Blog
From the Forge
Thoughts on AI intelligence, learning systems, and building technology that compounds.
What Your AI Is Allowed to Write Down
Context engineering is a mature theory of what goes into a model's window. What comes out of a session and becomes permanent gets treated as a storage tactic, not as a decision with an owner. The compliance deadline everyone cites just moved by sixteen months, so the case has to stand on engineering grounds.
August 12, 2026
The EU AI Act's High-Risk Deadline Moved to December 2027. Most Sources Still Say August 2026.
Regulation (EU) 2026/1744 entered into force on 27 July 2026 and deferred Chapter III high-risk obligations by sixteen months. The deferral is unconditional, which is the opposite of what the proposal said and of what much of the internet is still reporting. Here is what moved, what did not, and how to check it yourself.
August 7, 2026
The Memory That Agrees With You
Measured in 2026: adding a memory layer amplifies sycophancy up to 25x over the same model with the conversation already in context, and explicit memory improves recall without improving how well the answer fits you. The cause is what these systems learn from. They store what you said. They should be learning from what you kept.
August 7, 2026
MCP Went Stateless: Everything That Changed in the 2026-07-28 Spec
The Model Context Protocol removed the initialize handshake, protocol-level sessions, and the Mcp-Session-Id header. Every request now carries its own version and capabilities. Here is what changed, what breaks, and what to do about it.
July 29, 2026
How to Connect a Custom MCP Server to Any LLM: The Complete Guide
Every AI app that supports custom MCP servers in August 2026 — Claude, ChatGPT, Gemini, Perplexity, Cursor, and 30+ more — with exact setup paths, plan requirements, the transport-naming trap, and how open models like GLM and Kimi get MCP through a harness.
July 18, 2026
Why Now
For two years the question in AI was which model you used. That race is ending as the models converge on capable. When the engine is common, the edge moves up a level, to the layer that carries how you think across every tool.
July 5, 2026
Why Every AI Memory Tool Hits a Wall at Month Three
Most AI memory tools feel sharp in week two and generic by month three. That drift has a name now, context rot, and it traces back to what storage was built to collect. A system that learns instead of stores bends the curve the other way.
June 28, 2026
The Bridges Change
For a year I was a courier for my own memory, hand-carrying context between AI tools that refused to talk to each other. This is the layer I built so the part that's you travels while the models stay rented.
June 14, 2026
The Operator's Operating System
I was hired company after company to fix 'a sales problem.' It almost never was. The judgment you build finding the real one is yours, and Tempreon is the layer that keeps it.
June 7, 2026
The Journey Is Human
After a year of trying to make AI work the way I do, I learned that the journey is the part nobody else can carry for you. Tempreon is the layer that does.
May 26, 2026
Welcome to Tempreon
Introducing the intelligence forge — an AI layer that learns who you are and gets smarter with every interaction.
April 6, 2026