decode, bursty traffic, long contexts,…
Emin Budak
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AI Inference Hardware: Why It Gets Its Own Computer
AI inference hardware is becoming its own product category, not a leftover use for training GPUs. Serving a modern reasoning model means…
Emin Budak
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AI Video Effects: Why Outcome Models Are Trending
AI video effects are moving from a loose prompt-and-render exercise toward a defined deliverable. Instead of asking a general video model to…
Emin Budak
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P-Video 2: Why Video Controls Now Matter
P-Video 2 makes AI video controls feel less like a single prompt box and more like a compact shot-planning system. The model…
Emin Budak
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Quantized AI Models: Matching Long Context to Hardware
Quantized AI models are the practical way to match a long-context model to the hardware budget that actually exists. Qwen3-Next-80B-A3B-Instruct is a…
Emin Budak
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AI Background Removal: Why Alpha Mattes Matter
AI background removal only looks simple when the subject has a clean outline. The hard cases are hair, fur, translucent plastic, wire-frame…
Emin Budak
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Reference Image Consistency: The New Control Layer
Reference image consistency turns image generation from a one-off prompt exercise into a controlled production workflow. Instead of asking a model to…
Emin Budak
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NVIDIA Vera CPU: Why Agents Need More Than GPUs
NVIDIA Vera CPU is a signal that agentic AI is changing the shape of an AI server. GPU throughput is still essential,…
Emin Budak
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Nemotron 3 Ultra: The Open Agent Stack Trend
Nemotron 3 Ultra matters because its July 2026 agent result changes the unit of comparison. The useful question is no longer just…
Emin Budak
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Word-Timed Video Captions: A New AI Post-Production Step
Word-timed video captions turn a spoken line into an on-screen timing track, then render that track into the finished video. That sounds…
Emin Budak
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GPT 6 Astra: What Long Context Changes for Agents
GPT 6 Astra puts a 1,050,000-token context window into an agent-shaped model, but the useful change is not simply that a prompt…
Emin Budak
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Grok Imagine Image V2: Why Quality Tiers Matter
Grok Imagine Image V2 makes quality tiers a useful production control instead of a buried preference. The Wiro version exposes two resolution…
Emin Budak
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AI Agent Routing: When to Use Which Model
AI agent routing decides which model, tool, and review path handles each step of an agent task. That sounds like an optimization…
Emin Budak
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AI GPU Benchmarks: What Actually Matters
AI GPU benchmarks only help when they resemble the job a team plans to run. A chart that puts one accelerator ahead…
Emin Budak
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Text to Image in 2026: The Rise of Layout-Aware Models
Text to image tools have moved past the simple question of whether a model can make an attractive picture. The practical question…
Emin Budak
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8 Nano Banana 2 Lite Prompts for Better Images
Nano Banana 2 Lite prompts work best when they describe a scene as a set of controllable parts: subject, setting, light, camera…
Emin Budak
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Gemini 3.1 Flash TTS: 5 Real Voice Tests
Gemini 3.1 Flash TTS turns a script into a directed performance, not just a spoken paragraph. This updated test looks at five…
Emin Budak
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