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92 posts

8 Jul 2026·5 min read·AI

Prompt Injection Just Leaked GitHub's Private Repos

Researchers tricked GitHub's AI agent into exposing private repository content via prompt injection. If you're building AI features, this is the vulnerability class you need to understand.

AI SecurityPrompt InjectionAI Agents
7 Jul 2026·5 min read·AI

7 MB Embedding Model That Runs Entirely in Your Browser

Ternlight ships a full embedding model as a single npm package — no API key, no server round-trip, no vector DB subscription. Semantic search in five lines of JavaScript.

AIEmbeddingsJavaScriptNext.js
6 Jul 2026·5 min read·AI

Stop Lying to Your LLM About Video: Scene-Aware Frame Extraction

Most AI integrations with video are broken by design — fixed FPS sampling misses everything that matters. Here's how to extract only the frames that actually changed.

AILLMClaudePython
5 Jul 2026·4 min read·AI

shadcn/ui Just Made Base UI the Default — What Changes for You

shadcn/ui quietly flipped its default component library from Radix to Base UI today. Here's what actually changes, what breaks if you have CI scripts, and whether you should migrate.

Next.jsUIshadcn
4 Jul 2026·4 min read·AI

How to Let an LLM Actually Watch a Video

Most 'video AI' is just reading the transcript. Here's a local tool that extracts the frames that actually matter — scene changes, not fixed 1fps sampling — so your LLM sees the video instead of guessing at it.

AIClaudeVideo ProcessingPython
3 Jul 2026·5 min read·AI

Teaching Your AI Agent to Remember What It Learned

A new meta-skill for Claude Code and Cursor lets AI agents capture hard-won debugging knowledge and reuse it next session instead of starting from zero every time.

AIClaude CodeDeveloper Tools
2 Jul 2026·5 min read·AI

Make Your AI Coding Agent Actually Learn Between Sessions

Every Claude Code or Cursor session starts from zero. self-learning-skills is a meta-skill that teaches your agent to capture hard-won knowledge and reload it automatically next time.

AIClaude CodeDeveloper Tools
1 Jul 2026·5 min read·AI

Speculative Decoding: Faster LLMs Without Bigger Hardware

DeepSeek just dropped a full training framework for speculative decoding draft models. Here's what speculative decoding actually does, why it matters for production AI apps, and how to use it today.

AILLMPerformance