CortexOps vs LangSmith: Which AI Agent Observability Tool Is Right for You?
If you are building LLM agents with LangGraph or LangChain and need production observability, you have probably looked at LangSmith. You may also have…
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How to Fine-Tune LLMs on Your Own Data: Open-Source Models, RL Environments, and Evals
If you use LLMs long enough, you hit the same wall. The frontier model is impressive, but it is not always the best model for your job. It may be too …
Your AI agent has amnesia. Here's the file architecture I use to fix it.
Most agents I build start life the same way: capable, fast, and completely amnesiac. They have no opinions, no voice, and they forget everything the m…
After Turing- teach a machine to judge, then watch it act alone
This is a submission for the June Solstice Game Jam What I Built I built After Turing , a short browser game where you teach a machine when to trust, …
Predictive Alpha: Pipeline Engineering for Real-Time Machine Learning Inference
Most retail algorithmic trading bots rely heavily on legacy technical analysis indicators—think RSI, MACD, or Bollinger Bands. While these indicators …
LifeLine Loop — AI-Powered Food Rescue Platform
Problem We Solved Every year, millions of tons of perfectly edible food are wasted across India from restaurants, weddings, hostels, corporate cafeter…
Gemini Prototyping, AI Code Migration Agents, and LLM Transparency Insights
Gemini Prototyping, AI Code Migration Agents, and LLM Transparency Insights Today's Highlights Today's highlights include Google Gemini's rapid app pr…
Build a Private AI App Platform with Dify and Ollama
Build custom AI apps - chatbots, RAG pipelines, and agents - entirely on your own hardware with Dify and Ollama. No monthly fees, no data leaving your…
Hillock: A brain-inspired, CPU-bound memory gate for local LLMs
Hi everyone, I've been hacking on a local personal memory system called Hillock . Honestly, it's very much a work in progress and it isn't some flawle…
I built a 3B lease risk scanner that runs without an external LLM API
I built Lease Lens for the Hugging Face Build Small Hackathon . The idea is simple: most people sign contracts they do not really read. That is true f…
AI Agents Explained: The Impact of Autonomous Systems on Software Engineering
Introduction Artificial intelligence is now much more advanced than chatbots. With little assistance from humans, modern AI systems are capable of rea…
Building BookVerse AI: An Intelligent Book Recommendation System
Finding the next book to read can be overwhelming. To solve this, I built BookVerse AI, a content-based book recommendation system web application wit…
I Got Fired After Giving Feedback About a System That Was Already in Production
The system was in production. It worked. And it was built without version control, using Perl scripts, ad-hoc PHP files, PostgreSQL stored procedures,…
The Developer's Guide to AI Code Review Tools That Don't Lock You In
Here's the thing: the Developer's Guide to AI Code Review Tools That Don't Lock You In I used to dread code review. Not because reviewing code is bad …
I was fine-tuning a language model on Arabic. The loss was perfect. It spoke Chinese.
Repo: github.com/AmmarHassona/trainsafe I was working on fine-tuning an open-source small language model (SLM) on Arabic using DPO. I had the data, th…
NVIDIA RTX Spark Superchip: Unified CPU–GPU Memory
What: NVIDIA's RTX Spark "superchip" (unveiled around Computex / Build 2026) pairs a 20-core Grace CPU with a Blackwell RTX GPU that together address …
Running Chinese LLMs at Scale: A Cloud Architect's Notes
Running Chinese LLMs at Scale: A Cloud Architect's Notes I want to talk about something I've been wrestling with on real production workloads: the fou…
The Whole Paper Fits in One Sigmoid: Implementing the SDAR Gate
Recap. Part 1 framed the problem (trajectory reward is too coarse for multi-step agents) and SDAR's fix (a privileged teacher gives dense token-level …
A Chinese 8B model beat the Western 8B models at Japanese RAG. I still wouldn't put it in the default deployment — and that distinction is the point.
Extends an earlier model-selection benchmark to three model families (Japanese / Western / Chinese) on a Japanese RAG task. Repo + raw results: https:…
Python for Machine Learning: The Complete Roadmap Nobody Told You About
When I first started exploring Machine Learning, I made the same mistake most beginners do — I jumped straight into neural networks and model training…
Most RAG Problems Are Retrieval Problems. Here Are 8 Fixes That Worked for Me
The first few times a RAG system gave me a bad answer, I did what I think everyone does: I went and fiddled with the prompt. Made it stricter. Added a…
Why Prompts Fail in Production (and the 4 Failure Vectors)
Originally published on AI School — free AI & ML courses, no signup. This is lesson 1 of the free course Prompt Patterns That Survive Production .…
I Cut Our Image Captioning Costs 60% — Here's the Backend Story
Check this out: i Cut Our Image Captioning Costs 60% — Here's the Backend Story Look, I'll be honest. Six months ago I didn't think twice about image …
AI vs ML vs DL — the Nested Circles That Finally Make It Click
"AI", "machine learning", "deep learning", "GenAI" — used interchangeably every day, and it's wrong. Here's the single picture that fixes it forever. …
Your AI agent remembers what sounds related, not what worked
I spent a couple of weeks asking people a pretty basic question. If you are actually running agents, past the demo, in something resembling production…
IA generator neural network models for microcontrollers
Hello, please let me know what you think of this AI web application for improvement. It allows you to generate trained neural network models for use w…
The $47K Mistake: What Your Fractional CTO Should Audit Before Lock-In
Originally published on AIdeazz — cross-posted here with canonical link. $47,000. That's what it will cost me to migrate away from a single vendor dec…
Week 1 Complete: My First Steps into Neural Networks and TensorFlow
Today I completed Week 1 of Course 2 (Advanced Learning Algorithms) in the Machine Learning Specialization. This week was exciting because I moved bey…
Teach Your Agent to Forget (On Purpose)
Hello, I'm Maneshwar. I'm building git-lrc, a Micro AI code reviewer that runs on every commit. It is free and source-available on Github. Star git-lr…
Building an On-Device Training Strategy for Personalized iOS Apps
Machine learning on mobile devices is often associated with inference: download a model, run predictions, and return results. But what if the model co…