2
1 Comment

Finally found an AI workspace that doesn't forget my project context every 10 minutes

Hey everyone,
Like a lot of builders here, I spend half my day bouncing between generic AI chat windows, pasting the same codebase fragments, marketing briefs, and business logic over and over. The prompt fatigue is real, and it’s incredibly frustrating when an LLM loses the thread of what you're building after just a few interactions.

I recently came across a platform that actually solves this structural problem, and I thought I’d share it since it’s been a massive upgrade for my workflow.

It's called TKCORE AI and it operates as a fully context-aware workspace rather than just a standalone chat box.

The biggest game-changer is the data grounding. Instead of starting from a blank slate, you can upload your custom knowledge base files straight into the environment. It instantly grounds the AI in your specific project background. They also have a dedicated project management system so you can keep different client works or side-projects completely isolated.

What really makes it work is the underlying technology. Their signature flagship model, TkCore-V5.5-Pro, is incredibly fast at high-performance reasoning, even when processing large custom file uploads. The platform also doubles as a premium aggregator, meaning you can swap over to DeepSeek-V4, Qwen-Max, or GLM-5.1 inside the same dashboard without losing your embedded context.

Because the AI already "knows" your project data, you can seamlessly push those insights into their built-in creative tools to generate highly accurate professional writing, visual assets, or even audio.

If you're tired of managing context across a dozen open tabs, it's definitely worth looking into.

Curious to hear from others—how are you all currently managing your persistent project context when working with AI? Are you still manually copy-pasting, or have you moved to dedicated workspaces?

on June 2, 2026
  1. 1

    Context management is honestly the real bottleneck in most AI workflows right now 👀
    Using Lumi (llmmemory) for this and project context just travels with you automatically across sessions without you curating or maintaining it every time you sit down to work.