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12 changes: 12 additions & 0 deletions README.md
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<a href="https://arxiv.org/abs/2605.13438" target="_blank"><img alt="Paper" src="https://img.shields.io/badge/Technical_Report-arXiv-B31B1B?logo=arxiv&logoColor=white&style=flat-square" height="22px"></a>
<a href="https://huggingface.co/datasets/OpenNorve/CogEval-Bench" target="_blank"><img alt="CogEval-Bench Dataset" src="https://img.shields.io/badge/Dataset-CogEval--Bench-FFD21E?logo=huggingface&logoColor=black&style=flat-square" height="22px"></a>
<br/>
<a href="https://github.com/OpenNorve/CogniFold/actions/workflows/ci.yml"><img alt="CI" src="https://github.com/OpenNorve/CogniFold/actions/workflows/ci.yml/badge.svg?branch=main" height="22px"></a>
<a href="docs/INTEGRATIONS.md"><img alt="MCP" src="https://img.shields.io/badge/MCP-Claude_Code_·_Desktop_·_Cursor-000000?style=flat-square" height="22px"></a>
<a href="LICENSE"><img alt="License" src="https://img.shields.io/badge/License-Apache--2.0-2563EB?style=flat-square" height="22px"></a>
<a href="https://www.python.org/"><img alt="Python" src="https://img.shields.io/badge/python-3.11%2B-3776AB?logo=python&logoColor=white&style=flat-square" height="22px"></a>
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- [🔌 Integrations & Deployment](#-integrations--deployment)
- [⚙️ Key Configurations](#️-key-configurations)
- [🔁 Benchmark Evaluation](#-benchmark-evaluation)
- [🗺️ Roadmap: modeling the rest of the brain](#️-roadmap-modeling-the-rest-of-the-brain)
- [📂 Project Structure](#-project-structure)
- [🔗 Citation](#-citation)
- [📜 License](#-license)
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Each run writes `benchmarks/<name>/output/benchmark_results.json`. Override the reader model via env: `MODEL=openai:gpt-4o bash scripts/reproduce.sh locomo`. The `--event-stream` flag is **automatically applied to LoCoMo** (it gates the inter-session consolidation pass central to the always-on memory thesis); all other benchmarks discharge consolidation through the shared `base_runner` post-ingestion hook.

## 🗺️ Roadmap: modeling the rest of the brain

CogniFold maps its mechanisms onto the human-memory taxonomy (Squire + Baddeley + CoALA) and reports an **honest coverage figure** — currently **~60%**. The live, machine-readable breakdown is `GET /api/v1/brain/coverage` and the interactive view is the [showcase site](https://opennorve.github.io/CogniFold/). True to the [North Star](docs/NORTH_STAR_METHODOLOGY.md), a mechanism only counts once it earns measurable payoff — we don't claim biological fidelity we haven't shipped.

| Status | Memory system | In CogniFold |
|:--:|---|---|
| ✅ Covered | Working · Episodic · Semantic · Prospective (intent) | hierarchical context · `event`/`concept`/`intent` nodes |
| 🟡 Partial | Temporal · Consolidation · Forgetting | `time` nodes · inter-session consolidation · recency decay + prune |
| ⬜ Planned | Procedural · Priming · Conditioning · Affective tagging · Sensory | tracked on the coverage map; pulled in as tasks demand them |

## 📂 Project Structure

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