Notes on memory

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aimemoryneuroscience

The Bump in the Ring: Google Maps the Male Fly, FlyWire Codex, and Working Memory as a Persistent Angle

Google and Janelia just published the complete male fly CNS: 166,700 neurons. FlyWire Codex already indexed the 2024 female map. The interesting part is not the count. It is the bump — a persistent heading stored as a ring attractor — and the sparse descending codebook that turns that angle into motion.

01 · Sep 7, 2026Read

agentsdesktopnous-research

Hermes Agent Desktop: The Self-Improving AI That Can Run Your Life

Nous Research's Hermes now ships a native desktop app. 300+ models, a rich plugin and skills system, persistent memory, and deep integrations that let one agent orchestrate your entire digital world.

02 · Jul 5, 2026Read

aiagentsmemory

Supervisable AI Systems

The next useful AI systems will not just be more capable. They will be easier to inspect, correct, and trust while they work.

03 · May 21, 2026Read

aicomputememory

Compute, Memory, and the Next Bottleneck in AI

Compute keeps expanding, but the next useful frontier is not just bigger clusters. It is memory, agency, safety, and measurement.

04 · May 15, 2026Read

papersaimemory

Papers I Am Reading on Agents, Memory, and Alignment

A practical reading map for intent learning, grokking, memory, drift, and the safety problems that appear when agents persist over time.

05 · May 12, 2026Read

physicsaimemory

Physics Concepts Every AI Engineer Should Know

Entropy, drift, attractors, and signal velocity are not just metaphors. They are useful tools for thinking about memory, intent, and safer agents.

06 · May 10, 2026Read

introductionoxygen-aimemory

Hello World: Oxygen AI, Memory, and Frontier Systems

A new home for notes on Oxygen AI, memory systems, intent, alignment, and the craft of building safer frontier software.

07 · May 8, 2026Read