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THE TISAOct 16, 2026 • 7 min read
Common Challenges in AI Software Development (and How to Fix Them)
A team trains a model. It scores 94% accuracy on the test set and everyone celebrates. Two weeks...
#development#machinelearning#softwaredevelopment#mlops
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Elias Mwangi3d ago • 7 min read
One API vs One Container Per Model: The Real SIE vs TEI Tradeoff
Quick answer: SIE is the production choice for embeddings and reranking: one API and one bill across...
#mlops#nf#reranking#documentprocessing
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b1ackjack124d ago • 3 min read
The GPU Has a 0.8 ms Floor, and My Sensor Model Lives Under It
Head-to-head serving latency for four model sizes on CPU (ONNX Runtime) versus GPU (PyTorch fp16, co...
#machinelearning#mlops#onnx#performance
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Evgeny Anikiev1d ago • 10 min read
Migrating AI Agents to AWS: 15 Bedrock and AgentCore Checks
A readiness assessment for AI teams moving agents from a prototype or another provider to Amazon...
#aws#ai#agents#mlops
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Fabian Cooper3d ago • 5 min read
The Evaluation Gap: How to Measure Whether Your AI Actually Works
The question nobody can answer in the room There is a moment in most AI reviews where...
#ai#aiengineering#mlops#cto
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Archit Pandya4d ago • 5 min read
I built a Cricket World Cup 2027 predictor on a home NAS, and backtested it honestly
Elo ratings, 50,000 tournament simulations and backtests on every men's ODI since 2019, running on a...
#machinelearning#python#datascience#mlops
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George Ezejiofor6d ago • 42 min read
Brownfield Kubeflow on RKE2: Swapping Dex & SeaweedFS for Keycloak & Ceph RGW
Upstream Kubeflow assumes a greenfield cluster and ships its own Dex, SeaweedFS and MySQL, with its....
#kubernetes#kubeflow#mlops#devops
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George EzejioforOct 16, 2026 • 33 min read
Self-Hosted Databricks Alternative: Homelab Data Lakehouse (AI/ML Data Factory)
Self-Hosted Databricks Alternative: Homelab Data Lakehouse Part of the homelab build series. Trino,...
#kubernetes#mlops#homelab#devops
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Naveen Malothu4d ago • 4 min read
DeepSeek Search & Fetch: Low‑Cost Real‑Time Retrieval for LLM Apps
A hands‑on look at DeepSeek's new Search & Fetch API, why $0.75 per 1k successful requests matters f...
#ai#mlops#cloud
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Francoise L.3d ago • 7 min read
MLOps in Practice: Build a Reproducible Model Lifecycle
Learn how versioning, automation, monitoring, and governance make machine learning systems reproduci...
#mlops#machinelearning#devops
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JH54d ago • 2 min read
vLLM Decision 3.0 地端實測
讓 LLM 做分類或路由判斷時，是不是也常常等待 JSON 慢慢吐字，甚至有時候還會遇到格式解析失敗？ vLLM 官方 Semantic Router 專案近期推出的 Decision 3.0...
#ai#devops#llm#mlops
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isabelle dubuis4d ago • 14 min read
Do Not Ship an AI Transcript Until It Passes an Acceptance Pipeline
Do Not Ship an AI Transcript Until It Passes an Acceptance Pipeline Automatic speech...
#ai#audio#security#mlops
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Naveen Malothu2d ago • 4 min read
DeepInfer: A High‑Performance Inference Engine for DeepSeek Models – My First Hands‑On
A practical walkthrough of DeepInfer, the new inference framework for DeepSeek LLMs, with real‑world...
#ai#mlops#devops
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Naveen Malothu3d ago • 4 min read
Getting Hands‑On with Timestral: Mistral’s Open‑Source Time‑Series Foundation Models
A hands‑on guide to Mistral's Timestral time‑series foundation models, covering why it matters, how ...
#ai#mlops#devops
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Naveen Malothu1d ago • 4 min read
Claude Duet: A Quick‑Start Guide for Engineers
An engineer‑focused walk‑through of Anthropic's Claude Duet, why it matters for AI workloads, and ho...
#ai#llm#mlops
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