[INIT] Mounting Research Pipeline...
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 (2602.01566) | Dual-Agent: Context Builder + Report Writer | Foundation: `nibble.py` is the Context Builder . | 100% |
| Agentic-R (2601.11888) | Learning to Retrieve: Utility-based ranking. | Memory Bridge: `ArchiveMemory` utility ranking . | 85% |
| TTCS (2601.22628) | Test-Time Curriculum: Synthesizer + Solver. | Quality: Mitigates repetition loops via Synthesize-then-Solve patterns . | 100% |
| Apple CLaRa (2511.18659) | Semantic Compression: 16x-128x density. | Optimization: `SemanticCondenser` compresses raw logs . | 100% |
| Liger Kernel (2410.10989) | Efficient Triton Kernels for LLM Training. | Efficiency: Maximizing 8B residency on 11GB silicon . | 100% |
| RLM | Context as a Code-Readable String. | Discovery: `peek_related_notes()` logic . | 100% |
| TTT-Discover (2601.16175) | Test-Time Discovery: RL-based optimization. | Automation: Planned: RL loops for bug reproduction. | 0% |
| WideSeek-R1 | Width Scaling: Parallel subagent orchestration. | Orchestration: Planned: Parallel contexts for extraction. | 0% |
| MiMo-V2-Flash | Multi-Objective RL: Post-execution feedback. | Observability: Planned: Use Grafana feedback to reward agents. | 0% |
| Dreaming (2603.04257) | Subconscious Compression (Memex). | Consolidation: `dream_cycle.py` moving logs to Wisdom . | 100% |
| Internal Debate (2603.00142) | Moderated Consensus (Byzantine ToM). | Consensus: `delegate_internal_debate` facilitates reasoning . | 100% |
| AT2QA (2603.01853) | Autonomous Exploration Pivot. | Autonomy: Pivot-query logic pass for thin results. | Design |
| Agentic FS (2602.20478) | Context as a File System. | Grounding: Validates our "Static Synthesis" architecture. | 100% |
| 13-Param Reason (2602.04118) | Extreme parameter efficiency. | Sentinel: Optimization logic for 1B "Sentinel" mice nodes. | Active |
| REDSearcher (2602.14234) | Long-Horizon Search Scaling. | Discovery: framework for deep technical history discovery. | Design |
| Banter Decay | Frequency-based idling. | Legacy: Replaced by Metabolism of Presence . | DEFEATURED |
| Persona-Locked Dispatch | Rigid isolation. | Legacy: Rigid isolation prevented collaborative synthesis . | DEFEATURED |
| Thinking to Recall (2603.09906) | Uses CoT as a "computational buffer" for factual priming. | Implemented via TTCS logic. | 100% |
| AutoHarness (2603.03329) | Synthesizing Python guardrails for agent self-verification. | Grounds future Verifier Synthesis. | Planned |
| Stochastic KV Routing (2604.22782) | Adaptive depth-wise cache sharing (Apple MLR). | Optimization pattern for Liger. | Active |
| ARIS (2605.03042) | Adversarial multi-agent collaboration for research. | Theoretical base for Internal Debate. | 100% |
| CodeTracer (2604.11641) | Traceable agent states & failure onset localization. | Enhanced Forensic Ledger visibility. | 100% |
| PersonaVLM (2604.13074) | Proactive memory extraction & response alignment. | Core logic for Subconscious Dreaming. | 100% |
| TriAttention (2604.04921) | Trigonometric KV compression (10x reduction). | Future optimization for VRAM efficiency. | Active |
| Bonsai-ML | High-fidelity fine-tuning for structured reasoning. | Grounds the Qwen Pivot strategy. | Active |
| BKM-015: Bedrock | Prefix-cache stability through shared identity strings. | Shared IDENTITY_BEDROCK implementation. | Live |