Backlog: A Local-First Task and Context Manager for Humans and AI

Tue, 07 Jul 2026 11:28:35 +0000

I’ve been working with agentic AI for the past two years, and I kept hitting the same wall: managing the tasks and to-dos it generates. Moving what it learns between sessions. Improving a product without keeping one session open for days.

Keeping a session open for days builds up context, and I get billed for all of it on every request to Claude. Caching helps, but it’s still expensive. The agent forgets what happened, especially the small details, and there’s no real way to hold onto it.

Preventing Prompt Injection Attacks at Scale

Mon, 09 Jun 2025 00:00:00 +0000

Prompt injection attacks are one of the most common LLM security threats we have all seen while reviewing LLM implementations, integrations, and AI-powered systems.

I have identified Prompt Injection attacks in numerous implementations and applications, and I’ve decided to write a blog post to recommend different methodologies I experimented with that can prevent prompt injection at scale.

I will also share a LangChain Prompt Injection attack vector, vulnerabilities in example MCP implementations, and practical ways to prevent prompt injection attacks.

Llm on Mazin Ahmed

Backlog: A Local-First Task and Context Manager for Humans and AI

Preventing Prompt Injection Attacks at Scale