The Researcher's Ledger
[PHILOSOPHY]
This ledger tracks the transition of technical theory into local silicon.
Each implementation is grounded in peer-reviewed research or documented validation scars.
| Research Anchor | Theoretical Logic | Acme Implementation | Status |
|---|---|---|---|
| FS-Researcher [FEAT-095] | Dual-Agent: Context Builder + Report Writer scaling for long-horizon memory. | Semantic Mapping (Layered RAG) utilizing ChromaDB for strategic anchors. | Live |
| TTCS / Curriculum [FEAT-114] | Test-Time Curriculum: Synthesize-then-Solve loops for higher reasoning quality. | Designed to process 18 years of technical history via ai_engine_v2.py. |
Live |
| Apple CLaRa [FEAT-073] | Semantic Compression: 16x-128x density for long-term retention. | SemanticCondenser for log-to-insight synthesis during Dreaming. |
Live |
| Agentic-R [FEAT-080] | Learning to Retrieve: Utility-based ranking for autonomous memory lookup. | Dynamically re-ranking historical context based on reasoning utility. | Active |
| Semantic Career Recall [FEAT-088] | Vector-based Historical Grounding: Querying 18 years of truth via natural language. | Bridging 18 years of technical scars with strategic Focal goals. | Active |
| Internal Debate [FEAT-071] | Moderated Consensus: Dueling independent reasoning paths to reduce hallucinations. | Multi-agent collaboration for high-stakes architectural decision making. | Live |
| Resonant Chamber [FEAT-153] | Multi-Agent Coordination: Overhearing strategic intent to improve grounding. | Hub-level context injection between Pinky and Brain during derivation. | Live |
| Bicameral Evolution | Hybrid Scaling: Transition to Bilingual Attendant (V2) and Qwen 27B Ultra tier. | Resident 3B Foil (Pinky) grounded by Sovereign 27B Architect (Brain). | Live |
| Dreaming Cycle [FEAT-067] | Subconscious Consolidation: Multi-host batch processing during idle cycles. | Automated movement of chat logs to Long-Term Wisdom (Linux -> 4090). | Live |
| Liger-Kernel [FEAT-031] | VRAM Optimization: Fused kernels for efficient inference on consumer hardware. | Maximizing 8B residency and enabling 14B testing on 11GB silicon. | Stable |
| Unified Diffs [FEAT-115] | Robust Agentic Editing: Moving away from string-replacement collisions. | patch_file tool in Archive Node for granular workspace updates. |
Live |
| SML Alignment [FEAT-083] | Standard Model Labeling: Cross-platform model resolution and host-affinity. | Fixed KENDER resolution logic to prioritize 8B Sovereign models over Linux tiers. | Final |
| Observational Memory | State-Based RAG: Transitioning from lookup to persistent "World Model". | Incorporating real-time Lab state into the reasoning context. | Sprint Goal |
| TTT-Discover | RL-based Autonomous Validation: Finding shortest paths to silicon failure. | Implementing reinforcement loops for autonomous discovery in the archive. | Sprint Goal |