# 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

PR #5 merged Academic hosted-API readiness on 2026-08-17 as `9f4ff7e`: Apache-2.0 licensing, full method disclosure, public Demarkus image verification, Compose-pinned OpenAI `gpt-4o-mini`, safe explicit-endpoint credential routing, and review fixes. Local `main` is clean. The repository remains private; next is making it public, then live `gpt-4o-mini` distillation/navigation validation and deployment.

## 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 | active; repository visibility and OpenAI key needed |

## Repo

`/Users/fritz/latebit/memoryleaderboard` (github: latebit-io, `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.