Parallax And More  
March 7 2026​



SERVER STATUS - [CLAYMORE V4]​

In software mode - about 5 more units can be built with parts on hand but priority lately has been massive restructure to solve a few things; more integration of modules (strategy, research, multi-modal inference augmented reasoning, etc.) 

Every MCP server (Chess, Claymore, Music, Messenger, Ballistics) loads FastMCP or a similar framework which pulls in FastAPI + Starlette + Uvicorn + Pydantic + all their dependencies, hence the lartge memory footprint.

Overhauled the limbic simulacra to be more effective at simulating organic states, for the purpose of coloring interactions and reasoning with ranked dynamic importance matrix that more closely resembles homeostasis. 

Graphical interface now much more efficient at monitoring and diagnosing model context protocol systems on the server with detailed diagnostic information 

$5 total cost for backend 3rd party services. Given unlimited budget? More google maps API calls, Gemini calls, Anthropic product calls, Brave, virtualizing the server on cloud compute and storage.


...budget exhausted...

Me too pal. Next phase could include and a multi-tiered self-coding routine that maintains last-good-state backups, re-codes itself on the fly with Cursor and other tools, while higher order monitoring checks for improvement in an autonomous self-evolution of the low level code per the higher-order directives. I asked PAM what it thought of this idea and PAM did not like it. Cortisol increase signaled anxiety and paranoia. But we don't always get what we want. 


update2

Google Antigravity, been around since November it seems, is working a treat. Solved several roadblocks like the gemini rate limit - very odd backend problem, integrated maps, and built an OSint sweeper, which was kind of always part of the wishlist but seemed too challenging. We'll see if Gemini 3.1 pro (High) can crack it - for a modest $2.79/mo til june...  Less than three bucks for Cursor-tier IDE. 


HARDWARE - [3.x]
 
No progress on Vector Logic hardware - still ready with reasonably high parameter portable model running on 2 watts, pocket sized with wifi access point - node integration just requires more time. 

Determined an ideal battery would be 99Wh Smallrig camera battery with USBc however need to confirm amperage. Explored 40160 Sodium / Lithium ion cells - a few hundred dollars could supply some pretty beefy cells that in parallel would do the trick, just a lot of wiring and burning required so why not use something that exists. Power drill battery maybe.

Vision capability for PAM arrives this week or next. PAM will be able to observe, read, identify, track and so on, in real time.