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| 1 | +;;; STATE.scm - Mobile AI Orchestrator Project State |
| 2 | +;;; Format: Guile Scheme S-expressions |
| 3 | +;;; Last Updated: 2025-12-08 |
| 4 | +;;; Repository: hyperpolymath/heterogenous-mobile-computing |
| 5 | + |
| 6 | +;;;============================================================================ |
| 7 | +;;; METADATA |
| 8 | +;;;============================================================================ |
| 9 | + |
| 10 | +(define-module (state mobile-ai-orchestrator) |
| 11 | + #:export (project-state)) |
| 12 | + |
| 13 | +(define metadata |
| 14 | + '((format-version . "1.0.0") |
| 15 | + (state-schema . "hyperpolymath/state.scm") |
| 16 | + (created . "2025-11-22") |
| 17 | + (updated . "2025-12-08") |
| 18 | + (session-count . 1))) |
| 19 | + |
| 20 | +;;;============================================================================ |
| 21 | +;;; PROJECT IDENTITY |
| 22 | +;;;============================================================================ |
| 23 | + |
| 24 | +(define project |
| 25 | + '((name . "Mobile AI Orchestrator") |
| 26 | + (repository . "hyperpolymath/heterogenous-mobile-computing") |
| 27 | + (description . "Hybrid AI orchestration system for constrained mobile platforms combining on-device inference with intelligent routing to remote APIs") |
| 28 | + (version . "0.1.0") |
| 29 | + (license . "MIT + Palimpsest-0.8") |
| 30 | + (compliance . "RSR Bronze"))) |
| 31 | + |
| 32 | +;;;============================================================================ |
| 33 | +;;; CURRENT POSITION |
| 34 | +;;;============================================================================ |
| 35 | + |
| 36 | +(define current-position |
| 37 | + '((phase . "Phase 2+ Complete") |
| 38 | + (status . "in-progress") |
| 39 | + (completion . 65) |
| 40 | + (summary . "Phase 1 MVP fully implemented and tested. Phase 2+ advanced features (reservoir computing, MLP routing, SNN, persistence) implemented but not yet integrated into production pipeline.") |
| 41 | + |
| 42 | + (achievements |
| 43 | + ((name . "Phase 1 MVP") |
| 44 | + (status . "complete") |
| 45 | + (completion . 100) |
| 46 | + (items |
| 47 | + ("Expert system with rule-based safety (PRIVACY_001, PRIVACY_002, SAFETY_001, RESOURCE_001)") |
| 48 | + ("Heuristic router (keyword and length-based decisions)") |
| 49 | + ("In-memory context manager with project switching") |
| 50 | + ("Orchestrator pipeline coordination") |
| 51 | + ("CLI interface (interactive and single-query modes)") |
| 52 | + ("41 passing tests with >90% coverage") |
| 53 | + ("Zero unsafe blocks - fully memory-safe") |
| 54 | + ("RSR Bronze compliance achieved"))) |
| 55 | + |
| 56 | + ((name . "Phase 2+ Features") |
| 57 | + (status . "implemented-not-integrated") |
| 58 | + (completion . 100) |
| 59 | + (items |
| 60 | + ("Echo State Network reservoir (1000-neuron liquid state)") |
| 61 | + ("MLP neural router (384-dim input, 2 hidden layers)") |
| 62 | + ("Spiking Neural Networks for wake detection") |
| 63 | + ("Training infrastructure (online + batch modes)") |
| 64 | + ("SQLite persistence layer") |
| 65 | + ("Benchmarking suite (Criterion)") |
| 66 | + ("3 example applications")))) |
| 67 | + |
| 68 | + (codebase-stats |
| 69 | + ((total-lines . 4198) |
| 70 | + (source-files . 12) |
| 71 | + (test-count . 41) |
| 72 | + (examples . 3) |
| 73 | + (benchmarks . 3) |
| 74 | + (documentation-words . 10000))))) |
| 75 | + |
| 76 | +;;;============================================================================ |
| 77 | +;;; ROUTE TO MVP v1 (PHASE 3 INTEGRATION) |
| 78 | +;;;============================================================================ |
| 79 | + |
| 80 | +(define mvp-v1-route |
| 81 | + '((target . "Phase 3: Integration & Training") |
| 82 | + (goal . "Replace heuristic routing with trained MLP, integrate reservoir for context compression") |
| 83 | + (estimated-completion . 80) |
| 84 | + |
| 85 | + (milestones |
| 86 | + ((id . "M1") |
| 87 | + (name . "MLP Router Integration") |
| 88 | + (status . "pending") |
| 89 | + (priority . "high") |
| 90 | + (tasks |
| 91 | + ("Wire MLP into Router::route() as alternative to heuristics" |
| 92 | + "Add feature flag to switch between heuristic and neural routing" |
| 93 | + "Create training data collection mechanism" |
| 94 | + "Implement online learning from user feedback"))) |
| 95 | + |
| 96 | + ((id . "M2") |
| 97 | + (name . "Sentence Transformer Integration") |
| 98 | + (status . "pending") |
| 99 | + (priority . "high") |
| 100 | + (tasks |
| 101 | + ("Replace bag-of-words with sentence-transformers embeddings" |
| 102 | + "Evaluate rust-bert vs ONNX runtime for mobile" |
| 103 | + "Optimize model size for 2-4GB RAM constraint" |
| 104 | + "Add embedding caching for repeated queries"))) |
| 105 | + |
| 106 | + ((id . "M3") |
| 107 | + (name . "Reservoir Training Pipeline") |
| 108 | + (status . "pending") |
| 109 | + (priority . "medium") |
| 110 | + (tasks |
| 111 | + ("Collect real conversation data for training" |
| 112 | + "Train reservoir on conversation patterns" |
| 113 | + "Integrate reservoir state into ContextManager" |
| 114 | + "Validate 10x compression claim (1000 turns -> 100-dim)"))) |
| 115 | + |
| 116 | + ((id . "M4") |
| 117 | + (name . "Hardware Deployment") |
| 118 | + (status . "pending") |
| 119 | + (priority . "low") |
| 120 | + (tasks |
| 121 | + ("Deploy SNN on DSP/NPU hardware" |
| 122 | + "Benchmark on MediaTek Dimensity 900" |
| 123 | + "Test ARM NEON intrinsics optimization" |
| 124 | + "Profile battery impact")))))) |
| 125 | + |
| 126 | +;;;============================================================================ |
| 127 | +;;; CURRENT BLOCKERS & ISSUES |
| 128 | +;;;============================================================================ |
| 129 | + |
| 130 | +(define blockers |
| 131 | + '((critical . ()) |
| 132 | + |
| 133 | + (high |
| 134 | + (((id . "ISSUE-001") |
| 135 | + (title . "No real inference backend") |
| 136 | + (description . "Currently returns placeholder responses. Need to integrate llama.cpp or similar for actual local inference.") |
| 137 | + (impact . "Cannot demonstrate real AI capabilities") |
| 138 | + (resolution . "Integrate llama-rs or llama.cpp FFI bindings")) |
| 139 | + |
| 140 | + ((id . "ISSUE-002") |
| 141 | + (title . "Sentence transformer not integrated") |
| 142 | + (description . "MLP router expects 384-dim embeddings but we're using mock vectors. Need real sentence-transformers.") |
| 143 | + (impact . "Neural routing cannot work with real queries") |
| 144 | + (resolution . "Add rust-bert or ONNX runtime dependency")))) |
| 145 | + |
| 146 | + (medium |
| 147 | + (((id . "ISSUE-003") |
| 148 | + (title . "No training data") |
| 149 | + (description . "MLP and reservoir need real conversation data to train on. Currently using synthetic test data.") |
| 150 | + (impact . "Cannot validate learned routing decisions") |
| 151 | + (resolution . "Implement telemetry collection, use anonymized user feedback")) |
| 152 | + |
| 153 | + ((id . "ISSUE-004") |
| 154 | + (title . "Persistence not connected to orchestrator") |
| 155 | + (description . "SQLite persistence layer exists but isn't wired into the main pipeline.") |
| 156 | + (impact . "Context lost between sessions") |
| 157 | + (resolution . "Add persistence calls to Orchestrator::new() and process()")))) |
| 158 | + |
| 159 | + (low |
| 160 | + (((id . "ISSUE-005") |
| 161 | + (title . "No Android/iOS build tested") |
| 162 | + (description . "Cross-compilation documented but not CI-tested") |
| 163 | + (impact . "Mobile deployment unverified") |
| 164 | + (resolution . "Add cross-compilation to CI matrix")) |
| 165 | + |
| 166 | + ((id . "ISSUE-006") |
| 167 | + (title . "Benchmarks not baselined") |
| 168 | + (description . "Criterion benchmarks exist but no baseline established for regression detection") |
| 169 | + (impact . "Cannot detect performance regressions") |
| 170 | + (resolution . "Run cargo bench --save-baseline in CI")))))) |
| 171 | + |
| 172 | +;;;============================================================================ |
| 173 | +;;; QUESTIONS FOR USER |
| 174 | +;;;============================================================================ |
| 175 | + |
| 176 | +(define questions |
| 177 | + '(((id . "Q1") |
| 178 | + (priority . "high") |
| 179 | + (question . "Which local LLM backend should we prioritize?") |
| 180 | + (context . "Options: llama.cpp (via FFI), llama-rs (pure Rust), candle (HuggingFace Rust), ONNX Runtime") |
| 181 | + (tradeoffs . "llama.cpp is most mature but requires unsafe FFI. Pure Rust options are safer but less optimized.")) |
| 182 | + |
| 183 | + ((id . "Q2") |
| 184 | + (priority . "high") |
| 185 | + (question . "What embedding model for sentence-transformers?") |
| 186 | + (context . "Need 384-dim embeddings. Options: all-MiniLM-L6-v2 (22MB), gte-small (33MB), e5-small-v2 (33MB)") |
| 187 | + (tradeoffs . "Smaller models faster but less accurate. Need to balance mobile constraints vs routing quality.")) |
| 188 | + |
| 189 | + ((id . "Q3") |
| 190 | + (priority . "medium") |
| 191 | + (question . "Should we collect anonymized telemetry for training?") |
| 192 | + (context . "MLP router needs real routing decisions to learn from. Could collect: query length, keywords (hashed), routing decision, latency, user feedback.") |
| 193 | + (tradeoffs . "Privacy vs model improvement. Could make opt-in with local-only option.")) |
| 194 | + |
| 195 | + ((id . "Q4") |
| 196 | + (priority . "medium") |
| 197 | + (question . "Target mobile platform for first deployment?") |
| 198 | + (context . "Options: Android (largest market), iOS (App Store review), Linux Mobile (PinePhone - open ecosystem)") |
| 199 | + (tradeoffs . "Android has JNI complexity. iOS requires Swift bridging. Linux Mobile is easiest but smallest user base.")) |
| 200 | + |
| 201 | + ((id . "Q5") |
| 202 | + (priority . "low") |
| 203 | + (question . "Should Phase 4 features (MoE, RAG, Knowledge Graph) be separate crates?") |
| 204 | + (context . "Current monolith works but Phase 4 adds significant complexity.") |
| 205 | + (tradeoffs . "Monorepo simpler for development. Workspace allows independent versioning.")))) |
| 206 | + |
| 207 | +;;;============================================================================ |
| 208 | +;;; LONG-TERM ROADMAP |
| 209 | +;;;============================================================================ |
| 210 | + |
| 211 | +(define roadmap |
| 212 | + '((phases |
| 213 | + (((id . "phase-1") |
| 214 | + (name . "MVP Foundation") |
| 215 | + (status . "complete") |
| 216 | + (completion . 100) |
| 217 | + (timeframe . "Completed 2025-11-22") |
| 218 | + (deliverables |
| 219 | + ("Expert system with rule-based safety" |
| 220 | + "Heuristic router" |
| 221 | + "In-memory context manager" |
| 222 | + "Orchestrator pipeline" |
| 223 | + "CLI interface" |
| 224 | + "Test suite (>90% coverage)" |
| 225 | + "RSR Bronze compliance"))) |
| 226 | + |
| 227 | + ((id . "phase-2") |
| 228 | + (name . "Neural Components") |
| 229 | + (status . "complete") |
| 230 | + (completion . 100) |
| 231 | + (timeframe . "Completed 2025-11-22") |
| 232 | + (deliverables |
| 233 | + ("Echo State Network reservoir" |
| 234 | + "Multi-Layer Perceptron router" |
| 235 | + "Spiking Neural Networks" |
| 236 | + "Training infrastructure" |
| 237 | + "SQLite persistence" |
| 238 | + "Benchmarking suite"))) |
| 239 | + |
| 240 | + ((id . "phase-3") |
| 241 | + (name . "Integration & Training") |
| 242 | + (status . "in-progress") |
| 243 | + (completion . 0) |
| 244 | + (timeframe . "Current") |
| 245 | + (deliverables |
| 246 | + ("Integrate MLP with production router" |
| 247 | + "Replace bag-of-words with sentence-transformers" |
| 248 | + "Train reservoir on real conversation data" |
| 249 | + "Deploy SNN on DSP/NPU hardware" |
| 250 | + "Establish performance baselines"))) |
| 251 | + |
| 252 | + ((id . "phase-4") |
| 253 | + (name . "Advanced Intelligence") |
| 254 | + (status . "planned") |
| 255 | + (completion . 0) |
| 256 | + (timeframe . "Future") |
| 257 | + (deliverables |
| 258 | + ("Mixture of Experts (specialized routing)" |
| 259 | + "Bayesian decision engine" |
| 260 | + "RAG system (document retrieval)" |
| 261 | + "Knowledge graph (project relationships)" |
| 262 | + "On-device fine-tuning" |
| 263 | + "Reinforcement learning from feedback"))) |
| 264 | + |
| 265 | + ((id . "phase-5") |
| 266 | + (name . "Production Deployment") |
| 267 | + (status . "planned") |
| 268 | + (completion . 0) |
| 269 | + (timeframe . "Future") |
| 270 | + (deliverables |
| 271 | + ("Android app release" |
| 272 | + "iOS app release" |
| 273 | + "Linux mobile packages" |
| 274 | + "Edge device support" |
| 275 | + "RSR Silver compliance"))))) |
| 276 | + |
| 277 | + (vision |
| 278 | + ((short-term . "Demonstrate intelligent local/remote routing with real inference") |
| 279 | + (medium-term . "Cross-session context preservation solving context-switching hell for 60+ projects") |
| 280 | + (long-term . "Fully autonomous mobile AI assistant that learns from user patterns while preserving privacy"))))) |
| 281 | + |
| 282 | +;;;============================================================================ |
| 283 | +;;; CRITICAL NEXT ACTIONS |
| 284 | +;;;============================================================================ |
| 285 | + |
| 286 | +(define next-actions |
| 287 | + '(((priority . 1) |
| 288 | + (action . "Integrate llama.cpp or llama-rs for real local inference") |
| 289 | + (rationale . "Cannot validate routing decisions without actual inference") |
| 290 | + (depends-on . "Q1 decision")) |
| 291 | + |
| 292 | + ((priority . 2) |
| 293 | + (action . "Add sentence-transformer embeddings (rust-bert or ONNX)") |
| 294 | + (rationale . "MLP router requires real 384-dim embeddings") |
| 295 | + (depends-on . "Q2 decision")) |
| 296 | + |
| 297 | + ((priority . 3) |
| 298 | + (action . "Wire persistence layer into Orchestrator") |
| 299 | + (rationale . "Enable cross-session context preservation") |
| 300 | + (depends-on . ())) |
| 301 | + |
| 302 | + ((priority . 4) |
| 303 | + (action . "Add feature flag for MLP vs heuristic routing") |
| 304 | + (rationale . "Allow A/B testing of routing strategies") |
| 305 | + (depends-on . ())) |
| 306 | + |
| 307 | + ((priority . 5) |
| 308 | + (action . "Establish benchmark baselines in CI") |
| 309 | + (rationale . "Detect performance regressions automatically") |
| 310 | + (depends-on . ())))) |
| 311 | + |
| 312 | +;;;============================================================================ |
| 313 | +;;; DEPENDENCIES & RELATED PROJECTS |
| 314 | +;;;============================================================================ |
| 315 | + |
| 316 | +(define dependencies |
| 317 | + '((upstream |
| 318 | + (("llama.cpp" . "Local LLM inference") |
| 319 | + ("sentence-transformers" . "Query embeddings") |
| 320 | + ("rusqlite" . "SQLite persistence") |
| 321 | + ("serde" . "Serialization"))) |
| 322 | + |
| 323 | + (related-projects |
| 324 | + (("echomesh" . "Conversation context preservation - feeds into reservoir design") |
| 325 | + ("oblibeny" . "Safety-critical language - informs expert system rules") |
| 326 | + ("upm" . "Universal Project Manager - source of 60+ project problem") |
| 327 | + ("cadre" . "CRDT state management - potential persistence backend"))))) |
| 328 | + |
| 329 | +;;;============================================================================ |
| 330 | +;;; SESSION NOTES |
| 331 | +;;;============================================================================ |
| 332 | + |
| 333 | +(define session-notes |
| 334 | + '((current-session |
| 335 | + ((date . "2025-12-08") |
| 336 | + (focus . "STATE.scm creation for project continuity") |
| 337 | + (accomplishments . ("Created comprehensive STATE.scm checkpoint")) |
| 338 | + (discoveries . ()) |
| 339 | + (blockers-encountered . ()))))) |
| 340 | + |
| 341 | +;;;============================================================================ |
| 342 | +;;; EXPORT |
| 343 | +;;;============================================================================ |
| 344 | + |
| 345 | +(define project-state |
| 346 | + `((metadata . ,metadata) |
| 347 | + (project . ,project) |
| 348 | + (current-position . ,current-position) |
| 349 | + (mvp-v1-route . ,mvp-v1-route) |
| 350 | + (blockers . ,blockers) |
| 351 | + (questions . ,questions) |
| 352 | + (roadmap . ,roadmap) |
| 353 | + (next-actions . ,next-actions) |
| 354 | + (dependencies . ,dependencies) |
| 355 | + (session-notes . ,session-notes))) |
| 356 | + |
| 357 | +;;; End of STATE.scm |
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