MCP moves context. It doesn't create it. Enterprises still need a semantic memory layer underneath the connectors.
The next agent cost curve isn't tokens — it's useful context per token.
AI needs shared state, not smarter tools. One company reality, many lenses.
Managed Agents signal the shift toward shared substrate infrastructure for company memory.
A year of lessons on memory, ontology, and surfacing signal instead of dumping data.
Storage isn't memory. Real organizational memory needs ontology — and it has to be per-function.
A Company Brain needs memory as shared state — not a bolt-on per tool.
Procedural, trigger, execution, and outcome memory — how work actually gets done across people and systems.
Meetings, threads, and emails as first-class evidence beneath every decision.
Built from the individual outward, surfaced inside the workflow — not waiting to be queried.
Four layers — facts, context, reasoning, action — for a living model of how an organization remembers.
The agent's real job is to compress the world into the smallest decision a human can sign their name to.
Your filesystem is a brain waiting to happen. POSIX symlinks as zero-cost graph edges.
Forgetting and false recall are provably inevitable for any memory organized by meaning.
Brains and LLMs fail the same way — and for the same geometric reason.
Inside the Shaped Cache experiment: why every KV dimension still gets a vote.
Breaking TurboQuant's compression ceiling — only 4 of 128 KV dimensions carry signal.
Subprocessors include Amazon Web Services, GitHub, Slack, Google Cloud Platform, and OpenAI.