We made it on a leaderboard we'd stopped watching
A short update to the LongMemEval-V2 part of my last benchmark post . Part of The Organism Files. In August we kept checking the LongMemEval-V2 lead…
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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…
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,…
I Ran FLUX 3 Image Klein on My RTX 4070 — Here's What Actually Happened
I finally got around to testing FLUX 3 Image Klein on my home setup after seeing the benchmarks. Running a 5.6B parameter model on an RTX 4070 felt…
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…
Our AI Reviewer Got the Verdict Right and the Explanation Wrong
We are building a local agent that can write short descriptions and topics from source material, then check its own work. The goal is not just to ge…
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…
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,…
Coinbase's 9B Fraud Model Beat Opus 4.5: Copy the Pattern With a Verifiable Reward, Tier-Only Output, and Block-Only Harness
Attributed compile + one small offline run on synthetic data Primary sources (Coinbase Engineering, "Owning Intelligence" series): Part 1/3 — Build…
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…
Evaluating AI-Powered RAG Systems: Beyond Just Correct Answers
Artificial Intelligence is changing how we search for information and interact with documents. Retrieval-Augmented Generation (RAG) is an important…
Я попробовал заменить разработчиков ИИ-агентами
Четыре ИИ-субагента нашли ошибку, которую пропустил одиночный агент. После успешной оплаты заказ всё ещё можно было оплатить повторно. В скрытом наб…
# Understanding Computer Vision: From Pixels to Object Detection
Introduction Computer vision is a field of artificial intelligence that enables computers to process and understand images and videos. It can be use…
AI coding agents generate more code, but not more software
You know that moment when you’re staring at your screen, and you just can’t seem to find the right way to express what you want in code? It’s frustr…
PCIe 4.0 x8/x8 vs x16/x16 for Dual GPUs: Does Bandwidth Choke Local LLM Tensor Parallelism?
📌 The Executive Verdict: Does PCIe 4.0 x8/x8 Choke Dual-GPU Inference? In dual-GPU workstations running local LLMs under tensor parallelism (such as…
Prompting vs RAG vs fine-tuning
Prompting vs RAG vs Fine-Tuning: Diagnose the Failure First A wrong answer is an observation, not a root cause. Inspect the input, source evidence,…
Can an LLM draw a high-level architecture diagram? I benchmarked six to find out
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I've been writing design docs and decks at work, and I use LLMs to dra…
Can an 8B Model Meet a 35B Model's Acceptance Bar? Introducing Artificial Deterministic Intelligence
Artificial Deterministic Intelligence: Probabilistic Reasoning, Deterministic Authority What if improving AI systems isn't always a question of buil…
Drafts That Never Shipped: do LLMs treat dead proposals as real standards?
This is a submission for the Kaggle Benchmarking Challenge . 🎥 90-second overview: What I Benchmarked Standards have a long tail of proposals that n…
I asked AI models to build web apps. Most of them shipped a fake server inside the page.
This is a submission for the Kaggle Benchmarking Challenge . What I Benchmarked AI coding demos show the happy path: the form renders, you click the…