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Jev

From Bag-of-Words to Jev: How Text Classification Got Here

Jev

Jev and System One Models: The Decision Without the Paragraph

Agentic AI

Smarter Dumb Systems: An AI Agent Walks Into the Cheese Aisle

DeepSeek

Inside DeepSeek-V4.1-Flash: Encoder-Decoder Backbones, Sparse Attention, and FP4 Cache

LLMs

The History of LLMs, 2023 to 2026

Shieldstral

Write the Policy at Inference Time: Shieldstral 1.0 3B for Local Text and Image Moderation

mechanistic-interpretability

What Anthropic's J-space Actually Is (and Isn't)

GTFS

metra-monitor: Self-Hosted Realtime Commute Alerts from Metra's GTFS Feeds

Claude

A Self-Hosted Garden Sensor Agent with Ecowitt, Claude, and Telegram on GCP

Claude Code

Running a Headless Claude Code Trading Agent on GCP with the Robinhood MCP Server

Kokoro

Kokoro-82M: Running a Local Text-to-Speech Model on One GPU

Ideogram 4

Running Ideogram 4 Locally: Quantized Inference and Structured JSON Captions

Scaling Laws

Simple Things Scaled Up

Knowledge Distillation

X-Token: Distilling Knowledge Across Tokenizers That Don't Speak the Same Language

Agentic AI

Building an Agentic Movie Recommender on Cloudflare Pages

satire

It Started as a Chatbot

LLM Glossary

LLM Glossary (In Progress)

Speculative Decoding

DFlash: How Block Diffusion Breaks the Speculative Decoding Ceiling

LLMs

Laws of LLMs and Agents

Productivity

The Fragmented Researcher: Engineering Focus Around a 10-Month-Old

N-grams

Large Language Models are beautiful.

Agent Harness

27,000 Tokens Before Hello: The Agent Harness Tax

Gemma 4

Gemma 4: Everything You Need to Know About Google's Most Capable Open Model

Tokenization

Embeddings are beautiful.

KV Cache

TurboQuant: The cheat sheet that ate your GPU (and how Google fixed it)

LoRA

Doc-to-LoRA & Text-to-LoRA: How Sakana is teaching LLMs to learn instantly

FastAPI

BlinkThink: Self-Hosted Camera Snapshots with FastAPI and Gemini

Agentic AI

Building a Browser Agent with Gemini and Playwright

Recursive LMs

The 10-Million Token Paradox: Decoding the Logic of Recursive Language Models

Agentic AI

OpenClaw: 98% Plumbing, 2% Revolution

Python

VerbalVista: Talking to Your Own Data with RAG, FAISS, and a Bit of Stubbornness

Quantization

Exploring Model Quantization for LLMs