| # Task: Process Research Papers and Implement HippocampAIF |
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| ## Research & Understanding |
| - [x] Convert PDFs to page images (3 papers → 3 folders) |
| - [x] Read Lake et al. BPL paper (56 pages) — Bayesian Program Learning |
| - [x] Read oneandtrulyone Distortable Canvas paper (13 pages) — One-shot learning (and re-analyzed) |
| - [x] Read Friston Free-energy Principle paper (9 pages) — FEP for brain (and re-analyzed) |
| - [x] Read [hippocampaif.md](file:///C:/Users/User/Desktop/debugrem/clawd-one-and-only-one-shot/hippocampaif.md) user preference file |
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| ## Planning |
| - [x] Create implementation plan for HippocampAIF framework |
| - [ ] Get user approval on plan |
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| ## Execution (10 Phases) |
| - [x] Phase 1: Core infrastructure (tensor, free_energy, message_passing, dynamics) |
| - [x] **Phase 2: Biological Retina (Days 3-4)** |
| - [x] Photoreceptor log-compression. |
| - [x] Ganglion ON/OFF center-surround. |
| - [x] Spatiotemporal energy transients. |
| - [x] Verify tests pass. |
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| - [x] **Phase 3: Visual Cortex V1-V5 + HMAX (Days 5-6)** |
| - [x] V1 Simple Cells (Gabor filters). |
| - [x] V1 Complex Cells (Sparse pooling). |
| - [x] Extrastriate HMAX Hierarchy. |
| - [x] Verify tests pass. |
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| - [x] **Phase 4: Hippocampus (Days 7-8)** |
| - [/] Phase 5: Spelke's Core Knowledge (object, agent, number, geometry, social, physics) |
| - [ ] Phase 6: Neocortex + Attention (predictive_coding, prefrontal, SC, precision) |
| - [ ] Phase 7: One-Shot Learning (distortable_canvas, AMGD, classifier, Hebbian) |
| - [ ] Phase 8: Action & Active Inference (motor_primitives, active_inference, reflex) |
| - [ ] Phase 9: Integrated Agent (brain, mnist_agent, breakout_agent) |
| - [ ] Phase 10: Setup & packaging |
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| ## Verification |
| - [ ] Per-phase component tests (not stubs) |
| - [ ] MNIST one-shot benchmark (>90% with 1 sample/digit) |
| - [ ] Breakout mastery benchmark (<5 episodes) |
| - [ ] Create walkthrough artifact |
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