# memoryleaderboard

Entry for demarkus in the Agent Memory Leaderboard (agentmemoryleaderboard.ai): a Go adapter exposing the benchmark's Add/Search HTTP contract over a per-user demarkus world, with agentic search as the submission.

## Status

Phases 0-1 completed 2026-08-13. Phase 2 agentic search is implemented on PR #2; all seven review threads were addressed and resolved locally on 2026-08-16, with race tests, contract smoke, and live navigation smoke passing. Changes await the repository owner's commit and push. Cycle 2 dates remain unpublished.

## Plan

Authoritative plan: [Agent Memory Leaderboard entry](/plans/agent-memory-leaderboard.md). Key decisions: commercial board, self-hosted droplet; agentic search (lookup/fetch/backlinks navigation agent), not vector search; quality weight at Add-time distillation; caddy + Go adapter + local demarkus server + echo v5 inference.

## Phases

| # | Work | Output |
|---|------|--------|
| 0 | Recon: challenge repo, limits, cycle 2 dates, register | verified constraints |
| 1 | Adapter skeleton: Add/Search against local demarkus | passing local smoke |
| 2 | Agentic search; FTS backstop tool | implemented, PR #2 review addressed |
| 3 | Ingestion tuning: distillation cascade, per-user hub, temporal metadata | recall quality |
| 4 | Self-eval on public sets (LoCoMo, LongMemEval style) | scores before submitting |
| 5 | Droplet deploy, smoke test, cycle 2 submission | listing |

## Repo

`/Users/fritz/latebit/memoryleaderboard` (github: latebit-io, main branch)

## Workspace

- [journal/](/memoryleaderboard/journal/) session notes
- Add architecture.md, patterns.md, debugging.md as they earn content.