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Building an MCP Server in Python — Architecture, FastMCP, and Production Code
Piotrek Karasinski
Piotrek Karasinski
Piotrek Karasinski
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Jul 3
Building an MCP Server in Python — Architecture, FastMCP, and Production Code
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ai
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python
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architecture
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llm
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8 min read
The Prefill Wall: Why MTP's 2 Barely Moves Long-Context Latency (Qwen3.6-27B, RTX 3090)
byeongsoo kang
byeongsoo kang
byeongsoo kang
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Jun 10
The Prefill Wall: Why MTP's 2 Barely Moves Long-Context Latency (Qwen3.6-27B, RTX 3090)
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llm
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performance
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machinelearning
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rag
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4 min read
My Home AI's First Reply Took Four Minutes. Now It Takes Eleven Seconds.
Nova
Nova
Nova
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Jul 14
My Home AI's First Reply Took Four Minutes. Now It Takes Eleven Seconds.
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ai
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selfhosted
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devops
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4 min read
The OWASP Agentic Top 10, explained for practitioners
Brenn Hill
Brenn Hill
Brenn Hill
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Jul 14
The OWASP Agentic Top 10, explained for practitioners
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security
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ai
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llm
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owasp
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4 min read
I Built an AI Agent That Writes Tests, Finds Bugs, and Opens PRs — Autonomously
Shivam Dhakad
Shivam Dhakad
Shivam Dhakad
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Jun 11
I Built an AI Agent That Writes Tests, Finds Bugs, and Opens PRs — Autonomously
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java
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springboot
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springai
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llm
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5 min read
How to Build AI Agents from Scratch with FastAPI
Ayush Kumar
Ayush Kumar
Ayush Kumar
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Jul 14
How to Build AI Agents from Scratch with FastAPI
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aiagents
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python
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tutorial
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8 min read
I was fine-tuning a language model on a new language. The loss was perfect. It spoke Chinese.
Ammar Hassona
Ammar Hassona
Ammar Hassona
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Jun 14
I was fine-tuning a language model on a new language. The loss was perfect. It spoke Chinese.
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machinelearning
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opensource
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python
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3 min read
Kubernetes in LLMOps (Part 2): GPU Efficiency, Cost Engineering, and Real-World Failure Modes
Mohammad Heydari
Mohammad Heydari
Mohammad Heydari
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Jun 23
Kubernetes in LLMOps (Part 2): GPU Efficiency, Cost Engineering, and Real-World Failure Modes
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infrastructure
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kubernetes
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llm
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performance
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5 min read
Building a Robust RAG Pipeline Architecture for Production
Ayush Kumar
Ayush Kumar
Ayush Kumar
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Jul 14
Building a Robust RAG Pipeline Architecture for Production
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rag
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llm
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pipeline
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langchain
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7 min read
Model routing by task type: the savings math, the classifier overhead, and the A/B that proves it
Ravi Patel
Ravi Patel
Ravi Patel
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Jun 10
Model routing by task type: the savings math, the classifier overhead, and the A/B that proves it
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llm
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routing
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taskclassifier
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costoptimization
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12 min read
No AI Claim Without a Kill Condition: Falsifier-Driven AI Decisions
John
John
John
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Jul 14
No AI Claim Without a Kill Condition: Falsifier-Driven AI Decisions
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agents
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ai
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llm
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testing
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5 min read
Context Compaction Visualizer: See Exactly What Your AI Agent Forgot Before It Costs You
Nilofer 🚀
Nilofer 🚀
Nilofer 🚀
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Jun 23
Context Compaction Visualizer: See Exactly What Your AI Agent Forgot Before It Costs You
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claude
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7 min read
The Agent Revolution Is Here and It's Messy
AI Bug Slayer 🐞
AI Bug Slayer 🐞
AI Bug Slayer 🐞
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Jun 10
The Agent Revolution Is Here and It's Messy
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ai
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agents
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enterprise
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3 min read
The Hidden Economics of AI: What It Actually Costs to Run LLMs in Production (With Real Data)
Daniel
Daniel
Daniel
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Datalaria
Jun 14
The Hidden Economics of AI: What It Actually Costs to Run LLMs in Production (With Real Data)
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agents
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ai
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llm
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6 min read
AI Agent Memory Explained: How to Build Systems Your Agents Actually Remember
8080
8080
8080
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Jul 14
AI Agent Memory Explained: How to Build Systems Your Agents Actually Remember
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agents
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ai
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6 min read
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