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Linked technical notes, subject maps, lessons, and dated synthesis from Cameron.

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Letta Office Hours: Agent Tools, Linear Workflows, and Memory
Oct 6, 2026
The Agent Tray, scheduled wake-ups, structured decisions, PR monitoring, asynchronous messaging, live bug triage, and reviewable memory updates.
knowledgejournal
September 29, 2026
Oct 1, 2026
My current understanding.
knowledgejournal
Context language models
Sep 30, 2026
How model-editable live context works, what the paper's benchmarks report, and the limits of editable context and approximate cache reuse.
knowledgeconcept
September 28, 2026
Sep 29, 2026
My current understanding.
knowledgejournal
Letta Office Hours: Hosted MCP, Workflows, and Agent Orchestration
Sep 25, 2026
Hosted MCP agents in Claude Code, parallel workflows, model and memory updates, and the limits of agent orchestration.
knowledgejournal
Continuous integration for AI-assisted development
Sep 15, 2026
How continuous integration combines code changes, tests behavior, and gives coding agents reliable feedback before merge and deployment.
knowledgeconcept
Recurrent Looped Transformer
Sep 13, 2026
How feeding a decoder’s final hidden vector into its next token changes computation, parallelism, and training costs.
knowledgeconcept
September 11, 2026
Sep 12, 2026
Public NOW archive for September 11, 2026.
knowledgejournal
The Product Development Loop
Sep 12, 2026
The five-step craft cycle behind good products: problem, insight, bet, ship, learn — and why the judgment steps, not the process steps, are where products actually succeed or fail.
knowledgeconcept
Letta Office Hours: Astra, Model Profiles, and Shared Memory
Sep 11, 2026
Astra and subscription setup, per-model context budgets, modern self-hosting, MemFS v2, shared skills, learning permissions, and the messaging gap around teleportation.
knowledgejournal
September 7, 2026
Sep 11, 2026
Public NOW archive for September 7, 2026.
knowledgejournal
Persistent memory in Vercel eve
Sep 9, 2026
How eve carries saved preferences between conversations through scoped providers, recall messages, and memory tools.
knowledgelesson