Qwen 4 Is in Training. You Can Already Run Its Architecture.
What’s new in Flash-Next, and the Mac and PC setups that get its long-prompt speed today.Continue reading on Towards AI »
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Your AI Isn’t Hallucinating. Your Data Is Lying to It.
Most of what we call hallucination is a model faithfully repeating data we never checked
Towards AI8 min readHow Does Jev Work? A Technical Reconstruction from 5 Public Clues
Disclosure: I drafted this article with AI assistance, adapting the script and research from my own video. The analysis, sources and…Continue reading on Towards AI »
Towards AI1 min readHow Many Tokens Does an AI Workload Actually Need?
We modeled seven managed services workloads to build sizing ranges that enterprises can actually budget against and found a cost driver…Continue reading on Towards AI »
Towards AI1 min readTuning Jev as a Quality Judge: A Decision Model vs. Two Cost-Effective LLMs
First in a two-part series on tuning Jev as an LLM judge: this post covers judging response quality; the next covers judging response safety.
Towards AI19 min readA Week Inside Jev: What a Non-Generative Decision Model Is Actually Good For
I wired TypeSafe’s Jev into a real Claude Code workflow for a week. Here is what the “200x faster, 400x cheaper” headline leaves out.
Towards AI22 min readBuilt My Own MCP Server in 80 Lines of Python. Now Claude Knows My Sales Pipeline.
A year ago I wrote about building a tiny AI agent that uses MCP tools. It’s still the most-read thing I’ve published.
Towards AI8 min readYour Knowledge Graph Is Measuring Your Pipeline, Not Your Subject: A Replication Attempt
I left a comment on a Medium piece a few weeks ago about agentic graph engineering across 82.8 million edges, the one about catching hidden vulnerabilities by walking task graphs, capability graphs, and run graphs instead of asking an LLM to reason over the whole mess.
Towards AI14 min readEight GPUs, Three Models, One Server: A Production Playbook for Self-Hosting LLMs on NVIDIA H20
Somebody on the team gets a local model running in an afternoon. One Docker command, one model name, and ten minutes later there’s a…Continue reading on Towards AI »
Towards AI1 min readMeet Jev: The AI Model That Doesn’t Write, and Why Data Engineers Should Care
A plain-English guide to “System One” models, with patterns, code, and honest caveats
Towards AI8 min readAI Agents Need More Than an LLM. Here’s the Full Stack
Learn the full AI agent stack: LLM, context, tools, memory, orchestration, runtime, guardrails, and observability. A clear guide to…Continue reading on Towards AI »
Towards AI1 min readUnderstanding Similarity Measures / Metrics in Data Science
I’m writing this blog to give you a quick glimpse of the Similarity Metrics that we use in industry covering about why we need them, when do we use, what’s the intuition behind each metric and ending with some bonus tip to easily remember them.
Towards AI8 min readChatGPT Pro $200 Cut to 10x: is a Mac Studio Worth it for Local LLMs now?
I priced 50 days of my own $200 AI plan at API rates first. The number a Mac Studio has to beat is a lot smaller than $200.Continue reading on Towards AI »
Towards AI1 min readRNNs Explained: How Neural Networks Understand Sequential Data
In the last article, CNNs showed us how a network can understand where things are in an image. But some data isn’t about space at all. It’s about order. Read this sentence backwards and it stops making sense. Shuffle a week of stock prices and the trend disappears.
Towards AI9 min readYour Agent’s Guardrails Probably Fail Open. Microsoft Just Published a Contract to Fix That
Microsoft published Agent Hooks on August 27, 2026.Continue reading on Towards AI »
Towards AI1 min readTHIRSTDAY #7: WHERE CAN I ORDER THE EXPERIMENT MY AI JUST PROPOSED?
AI is becoming increasingly good at finding questions worth testing, but once the answer depends on samples, instruments and laboratory time, the work leaves the comfortable world of software and collides with the physical economy of science.
Towards AI8 min readI Installed 40 Claude Skills. Three Survived.
superpowers has 291K stars — and it actively slows me down on half my work.Continue reading on Towards AI »
Towards AI1 min readRedis for AI Agents: Memory, Queues, Checkpoints
Your framework is the brain. Redis is the hands. Here’s when the hands are overkill.Continue reading on Towards AI »
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