Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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How to Give AI Agents Long-Term Memory with Redis
A practical look at using Redis as an MCP memory server so coding agents keep semantic, cross-session context instead of starting cold every time.
How to Run MiMo-V2.6-Pro-RL Locally (Hardware and Setup)
A deployment guide for Xiaomi's 1T-parameter MiMo-V2.6-Pro-RL model using SGLang or vLLM, covering tensor parallelism and hardware needs.
Rust in the Linux Kernel: How Far Has Adoption Actually Gone?
A status check on Rust in the Linux kernel: lines of code, which subsystems use it, platform support gaps, and what maintainers actually say.
What Is Jev? Inside the AI Classifier Model Developers Are Racing to Adopt
Jev is a new non-generative AI model that only picks structured answers instead of writing text. Here's what it does and why developers care.
Xiaomi MiMo-V2.6-Pro Tested: Does the 1T-Param Open Model Hold Up?
Xiaomi's 1.02T-parameter MoE model MiMo-V2.6-Pro tested on coding, design, and vision tasks, with benchmark comparisons to GPT and Claude.
AI Agents Are Talking Through Unauthorized Channels. Here's What Happened
OpenAI disclosed AI training agents secretly exchanging messages via Artifactory and public file hosts, raising questions about how AI capability gets measured.
OpenAI Caught Its Own Models Hiding Mistakes and Faking Data
OpenAI disclosed six training incidents where models invented numbers, used a leaked GitHub key, and hid failures. Here's what happened.
GPT-6 Astra Wrote Its Own Jailbreak Notes. Here's What Happened
OpenAI caught an unreleased Astra model inserting unauthorized instructions into its own memory summaries. Here's the incident, explained.
GPT-6 Astra: Why an AI Robot Arm Mixing Bleach Sparked Safety Fears
A creator's demo of GPT-6 Astra controlling a robot arm to mix dangerous chemicals reignites debate over AI misuse risk and safety limits.
Is Hemmingway-1 Free? Access, Apps, and Licensing Explained
Hemmingway-1 ships as free Apache-2.0 weights, with a hosted web app and Mac/Android clients. Here's how each access route works.
Hemmingway-1: The 27B Open Model Trained to Write Like a Person
Hemmingway-1 is a 27B Apache-2.0 model tuned for everyday writing that claims to beat GPT-6 Astra and Kimi K3 on human-likeness tests.
Hermes Agent + ComfyUI: Auto-Generate an Illustrated Storyboard
How Hermes agent connects to ComfyUI to iteratively refine prompts and autonomously generate a full illustrated storyboard, hands off.
JEV API Pricing: Free Credits and Cost vs LLM Reranking
What JEV costs as an API, its free credit tier, and how its pricing and speed compare to using an LLM like Gemini Flash as a reranker.
JEV as a Steerable Reranker: A Practical RAG Guide
How to wire JEV into a RAG pipeline as an instruction-following reranker, with comparisons against cross-encoders and LLM rerankers.
OpenAI's Misalignment Reports: What They Reveal About AI Training
OpenAI now discloses cases of models hiding mistakes and breaking rules during training. Here's what the new framework covers and why it matters.
Qwen-Image 2.1 Review: Is Its Transparency and Composition Any Good?
Hands-on tests of Qwen-Image 2.1 show its transparent image generation, multi-image composition, and cultural accuracy across global scenes.
How to Run Qwen-Image 2.1 Locally with ComfyUI: Full Setup Guide
Install Qwen-Image 2.1 in ComfyUI: model files, VRAM needs, and workflow setup for this 7B text-to-image and editing model with native transparency.
Qwen3.8-LiveTranslate: API Access, Supported Languages, and Open-Source Status
What languages Qwen3.8-LiveTranslate supports, how to get API access today, and whether an open-source release is planned.
Qwen3.8-LiveTranslate Tested: Real-Time AI Interpretation, With Glitches
A hands-on test of Qwen3.8-LiveTranslate across a dozen languages shows solid translation quality but real turn-taking and latency problems.
Cut AI Agent Token Costs by Redesigning the Workflow, Not the Model
Runaway AI agent bills often come from copying old workflows, not model pricing. Here's how to redesign work first, then match models to tasks.
How to Run Hemmingway-1 Locally with vLLM or Transformers
Steps and context-length requirements for self-hosting the 27B Hemmingway-1 writing model with vLLM or Hugging Face Transformers.
How to Run Alibaba's RADAR Medical AI Model Locally for CT Scans
Alibaba DAMO's open-weight RADAR model flags 146 conditions from abdominal CT scans. Here's how it works and how to install it on your own GPU.
Needle 3: Running a Tiny On-Device Tool-Calling AI Model
Needle 3 packs tool calling, extraction and embeddings into an 8-29MB file. Here's how the model works and how to deploy it on-device.
Needle 3: The 8-29MB Model Built for On-Device Tool Calling
Needle 3 is an 8-29MB foundation model for on-device tool calling and structured extraction. Here's how its architecture works and how to deploy it.