Dakera
REST memory with supersession edges and session-scoped recall. https://dakera.ai
- Core
- 94% · 51.9 / 55
- Core (public2)
- waits for a Docker host
- Private set
- after the public2 runs
- Full
- 97% · 96.9 / 100 · 100 of 100 measured
- Runs
- 1 · no range measured yet
- Common with gbrain
- 86.9 vs 75.4 on 90
- Chars per answer
- 304 · answer after 162
- Write → visible
- 1.1 s · p95 1.1 s
- Write-back
- not run
- Reached through
- REST
- Model on write
- embeddings only (local models)
- Key needed
- none (auth off, local models)
- Where it runs
- self-hosted
- License
- engine not public
- Deterministic
- yes with the pinned config
Configuration
| Version | not stated |
| Mode | self-hosted server, fresh isolated Docker instance, REST, one agent_id namespace (adebench-eval); adapter by Dakera's founder |
| Door | POST /v1/memory/recall {agent_id: "adebench-eval", query, top_k: 8, session_id}; the adapter's reference reader composes the text: cards, dated facts, episodes, working memory, an unknown-terms path |
| Results | top_k 8 (adapter's choice; Dakera's default not stated); facts under score 0.12 dropped when one scores 0.5 or more; at most 5 facts; cut at 2400 characters (chat door) |
| Model inside | none (embeddings only, local models) |
| Embeddings | local models (model and dimensions not stated) |
| Storage | in memory, no persistence (DAKERA_STORAGE=memory) |
| Not default | DAKERA_CE31_MAX_SENTENCES=0 and DAKERA_BATCH_SENTENCE_DECOMP=0 (recall-time sentence decomposition, on by default, crowds recall on a small set and makes it non-deterministic); DAKERA_STORAGE=memory, DAKERA_AUTH_ENABLED=false, DAKERA_TIERED=1 (fresh, isolated instance for the benchmark) |
Notes: adapter by its founder; fresh Docker instance, pinned config in its section of docs/memories.md. Dakera returns records, not text: the adapter's reference reader composes the door (cards, dated facts, episodes, working memory, an unknown-terms path). Run 2026-09-18, door chat,
fingerprint 54f92d9661. Report:
examples/dakera_report/reference.md
Sections
door | 21.9 of 25 · 7 pass · 1 fail | FAIL What is the owner's phone number? — missing +39 |
cards | 15.0 of 15 · 11 pass · 0 fail | |
updates | 10.0 of 10 · 3 pass · 0 fail | |
time | 10.0 of 10 · 5 pass · 0 fail | |
live state | 10.0 of 10 · 7 pass · 0 fail | |
abstention | 10.0 of 10 · 4 pass · 0 fail | |
file search | 10.0 of 10 · 6 pass · 0 fail | |
graph | 10.0 of 10 · 5 pass · 0 fail |