Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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How to Run Qwen 3 27B Locally with DeepSeek Harness
Set up Qwen 3 27B on your own hardware with DeepSeek Harness. Covers quantization, MLX vs VLM, reasoning effort, and vision capabilities.
Zed Delta: A Hands-On Look at the Git-Alternative AI Coding Agent
Zed's new Delta app pairs an AI coding agent with Delta DB, a version control layer that links every code change to the chat that made it.
The White House's Real AI Fears: Cyberattacks, Not Killer Bots
White House tech chief Michael Kratsios explains which AI risks the administration takes seriously and which fears he sees as overblown.
AI State Law Preemption Explained: Why It Matters for Startups
A single federal AI standard vs. a state-by-state patchwork could decide whether small AI startups can compete with the largest tech companies.
DeepSeek-V4-Pro-0813: What's New and How It Stacks Up
DeepSeek-V4-Pro-0813 adds DSpark speculative decoding and beats its preview on coding, agentic, and tool-use benchmarks versus GLM 5.2, Kimi K3, and Opus 4.8.
DFlash 2: Run Qwen3.8-27B at 2x Speed with Speculative Decoding
DFlash 2 speeds up Qwen3.8-27B inference roughly 2x on a single A100 using speculative decoding in SGLang, with no output quality loss.
How to Set Up Grok Bot Agents: Chief of Staff, Routines, and Skills
A step-by-step guide to configuring multi-agent Grok Bot setups: delegation, shared memory, routines, and Composio integrations.
What Is HappyShrimp? Alibaba's New AI Music Generator Explained
HappyShrimp is Alibaba's new AI music platform, a fresh challenger to Suno. Here's what it does, how it sounds, and what to know before trying it.
HappyShrimp AI Music Pricing: Free Tier, Paid Plans, and Licensing Gaps
HappyShrimp's free tier, $5 and $20 monthly plans, song limits, and unclear commercial licensing terms, explained for creators considering the tool.
HappyShrimp vs Suno: Which AI Music Generator Sounds Better?
A hands-on look at how Alibaba's new HappyShrimp AI music generator stacks up against Suno v5.5 on vocals, genre range, and anthem rock.
How the /loop Command in Hermes Agent Automates Status Checks
A hands-on look at Hermes Agent's /loop feature, which lets a local AI agent watch time-dependent tasks on a timer and report back automatically.
Loop vs Goal vs Cron in Hermes Agent: Which Should You Use?
Hermes Agent's loop, goal, and cron modes solve different problems. Here's how each works and when to pick one over the others.
How to Become the AI Person at Your Company: A Career Roadmap
A three-phase roadmap for becoming an in-house AI implementation expert, backed by PwC and McKinsey data on AI skills pay and adoption gaps.
What Is Speculative Decoding? How Draft Models Speed Up LLMs
Speculative decoding explained: how a small draft model and a verification pass let large language models generate tokens faster without quality loss.
What Is the White House's AI Action Plan? Open Source Explained
Michael Kratsios explains the US AI Action Plan, the White House's stated commitment to open-weight models, and why it avoids hard compute rules.
AI Agent Swarm Attacks: The Emerging Security Threat Explained
Poisoned agent skills, unlocked APIs, and ambiguous goals are converging into agent swarm attacks. Here's how the threat model actually works.
How to Make Your Software Development Lifecycle AI-Native
A practical guide to embedding AI coding agents into your existing SDLC across PM, dev, and QA workflows, without adopting a rigid framework.
Antares-1B: Cisco's Tiny Model That Hunts Code Vulnerabilities Locally
Cisco's 1B-parameter Antares model localizes vulnerabilities in code repos and runs on a single GPU. Here's how it works and how to deploy it.
The Best AI Platforms for Building Approval Workflows
Comparing Retool, Airtable, chatbot builders, and Remy for expense, vendor, PTO, and procurement approval workflows — what each actually ships.
The Best AI Platforms for Automating Operations in 2026
A field guide to AI platforms for automating operations — workflow tools, app builders, and product agents — and which job each one actually wins.
The Best AI Platforms for Building Internal Tools in 2026
A practical, honest comparison of AI platforms for building internal tools — what each one ships with, what it costs, and where it fits.
The Best AI Platforms for Full-Stack Apps: Backend Depth Compared
Five AI platforms compared on backend, database, and auth depth — not surface polish alone — to find what actually ships a full-stack app.
The Best AI Tools for Building Real Software With No Code
A practical comparison of AI tools that let non-technical builders ship real, working software — not just clickable prototypes.
Build vs. Buy Just Got a Third Option: Compile It
Comparing build vs. buy for internal tools? Compiling from a spec is a third option — you own the code without hiring an engineer.