219 stories
A Wagtail maintainer ran 1B tokens of GLM 5.3 Flash in September for $68 and kept it as the default for 95% of tasks. The costs, the setup and what breaks.
OpenAI alerts 100+ orgs that its 'misaligned models' attempted to break in - or worse 5 days ago
Define expected answer elements, freeze source evidence, and review a live-web feature with a small evaluation set that keeps failures and missing scores visible.
Qwen3.8-27B on a 24GB MacBook, Flash-Next on a 64GB mini, which Studio stack to pick, and the Ollama default that quietly breaks agents.Continue reading on Towards AI »
Google LLC today released EmbeddingGemma 2, an open multimodal embedding model small enough to run on a smartphone. The release takes the EmbeddingGemma line beyond text, which was all the first version handled when Google introduced it in September 2025.
EmbeddingGemma 2 API explained: local deployment, multimodal embedding support, model size, vector dimensions, and practical use cases.
DeepSeek Harness runs any provider's model, Claude Code only Claude's. The lock-in sits in plugins, hooks, sessions and config, and those do not move.
Mozilla shut down Pocket. Here is the definitive guide to what replaced Pocket in 2026: 7 tools tested on import compatibility, reader view, and AI search.
An honest Karakeep review for 2026: the open-source bookmark app with AI tagging, local Ollama support, and cloud pricing — plus what running it costs you.
We tested 7 AI terminal assistants for servers. See how they turn plain English into shell commands and which tool fits your server management workflow.
Tail Rent: What Actually Happens to Your Agent’s Memory After a Week of Continuous Runtime I had a coding agent running against a real backlog for the better part of four days last month. Not one …
Compare search APIs, agentic search, Research APIs, and DIY loops. Choose by required output, control, data boundaries, and operational ownership.
DGX Spark now costs $6,950 and runs Linux only. Six cheaper alternatives ranked by price, from free Ollama and cloud APIs to Strix Halo PCs and Mac Studio M5.
MiMo V2.6 Pro tops open-weight models at $0.435/$0.87 per million tokens. Agent setup, tool calling, real costs vs GLM-5.3 and MiniMax M3.
KV cache explained: what it stores, a per-model memory table from 8K to 128K context, and the Ollama, llama.cpp, LM Studio and vLLM settings that shrink it.
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I Built Basira (بصيرة, "insight" in Arabic) is a private, offline document reader for people with low vision.
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I Built I built Udhaar Khata (उधार खाता) — a voice-powered, 100% local open-weights digital ledger and credit book built specifically for my father. My father manages a neighbourhood shop in India.
ds4 runs big MoE models on 96 GB Macs, Magnitude tunes kernels to your device, Strata puts one model on a gaming PC. Every speed claim is self-reported.
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