[INIT] Mounting Research Pipeline...
The Researcher's Ledger
[PHILOSOPHY]
This ledger tracks the transition of technical theory into local software.
Each implementation is grounded in peer-reviewed research or documented validation scars.
| Research Anchor | Theoretical Logic | Acme Implementation | Git Link | Status |
|---|---|---|---|---|
| FS-Researcher (2602.01566) | Dual-Agent: Context Builder + Report Writer | Foundation: `nibble.py` is the Context Builder . | field_notes/nibble.py | 100% |
| Agentic-R (2601.11888) | Learning to Retrieve: Utility-based ranking & Grep Pivot. | Memory Bridge: `ArchiveMemory` MMR ranking & fast Ripgrep pivot . | nodes/archive_node.py | 100% |
| TTCS (2601.22628) | Test-Time Curriculum: Synthesizer + Solver. | Quality: Mitigates repetition loops via Synthesize-then-Solve patterns . | field_notes/ai_engine_v2.py | 100% |
| Apple CLaRa (2511.18659) | Semantic Compression: 16x-128x density. | Optimization: `SemanticCondenser` compresses raw logs . | field_notes/ai_engine_v2.py | 100% |
| Liger Kernel (2410.10989) | Efficient Triton Kernels for LLM Training. | Efficiency: Maximizing 8B residency on 11GB VRAM . | nodes/loader.py | 100% |
| RLM (2512.24601) | Context as a Code-Readable String. | Discovery: `peek_related_notes()` logic . | nodes/archive_node.py | 100% |
| Swarm Delegation (2402.05120) | Agentic Swarm Blueprint & Socket Activation Proxy. | Orchestration: OpenAgent REST session dispatcher [BKM-034]. | src/tests/delegate.py | 100% |
| Tri-Node Routing (2405.07437) | Multi-Node Heterogeneous Telemetry & Reasoning. | Federation: Tri-Node evaluation & fallback ledger [SPR-47.1]. | src/tests/test_integration_tri_node.py | 100% |
| TTT-Discover (2601.16175) | Test-Time Discovery: RL-based optimization. | Automation: Planned: RL loops for bug reproduction. | N/A | 0% |
| Dreaming (2603.04257) | Subconscious Compression (Memex). | Consolidation: `dream_cycle.py` moving logs to Wisdom . | dream_cycle.py | 100% |
| Internal Debate (2603.00142) | Moderated Consensus (Byzantine ToM). | Consensus: `delegate_internal_debate` facilitates reasoning . | logic/cognitive_hub.py | 100% |
| AT2QA (2603.01853) | Autonomous Exploration Pivot. | Autonomy: Pivot-query logic pass for thin results. | logic/cognitive_hub.py | Design |
| Agentic FS (2602.20478) | Context as a File System. | Grounding: Validates our "Static Synthesis" architecture. | field_notes/mass_scan.py | 100% |
| 13-Param Reason (2602.04118) | Extreme parameter efficiency. | Sentinel: Optimization logic for 1B "Sentinel" mice nodes. | nodes/lab_node.py | Active |
| REDSearcher (2602.14234) | Long-Horizon Search Scaling. | Discovery: framework for deep technical history discovery. | nodes/archive_node.py | Design |
| VibeThinker-3B (2606.16140) | Verifiable Reasoning / Spectrum-to-Signal. | Sanity: Unified local base model for Phase 10 . | nodes/loader.py | Active |
| MCompassRAG (2606.18508) | Metadata as semantic compass. | Discovery: Planned: Metadata-guided paragraph RAG. | nodes/archive_node.py | Design |
| HyDE (2212.10496) | Hypothetical Document Embeddings. | Open HyDE Preprocessor: Pinky's streaming preamble generates hypotheses . | nodes/archive_node.py | 75% |
| Query2Doc (2303.07678) | Fine-Tuning LLMs for Pseudo-Document Expansion. | LoRA HyDE: `cli_voice_v1` LoRA trained to emit dense acronyms & BKMs [SPR-58.0]. | src/forge/train_expert.py | 75% |
| GenRead (2209.10063) | Parametric Context Generation for Dense Retrieval. | Jeopardy Distillation: `distill_journal_ledger()` trains LoRA on bidirectional gem triggers [SPR-58.0]. | field_notes/mass_scan.py | 80% |
| Self-RAG (2310.11511) | Learning to Retrieve, Generate, and Critique via Reflection. | Refinement Loop: Tri-Field Gem Schemas & Hybrid RiR Gating [SPR-58.0]. | field_notes/refine_gem.py | 60% |
| Thinking to Recall (2603.09906) | Uses CoT as a computational buffer for factual priming. | Implemented via TTCS logic. | field_notes/ai_engine_v2.py | 100% |
| AutoHarness (2603.03329) | Synthesizing Python guardrails for agent self-verification. | Grounds future Verifier Synthesis. | N/A | Planned |
| Stochastic KV Routing (2604.22782) | Adaptive depth-wise cache sharing (Apple MLR). | Optimization pattern for Liger. | nodes/loader.py | Active |
| ARIS (2605.03042) | Adversarial multi-agent collaboration for research. | Theoretical base for Internal Debate. | logic/cognitive_hub.py | 100% |
| CodeTracer (2604.11641) | Traceable agent states & failure onset localization. | Enhanced Forensic Ledger visibility. | debug/test_forensic_logging.py | 100% |
| PersonaVLM (2604.13074) | Proactive memory extraction & response alignment. | Core logic for Subconscious Dreaming. | dream_cycle.py | 100% |
| TriAttention (2604.04921) | Trigonometric KV compression (10x reduction). | Future optimization for VRAM efficiency. | nodes/loader.py | Active |
| Ask, Don't Judge (2606.27226) | Deterministic binary boolean question batteries. | Evaluator: Cynical Curator & Validation Ledger . | src/curator/scan_curator.py | Active (SPR-59) |
| Context Compiler (TDS-2026) | AST symbol graphs & call-graphs over raw context dumping. | Agent Compaction: >60% token reduction for delegation . | src/compiler/context_compiler.py | Active (SPR-59) |
| Fourth Wall Feedback (BKM-035) | Semantic language-first co-pilot critique interception. | Verification: Auto-populates `validation_ledger.jsonl` . | src/logic/cognitive_hub.py | Active (SPR-59) |
| Speculative Interest Pre-fetch (2608.13667) | Speculative RAG context pre-fetching during Turn 1 streaming. | Hub Cascade: Zero-latency interjection with interest preemption . | src/logic/cognitive_hub.py | 100% (Certified) |
| Conversational WYWO (Anti-Embellish) | Dynamic floating validation scars & gem pool for greeting turns. | Persona: Real-world oracle prompt over generic assistant filler . | src/logic/cognitive_hub.py | Active (SPR-59) |
| AutoMem (2607.01224) | Automated cognitive skill memory write/eviction policies. | Reference Anchor: Policy-driven memory update & forget gates. | N/A | Reference Anchor |
| Netflix Rubric Lifecycle (Prod-Judge) | 4-phase judge lifecycle (Birth -> Rubric Tuning -> Dual Role -> Drift). | Reference Anchor: Continuous semantic drift monitoring for evaluators. | N/A | Reference Anchor |
| RLSVR (2607.23802) | Self-verifiable rewards via task transformation into unit tests. | Reference Anchor: Task-level assertion compilation for delegation. | N/A | Reference Anchor |
| LightMem-Ego (2607.11487) | Lightweight episodic personal memory condensation. | Reference Anchor: Edge-optimized lifelong assistance timeline compression. | N/A | Reference Anchor |
| HOLA (Comp-Delta) | Hippocampal Linear Attention (semi-parametric recurrent state). | Tabled Anchor: Requires custom non-transformer Triton kernel training. | N/A | Tabled |