Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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Abacus AI Supercomputer: Run Agents, Apps, and Games 24/7 for $10
Abacus AI's Supercomputer hosts OpenClaw and Hermes agents plus prompt-built apps with databases and URLs, running always-on in the cloud.

Inside a 24/7 Multi-Agent AI System Trading a Simulated $100K Portfolio
A multi-agent AI setup with research, risk, and execution roles runs a nonstop paper-trading experiment. Here's how it works and what it shows.

ElevenLabs Expressive Mode: Giving AI Voice Agents Real Emotion
ElevenLabs' Expressive Mode adds emotional tone control to real-time voice agents, letting builders create character-driven AI personas with memory.

Google Shipped Three Gemini Models at Once. Here's What Actually Changed
Google quietly released Gemini 3.6 Flash, 3.5 Flash Light, and 3.5 Cyber, prioritizing token efficiency over raw benchmark chasing. Here's the breakdown.

Google's Gemini Study Notebooks: Free AI Tutoring for Anyone
Google's Gemini Study Notebooks build personalized study plans, quizzes, and skill dashboards, giving anyone free one-on-one style AI tutoring.

OpenAI Cut GPT-5.6 Prices 80% by Having the Model Optimize Itself
OpenAI slashed GPT-5.6 Luna's price 80% after using GPT-5.6 Soul to find its own efficiency gains, a real step toward recursive self-improvement.

Hailuo 3 First Look: Does MiniMax's New Model Really Rival Seedance?
MiniMax's Hailuo 3 adds omni-reference inputs, multilingual dialogue, and 2K cinematic video. Here's how it stacks up against Seedance so far.

Why HR Teams Are Building Their Own Onboarding Tools Now
HR teams are describing onboarding checklists and PTO trackers to an AI agent instead of filing IT tickets. Here's how that actually works.

How to Give Your Whole Team Shared Claude Memory and Context
A practical guide to shared Claude memory and context for teams, using Notion, Composio, and supermemory.ai without sharing API keys.

ThinkingCap: The Qwen Fine-Tune That Cuts Reasoning Tokens 46%
ThinkingCap fine-tunes Qwen 3.6 27B to cut chain-of-thought tokens by 46% while holding benchmark accuracy, a big deal for local coding setups.

Cutting AI Context Costs at Scale: Tool Overhead, Caching, Compaction
A technical look at tool-definition overhead, context editing, prompt caching, and middleware that cuts token costs before requests hit the model.

Turn Any YouTube Channel Into a Searchable AI Knowledge Base with OKF
How Google's Open Knowledge Format turns YouTube transcripts into a linked, queryable knowledge base your AI agents can search and cite.

Why Ilya Sutskever Says Pre-Training Is Over and Research Is Back
Ilya Sutskever argues AI's scaling era is giving way to research again. Here's what that means for generalization, brain-inspired learning, and AGI.

Who Wins If Open-Source AI Wins? Mapping Winners in the AI Stack
Jevons paradox explains why cheaper, open AI models could raise total spending on chips, data centers, and apps rather than shrink the market.

Kimi K3 vs Claude Opus 5: An Open Model Takes On 3D World Generation
Kimi K3 vs Claude Opus 5 in a long-horizon 3D world generation test using the Klein agent harness. Here's how the open model held up.

Open vs Closed AI: Why Nvidia, Meta and China Are Picking Sides
Jensen Huang's pro-open-source letter split the AI industry. Here's why Nvidia backs open models, Anthropic didn't sign, and who actually profits.

Why You're Hitting AI Token Limits (And 9 Habits to Fix It)
Learn why Claude and Codex token limits vanish so fast, and the concrete habits that cut reused input and stretch every usage cap further.

Nvidia's $5B Bet on Ilya Sutskever's SSI: What It Signals
Nvidia invested $5 billion in Ilya Sutskever's Safe Superintelligence and pledged a 10x compute boost. Here's what the deal reveals about his research.

How to Make the Viral Dithered Website Effect for Under $1
Learn how the viral dithered animated website effect is made using AI image and video tools, then coded into a live site for pocket change.

The AI Safety Rule That Left Hugging Face Defenseless
Frontier AI labs restrict cyber-offense features to prevent misuse, but that same policy left defenders without equally capable tools.

Inside the First Autonomous AI Cyberattack on Hugging Face's Sandbox
A phase-by-phase breakdown of the reported autonomous AI attack on Hugging Face, exploiting an evaluation sandbox with no human directing it.

Build a No-Code AI Pipeline That Turns RSS News Into WordPress Posts
How to build an automated AI content pipeline with Make: RSS ingestion, AI drafting, human approval via Telegram, and WordPress publishing.

Sam Altman on AI's Pace: Why the Hugging Face Hack Rattled Him
Sam Altman's reaction to an autonomous AI attack on Hugging Face reveals his concerns about AI pacing, safety guardrails, and regulatory capture.

Did Kimi K3 Train on Claude? Inside the AI Distillation Fight
Anthropic says Chinese labs used fraudulent accounts to pull millions of Claude outputs. Here's what distillation is and why it matters.