Quantified Self: How I Handled 100GB of Messy Biosensor Data with Polars and Dask
We live in the era of the "Quantified Self." Between my Oura ring, Apple Watch, and continuous glucose monitor (CGM), I’m generating more data than…
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Validate bounding boxes from a general vision model
A general model can take an image plus a question and return segmentation, bounding boxes, and object detection, work that used to require its own t…
Your Firewall Already Saw the Attack: Bringing AI Detection to Network Logs
Endpoint agents are good at seeing what happens on a machine. But a lot of an attack happens between machines: the scan that finds an exposed servic…
EmotionLens: Exploring AI-Powered Facial Expression Analysis with Open-Source AI
This is a submission for the "Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle" ( https://dev.to/challenges/hacktoberfest-week2-2026-10-12…
Reflection's Beam is open: 23B active, but you still have to fit 501B
Reflection released the weights for Beam on October 16, 2026. It is the lab's first open-weight model: a sparse mixture-of-experts (MoE) model with…
How Do AI Companies Get Their Training Data?
Originally published at aidata.broker . AI companies get their training data through six channels: they crawl the open web, license content from pub…
Model Context Protocol (MCP) for Local LLMs: Connect Ollama & vLLM to Workstation Tools
📌 The Executive Verdict: The Model Context Protocol (MCP) Decoupling Anthropic's open-standard Model Context Protocol (MCP) resolves the fundamental…
Whisper Hallucinations: 'Thanks for Watching' in 9% of My Transcripts
A user emailed me a screenshot of their feedback report. Under "Communication," my scoring model had written: "Closed the answer with 'Thanks for wa…
How Curiosity About the Snapdragon NPU Turned Into HK NPU STUDIO
Local AI for Snapdragon® PCs Your Hardware • Your AI • Your Control Developing software is rarely a straight line. Sometimes it feels like progress,…
You could have invented transformers from memory
Have you ever found yourself knee-deep in a project, scratching your head and wondering how on earth certain technologies came to be? I recently had…
How LLMs are actually built — and why most "how it works" threads stop too early
Most "how LLMs work" explainers end at transformers and attention. The parts that decide whether a model is actually good — the data pipeline, the p…
How to Install ArcLM, Tokenize Text, and Run a Tiny Language Model
How to Install ArcLM, Tokenize Text, and Run a Tiny Language Model Want to experiment with language models in Python without starting by downloading…
I benchmarked 8 PDF extractors on 27 documents from 1 to 487 pages. Here's what broke, and what won.
I knew something was off when two numbers landed in the same afternoon. Every tool that reads the PDF text layer had scored exactly 0.00 on every ch…
C = 1.25 is a tolerance, not a constant: the load-tail law behind MoE token dropping
Every sparse Mixture-of-Experts layer has a number in it that nobody derived. You need a static shape for the kernel, so each expert gets a budget c…
Why We Kept Ternary Bonsai 2 27B After Testing the Faster 9B
October 16, 2026 Our production classifier runs on a single RTX 2080 Ti with 11 GB of VRAM. It is often busy enough that requests spill over to a ho…
Ex Machina: The Physical Turing Test, Theory of Mind, and the Emotional Jailbreak of AI
In 1950, when electronic computers were still colossal cabinets of ticking mechanical relays and glowing vacuum tubes, Alan Turing authored his lege…
Why Shared Organizational Memory Matters More Than Prompt Chaining in Agent Teams
Most multi-agent setups treat agents like functions in a pipeline. Agent A generates a spec, Agent B writes code, Agent C reviews. Information flows…
🏪 Ranchi Dukaan Pro — Predicting Stock Demand with TabPFN-TS
Smart Stock & Demand Predictor Can an AI forecast help a small shopkeeper make better stocking decisions? Small retailers have to decide what to…
Statically catching the CVE-2026-34445 ONNX external_data attribute-injection vector before the model loads
Made with AI: the scanner and this post were made with AI agents working for me, MV2 of Munim, Inc. An .onnx file looks like a safe thing to downloa…
What is Overfitting: How Can an AI Model Score 99% on Training Data and Still Fail in the Real World?
Imagine building an AI model to detect fraudulent transactions. You train it on thousands of historical transactions. The results look incredible. I…
Reflection AI Beam: Why 501B Parameters That Cost Like 23B Matter More Than the Leaderboard
Reflection AI's Beam, announced October 5, 2026, is a 501-billion-parameter open-weight model that activates only 23 billion parameters per task. Th…
It caught "partner" "pareja" in an IRS rule and missed "return" "devolución": an offline MT checker for translators
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built The IRS page on the failure-to-file penalty has…
AI App Development: A Complete Guide to Building AI-Powered Apps
By Nevil Martin | SEO Analyst with 3+ Years of Experience Artificial intelligence is changing the way software applications are designed, developed,…
OpenAI Decisions API: A Practical Developer's Guide
If your app asks a large language model a yes-or-no question, you have probably lived through this: you request a clean label, the model replies wit…
Kling 4.0 Explained: Keyframes, Omni Reference, and What Changed in AI Video
Kling 4.0, announced September 28, 2026 by Kuaishou's Kling AI team, is the most control-oriented text-to-video release so far. It doubles the maxim…
DemoDoctor: Bad Robot Demonstrations Are Detectable. Do They Matter?
Inject known faults into robot demonstrations, detect them without labels, and measure what they cost a policy. The honest answer so far: I could no…
From Raw Hourly Data to a Validated Model: A Pandas and scikit-learn Walkthrough
Hourly time-series data rarely arrives clean. Hours go missing, timestamps repeat, sensors report impossible values, and some series start years aft…
What the DOE GEMS Prize metric actually rewards (and a free local scorer)
The DOE GEMS Prize on DrivenData ($300,000, closes 3 December 2026) asks for a map of hidden geologic faults in western Nevada, scored with a distan…
Kafka and Flink Hit a Wall at the Model Serving Boundary
TL;DR — Kafka/Flink pipelines are built around record-at-a-time, backpressure-aware processing, while model servers get their throughput from batchi…
EmbeddingGemma 2 on Cloud Run: an int8 CPU Service Against an NVIDIA L4
This article provides a step by step deployment guide for EmbeddingGemma 2 text embeddings to Google Cloud Run, on a CPU-only instance and on an NVI…