# 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 0-4 and repository-side phase 5 packaging are implemented. PR #2 merged phase 2 on 2026-08-16 as `4a37113`; current uncommitted work adds current AML contract compliance, Add-time distillation and temporal metadata, reproducible local conformance/quality/load evaluation, and a pinned Caddy + adapter + demarkus production stack with backup and 30-day purge operations. All local verification passes. Remaining work is external: commit changes, provision encrypted host/DNS/credentials, deploy HTTPS, run production gpt-4o-mini smoke/load, obtain AML evaluation access, then run Smoke and Full. First-cycle deadline passed; target a later leaderboard release.

## Plan

Authoritative plan: [Agent Memory Leaderboard entry](/plans/agent-memory-leaderboard.md). Submission route: commercial hosted API. Search uses a scoped nib navigation agent over demarkus lookup/list/fetch; Add uses validated gpt-4o-mini distillation while retaining raw evidence. Production is a single encrypted Linux host with Caddy TLS, adapter, private demarkus storage, and explicit 30-day data/backup deletion.

## Phases

| # | Work | Output |
|---|------|--------|
| 0 | Recon: challenge repo, limits, cycle dates, route | commercial hosted route selected |
| 1 | Adapter skeleton: Add/Search against local demarkus | passing contract smoke |
| 2 | Agentic search; catalog fallback | merged via PR #2 |
| 3 | Ingestion tuning: distillation, temporal metadata, idempotency | implemented locally |
| 4 | Conformance, synthetic retrieval quality, Top-K load evaluation | local gates passing; production model run pending |
| 5 | Pinned container stack, TLS, secrets, backup/retention, submission | package ready; external deploy/access pending |

## 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.