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the full platform story. context lake architecture, a knowledge graph that narrates itself in real time, content pipeline guardrails that kill entity fixation, and a backlog methodology built around triggers instead of priority scores. this is what building an agentic platform looks like from the inside — decisions worth defending, systems worth explaining.
The context lake The problem I've been building the context lake for the team at agent828 — a tactical AI services team of devloper mercenaries who are building agents and tools for better development. The core application of this context lake is an ...
Understanding the lake What if the most important part of the system i built is the context lake? Perhaps the center of it all is exactly that. When people first look at agent828, they often see a sharp local brand with a tactical vibe. The website, ...
Make the system explain itself At some point, every agentic stack becomes a black box. You know it's working because posts are going out. You know it's broken when they stop. The gap between those two states — degraded, partially offline, silently fa...
How we stopped our content engine from repeating itself There is a specific failure mode in AI content pipelines that nobody talks about enough. It is not hallucination. It is not tone. It is entity fixation — where the model latches onto the same th...
The backlog is a feature I do not have a roadmap. I have a docs/BACKLOG.md file with a specific operating philosophy baked into its format, and it works better than any roadmap i have ever maintained. Here is how it works and why the design decisions...
