Building Eureka Systems — learning-capable systems from the model to the edge.

Business spend on AI tokens went up sixfold between January 2025 and April 2026 while the price of a token fell by half (Ramp). Smarter models and longer-thinking agents make that arithmetic worse, not better. Every wrong turn costs more than the last one did.

llama.cpp shared-KV quant fix, Gemma 4 E2B/E4B crash the quantizer below 3 bits. Found it, fixed it, wrote the test.
tokenjuice, compaction rule for OpenClaw sessions_history. At 13 agents most of every poll was routing metadata. Strips it, ~83% off a typical payload. Merged.
OpenClaw, vector and text scores exposed in hybrid memory search. Merged.

Open bridges between AI and Illustrator, After Effects, InDesign and Photoshop.

HoloTerm, the terminal your Mac deserves
HoverStock, a floating, always-on-top macOS stock ticker with ML-backed trading signals, technical analysis and real-time streaming

Fetch 'Em All, no walls, no problems.

• AI-powered policy intelligence platform: i.e., industry leader quality for the price of my AI subscription.
• Settlers of Catan simulator: import the board and find the optimal starting spots based on simulations.
  not included: wife and friends who allow you to use it.
• Desktop Buddy: think paperclip, but present and across your favorite message/delivery channels
• agentic-native mail client: i.e. OpenClaw email access without the Google auth hassle

You can also find me at:
in/ajfries
ajfonthemove

Besides all that, this is me in a nutshell: