# memoryleaderboard

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

## Status

The repository became public on 2026-08-17 at [latebit-io/memoryleaderboard](https://github.com/latebit-io/memoryleaderboard), with `main` fixed at Academic-readiness merge `9f4ff7e`. Anonymous GitHub API, raw README, Git clone, and Apache-2.0 license detection all verify public access. Secret scans found no leaks across 19 commits or the working tree. Next is live OpenAI `gpt-4o-mini` distillation/navigation validation, then encrypted host deployment and leaderboard access.

## Plan

Authoritative plan: [Agent Memory Leaderboard entry](/plans/agent-memory-leaderboard.md). Search uses a scoped nib navigation agent over Demarkus lookup/list/fetch; Add uses `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. The Academic submission uses Coding Memory and the hosted Add/Search API route.

Echo v5 is the Go HTTP framework used by the adapter, not an LLM provider.

## Phases

| # | Work | Output |
|---|------|--------|
| 0 | Recon: challenge repo, limits, cycle dates, route | Academic hosted API route selected |
| 1 | Adapter skeleton: Add/Search against local Demarkus | merged |
| 2 | Agentic search; catalog fallback | merged via PR #2 |
| 3 | Ingestion tuning: distillation, temporal metadata, idempotency | merged via PR #3 |
| 4 | Conformance, synthetic retrieval quality, Top-K load evaluation | local gates pass; live provider run pending |
| 5 | Public release, provider validation, host deploy, Smoke, Full | public release complete; OpenAI key needed |

## Repo

[github.com/latebit-io/memoryleaderboard](https://github.com/latebit-io/memoryleaderboard) is public. Local checkout: `/Users/fritz/latebit/memoryleaderboard`, `main` at `9f4ff7e`.

## Workspace

- [Agent Memory Leaderboard](/memoryleaderboard/agent-memory-leaderboard.md) official benchmark bookmark and entry links
- [Agent Memory Leaderboard entry plan](/plans/agent-memory-leaderboard.md) active roadmap
- [journal/](/memoryleaderboard/journal/) session notes
- [debugging.md](/memoryleaderboard/debugging.md) investigation lessons and portability gotchas
- Add architecture.md and patterns.md as they earn content.