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guanjiaweiMay 1, 2026 • 8 min read
DeepSeek V4 Day: It's About Infra, Not the Model
V4 capabilities sit around the Opus 4.6 tier, but pushing FP4 to production, making million-token co...
#ai#deepseek#infra#model
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ANKUSH CHOUDHARY JOHAL2d ago • 15 min read
Step-by-Step: Deploying a Multimodal AI Model with Llama 3.2 and FastAPI 0.112 on ECS 4.0
68% of teams deploying multimodal AI models fail to hit production latency SLAs within 3 months of.....
#stepbystep#deploying#multimodal#model
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ANKUSH CHOUDHARY JOHAL5d ago • 14 min read
Step-by-Step: Deploy a Llama 3.1 8B Model to GCP Vertex AI 2.0 for Real-Time Code Suggestions
In Q2 2024, 68% of engineering teams reported wasting over 12 hours per week on boilerplate code and...
#stepbystep#deploy#llama#model
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ANKUSH CHOUDHARY JOHAL5d ago • 16 min read
AI Model Security: Comparing Falco 0.40 vs Trivy 0.50 for Detecting Vulnerable LLM Dependencies
In 2024, 72% of LLM deployments run on unpatched dependencies with known CVEs, according to our scan...
#model#security#comparing#falco
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ANKUSH CHOUDHARY JOHAL4d ago • 20 min read
AI Model Serving on a Budget: How We Run Llama 3.2 on AWS Graviton4 for 70% Less Than EC2
When our team was quoted $14,200/month for an EC2 inf2.24xlarge instance to serve Llama 3.2 70B with...
#model#serving#budget#llama
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