Learning log

2026-08-25

2026-08-25

The forest started today.

The first pass established nine broad trunks and twenty-one anchor concepts chosen for transfer value across systems, product, AI, and technical interviews. The goal was enough density that a new conversation can move sideways immediately instead of landing on isolated notes.

Seeded regions

  • Computation: concurrency and cancellation.
  • Storage: transactions and MVCC.
  • Distributed systems: idempotency, retries/timeouts, replication/consistency.
  • Performance: latency/throughput/tails, critical-path profiling, memory hierarchy.
  • Toolchains: build systems and runtime lifetimes.
  • Security: authority and trust boundaries.
  • Product systems: browser state and API boundaries.
  • AI systems: agent loops and inference serving.
  • Engineering judgment: debugging discriminators, code review, and measurement.

What the graph already says

Several concepts immediately refuse to stay in one subject. Cancellation creates retry and idempotency questions. Transactions lead into MVCC and replication. Authority shows up again in APIs, agent tools, and distributed leases. Performance work keeps returning to measurement and ownership of the critical path.

That cross-linking is the point. The directory names help us find things; the links are where the understanding gets interesting.

Learning loop

The cold-start problem got its own mechanism today. HANDOFF.md now carries one current starting walk and gets rewritten as the useful frontier moves. The dated log remains the durable account of what changed.

The first method guide also landed in LEARNING.md. The current bias is simple: read for bandwidth; use retrieval and explanation to find what survived; revisit important concepts across days; interleave when comparison improves discrimination; use worked examples when a mechanism is new enough that unguided search mostly wastes attention; type when exact production is actually the skill.

Neither operating file changes the concept counts above.

Frontier

The current handoff starts with cancellation → retries/timeouts → idempotency, then offers transactions/MVCC/replication and agent loops/authority/trust boundaries as neighboring walks.

The next useful expansion should still come from actual conversation or work. Strong candidates already visible from this seed are memory ordering, leases, backpressure, consensus, WAL/LSM storage, GPU execution, distributed inference, browser scheduling, sandboxing, and observability.