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Stop Building Agentic Workflows for Everything
Not every workflow needs an AI agent, many tasks are better solved with deterministic automation.Use agentic systems only when re...
I Built an AI That Autonomously Penetration Tests a Target, Then Writes Its Own...
Current Breach and Attack Simulation (BAS) tools just replay static scripts and generate PDFs. VANGUARD uses an LLM ReAct loop to...
The Machine Learning Stack Is Being Rebuilt From Scratch Here's What Developers...
The ML stack is being rebuilt. In 2026, developers need to master foundation model routing (frontier vs. efficient), multi-agent o...
LLM Features Need Budgets: How to Control Cost Without Killing Product Quality
Every request has a visible marginal cost. A feature can be “working” and still be failing in production because it is quietly bur...
FogAI Part 3: The Knowledge Extraction Layer (Why Using an LLM for NER is Archit...
FogAi uses a Bi-Encoder Architecture to split the encoding process down the middle. It uses a single Python wrapper to execute MNN...
Stop Summarizing - Start Shaping
The Problem: Standard AI meeting summaries are passive "information graveyards" that fail to bridge the gap between founder vision...
Analyzing ReLUfication Limitations: Enhancing LLM Sparsity via Up Projection
Explore the limitations of existing ReLUfication methods, which only improve sparsity from 40% to 67%. Learn why modifying the up...
I Asked 5 LLMs to Write the Same SQL Query. Here's How Wrong They Got It
ChatGPT is an AI-generated database. It can be used to test and improve the quality of data. The author tested 10 real queries and...
Why AI Agents Work in Demos But Fail in Production
At 90% accuracy per step, a 20-step agent succeeds 12% of the time. Your demo didn't show you that. Production will.
Build a Two-Pane Market Brief MVP in Streamlit
Streamlit is a tool-backed market brief copilot app. It uses EODHD tools and a single `run_brief()` function. It has a two-pane la...
Why Measuring Time is Not Enough: a Practical Roofline Model for ML Training
When we want to speed up training, the first instinct is to measure time and start optimizing the slowest kernel. But raw measurem...
The Best AI Agent Frameworks for 2026 (Ranked by Someone Who's Shipped With All...
LangGraph, CrewAI, AutoGen, Pydantic AI, and 8 more. What works, what doesn't, and when to use each.
