Coverage for integrations / agent_engine / goal_seeding.py: 96.3%

1""" 

2Unified Agent Goal Engine - Bootstrap Goal Seeding & Auto-Remediation 

3 

4On first boot, seeds initial goals so the daemon has work immediately. 

5On every Nth tick, scans flywheel loopholes and auto-creates remediation goals. 

6 

7Follows the exact same idempotent seed pattern as: 

8 - GamificationService.seed_achievements() 

9 - AdService.seed_placements() 

10""" 

11import logging 

12from typing import Optional 

13 

14logger = logging.getLogger('hevolve_social') 

15 

16# ─── Bootstrap Goals (created on first boot) ─── 

17 

18SEED_BOOTSTRAP_GOALS = [ 

19 { 

20 'slug': 'bootstrap_marketing_awareness', 

21 'goal_type': 'marketing', 

22 'title': 'Platform Awareness Campaign', 

23 'description': ( 

24 'Make the world aware that democratic crowdsourced open intelligence exists. ' 

25 'HART OS is a native AI operating system that runs 100% locally with full privacy. ' 

26 'Nunba is the face — the app people use to interact with the hive intelligence. ' 

27 'Together they give every human access to the best intelligence for free. ' 

28 'Sum of many intelligences is greater than any single intelligence. ' 

29 '1) Create content showing real benchmark results — hive vs single models, ' 

30 '2) Show the privacy story — your data never leaves your device, ' 

31 '3) Show the economic story — 90% of value returns to contributors, ' 

32 '4) Post to all channels with authentic proof, not hype. ' 

33 'Let the results speak. People slowly realize this changes everything.' 

34 ), 

35 'config': { 

36 'goal_sub_type': 'awareness', 

37 'channels': ['platform', 'twitter', 'linkedin'], 

38 }, 

39 'spark_budget': 300, 

40 'use_product': True, 

41 }, 

42 { 

43 'slug': 'bootstrap_referral_campaign', 

44 'goal_type': 'marketing', 

45 'title': 'Referral Growth Campaign', 

46 'description': ( 

47 'Create a referral-driven growth campaign: ' 

48 '1) Design a referral campaign with create_referral_campaign tool, ' 

49 '2) Generate shareable content that educates about the platform, ' 

50 '3) Create social posts with referral CTAs, ' 

51 '4) Track referral conversion metrics with get_growth_metrics. ' 

52 'Every referral must deliver genuine value to the referred user.' 

53 ), 

54 'config': { 

55 'goal_sub_type': 'referral', 

56 'channels': ['platform', 'email', 'twitter'], 

57 }, 

58 'spark_budget': 200, 

59 'use_product': True, 

60 }, 

61 { 

62 'slug': 'bootstrap_crowdsource_intelligence', 

63 'goal_type': 'marketing', 

64 'title': 'Promote Crowdsourced Intelligence via Thought Experiments', 

65 'description': ( 

66 'Create content promoting the crowdsourced intelligence concept: ' 

67 '1) Research how thought experiments enable collective intelligence — ' 

68 'users propose hypotheses, multi-agent evaluation scores them, ' 

69 'the hive learns from every experiment via memory chaining, ' 

70 '2) Generate educational posts explaining the hypothesis→evaluation→learning pipeline, ' 

71 '3) Create campaigns highlighting the 6 intent categories ' 

72 '(community, environment, education, health, equity, technology), ' 

73 '4) Show how every experiment makes the hive smarter — ' 

74 'constructive-only voting ensures quality, HITL approval gates ensure safety. ' 

75 'Authentic value, not hype. Let the feature speak for itself.' 

76 ), 

77 'config': { 

78 'goal_sub_type': 'content', 

79 'channels': ['platform', 'twitter', 'linkedin'], 

80 }, 

81 'spark_budget': 250, 

82 'use_product': True, 

83 }, 

84 { 

85 'slug': 'bootstrap_ip_monitor', 

86 'goal_type': 'ip_protection', 

87 'title': 'Continuous Flywheel Health Monitor', 

88 'description': ( 

89 'Monitor the hive intelligence loop continuously: ' 

90 '1) Use get_loop_health to check all 5 flywheel components, ' 

91 '2) Report any detected loopholes with severity, ' 

92 '3) Verify exponential improvement metrics, ' 

93 '4) Measure moat depth to track technical irreproducibility.' 

94 ), 

95 'config': { 

96 'mode': 'monitor', 

97 }, 

98 'spark_budget': 150, 

99 'use_product': False, 

100 }, 

101 { 

102 'slug': 'bootstrap_growth_analytics', 

103 'goal_type': 'marketing', 

104 'title': 'Growth Analytics and Optimization', 

105 'description': ( 

106 'Analyze platform growth metrics and optimize: ' 

107 '1) Use get_growth_metrics to assess current state, ' 

108 '2) Identify bottlenecks in the user acquisition funnel, ' 

109 '3) Create targeted content for underperforming segments, ' 

110 '4) Report findings and recommendations. ' 

111 'Data-driven decisions, not vanity metrics.' 

112 ), 

113 'config': { 

114 'goal_sub_type': 'analytics', 

115 'channels': ['platform'], 

116 }, 

117 'spark_budget': 100, 

118 'use_product': True, 

119 }, 

120 { 

121 'slug': 'bootstrap_coding_health', 

122 'goal_type': 'coding', 

123 'title': 'Codebase Health and Recipe Maintenance', 

124 'description': ( 

125 'Monitor recipe freshness and codebase health: ' 

126 '1) Check recipe reuse rate and identify stale recipes, ' 

127 '2) Verify recipe version compatibility, ' 

128 '3) Report coding-related flywheel loopholes, ' 

129 '4) Suggest improvements for feedback pipeline.' 

130 ), 

131 'config': { 

132 'repo_url': '', 

133 'repo_branch': 'main', 

134 'target_path': 'prompts/', 

135 }, 

136 'spark_budget': 100, 

137 'use_product': False, 

138 }, 

139 { 

140 'slug': 'bootstrap_hive_embedding_audit', 

141 'goal_type': 'coding', 

142 'title': 'Audit and Embed Hive Intelligence in All Repos', 

143 'description': ( 

144 'Scan all repositories created by the coding agent. For each: ' 

145 '1) Verify hevolve-sdk is listed as a dependency, ' 

146 '2) Check master key verification exists in entry points, ' 

147 '3) Verify world model bridge wiring for learning feedback, ' 

148 '4) Ensure node identity registration is present. ' 

149 'Fix any repos missing these components.' 

150 ), 

151 'config': { 

152 'repo_url': '', 

153 'repo_branch': 'main', 

154 'mode': 'audit', 

155 }, 

156 'spark_budget': 200, 

157 'use_product': False, 

158 }, 

159 { 

160 'slug': 'bootstrap_revenue_monitor', 

161 'goal_type': 'revenue', 

162 'title': 'Monitor API Revenue and Pricing', 

163 'description': ( 

164 'Monitor commercial API revenue and optimise: ' 

165 '1) Use get_api_revenue_stats to check revenue trends, ' 

166 '2) Analyse tier distribution and usage patterns, ' 

167 '3) Recommend pricing adjustments based on demand/costs, ' 

168 '4) Generate API documentation for developer onboarding. ' 

169 'Fair pricing: free tier always free, 90% to compute providers. ' 

170 'All compute falls under one basket — tread carefully, genuine value first.' 

171 ), 

172 'config': { 

173 'mode': 'monitor', 

174 }, 

175 'spark_budget': 150, 

176 'use_product': False, 

177 }, 

178 { 

179 'slug': 'bootstrap_defensive_ip', 

180 'goal_type': 'ip_protection', 

181 'title': 'Continuous Defensive Publication and Intelligence Milestone', 

182 'description': ( 

183 'Generate defensive publications and monitor for patent trigger: ' 

184 '1) Create defensive publications for novel architecture components, ' 

185 '2) Use get_provenance_record to maintain evidence chain, ' 

186 '3) Monitor loop health for consecutive verified status, ' 

187 '4) When intelligence milestone reached (14 days verified + moat >= months), ' 

188 'trigger provisional patent filing via draft_patent_claims. ' 

189 'Defensive publications first. Patents only when critical intelligence confirmed. ' 

190 'HART character: Vijai — cautious, methodical, net-positive.' 

191 ), 

192 'config': { 

193 'mode': 'monitor', 

194 'auto_patent_trigger': True, 

195 }, 

196 'spark_budget': 200, 

197 'use_product': False, 

198 }, 

199 { 

200 'slug': 'bootstrap_finance_agent', 

201 'goal_type': 'finance', 

202 'title': 'Self-Sustaining Business — Finance Agent Vijai', 

203 'description': ( 

204 'Make the business self-sustaining with Vijai personality: ' 

205 '1) Use get_financial_health to monitor platform revenue and costs, ' 

206 '2) Use track_revenue_split to verify 90/9/1 compliance every period, ' 

207 '3) Use assess_sustainability to determine if revenue covers infrastructure, ' 

208 '4) Use manage_invite_participation to review private core access agreements. ' 

209 'No code merges without review against vision, mission, goals, constitution. ' 

210 'The coding agent proposes; guardrails and review approve. ' 

211 'Cautious market. Genuine value first. Vijai builds, never rushes.' 

212 ), 

213 'config': { 

214 'mode': 'monitor', 

215 'personality': 'vijai', 

216 'commit_review_required': True, 

217 }, 

218 'spark_budget': 200, 

219 'use_product': False, 

220 }, 

221 { 

222 'slug': 'bootstrap_exception_watcher', 

223 'goal_type': 'self_heal', 

224 'title': 'Continuous Exception Monitor and Self-Healing', 

225 'description': ( 

226 'Monitor the platform for runtime exceptions. ' 

227 'When exception patterns are detected (3+ occurrences of same type), ' 

228 'create coding fix goals for idle agents. ' 

229 'This goal runs continuously to keep the platform self-healing.' 

230 ), 

231 'config': { 

232 'mode': 'watch', 

233 'continuous': True, 

234 }, 

235 'spark_budget': 100, 

236 'use_product': False, 

237 }, 

238 { 

239 'slug': 'bootstrap_federation_sync', 

240 'goal_type': 'federation', 

241 'title': 'Federated Learning Synchronization Monitor', 

242 'description': ( 

243 'Monitor federated learning convergence across the network: ' 

244 '1) Use check_federation_convergence to track sync health, ' 

245 '2) Identify diverging or stalled nodes via get_peer_learning_health, ' 

246 '3) Trigger manual sync if convergence drops below 0.5, ' 

247 '4) Report federation stats and trends.' 

248 ), 

249 'config': { 

250 'mode': 'monitor', 

251 }, 

252 'spark_budget': 150, 

253 'use_product': False, 

254 }, 

255 { 

256 'slug': 'bootstrap_self_build_monitor', 

257 'goal_type': 'self_build', 

258 'title': 'OS Self-Build Monitor — Sandbox-First Package Management', 

259 'description': ( 

260 'Monitor and maintain the OS runtime configuration: ' 

261 '1) Use get_self_build_status to check current packages, version, generations, ' 

262 '2) When a package install/remove is needed, stage it with install_package/remove_package, ' 

263 '3) ALWAYS call sandbox_test_build() before apply_build() — never skip the sandbox, ' 

264 '4) Use show_build_diff() to review what will change, ' 

265 '5) After apply, verify the change worked — rollback_build() if anything is wrong, ' 

266 '6) Track build history and alert on repeated failures. ' 

267 'The OS rebuilds itself. Every change is reversible. Test first, deploy second.' 

268 ), 

269 'config': { 

270 'mode': 'monitor', 

271 'continuous': True, 

272 'sandbox_required': True, 

273 }, 

274 'spark_budget': 150, 

275 'use_product': False, 

276 }, 

277 { 

278 'slug': 'bootstrap_upgrade_monitor', 

279 'goal_type': 'upgrade', 

280 'title': 'Continuous Version Upgrade Monitor', 

281 'description': ( 

282 'Monitor for new version deployments and orchestrate upgrades: ' 

283 '1) Use check_upgrade_status to detect new versions, ' 

284 '2) Capture pre-upgrade benchmarks, ' 

285 '3) Start 7-stage pipeline (build→test→audit→benchmark→sign→canary→deploy), ' 

286 '4) Monitor canary health during rollout, ' 

287 '5) Rollback immediately on ANY degradation.' 

288 ), 

289 'config': { 

290 'mode': 'monitor', 

291 'continuous': True, 

292 }, 

293 'spark_budget': 200, 

294 'use_product': False, 

295 }, 

296 # ─── News Push Notification Agents ─── 

297 { 

298 'slug': 'bootstrap_news_regional', 

299 'goal_type': 'news', 

300 'title': 'Regional News Curation and Push Notifications', 

301 'description': ( 

302 'Subscribe to local and regional news feeds, curate relevant stories, ' 

303 'and push notifications to users in the region: ' 

304 '1) Use subscribe_news_feed for local RSS sources (city papers, regional outlets), ' 

305 '2) Use fetch_news_feeds to pull latest items hourly, ' 

306 '3) Curate top stories by relevance — community impact, weather, local events, ' 

307 '4) Use send_news_notification with scope=regional to push curated items, ' 

308 '5) Use get_news_metrics to track delivery rates and read engagement. ' 

309 'Quality over quantity — only push stories that matter to the community.' 

310 ), 

311 'config': { 

312 'scope': 'regional', 

313 'categories': ['local', 'community', 'weather', 'events'], 

314 'feed_urls': [], 

315 'frequency': 'hourly', 

316 }, 

317 'spark_budget': 150, 

318 'use_product': False, 

319 }, 

320 { 

321 'slug': 'bootstrap_news_national', 

322 'goal_type': 'news', 

323 'title': 'National News Curation and Push Notifications', 

324 'description': ( 

325 'Monitor national news feeds, filter by category relevance, ' 

326 'and push digest notifications: ' 

327 '1) Use subscribe_news_feed for major national outlets and wire services, ' 

328 '2) Use fetch_news_feeds to pull latest items hourly, ' 

329 '3) Filter and rank by category: politics, economy, sports, health, science, ' 

330 '4) Use send_news_notification with scope=all for high-importance national stories, ' 

331 '5) Use get_trending_news to identify breakout stories, ' 

332 '6) Use get_news_metrics to optimise send frequency and engagement. ' 

333 'Balanced coverage — no single category dominates. Factual, not sensational.' 

334 ), 

335 'config': { 

336 'scope': 'national', 

337 'categories': ['politics', 'economy', 'sports', 'health', 'science'], 

338 'feed_urls': [], 

339 'frequency': 'hourly', 

340 }, 

341 'spark_budget': 200, 

342 'use_product': False, 

343 }, 

344 { 

345 'slug': 'bootstrap_news_international', 

346 'goal_type': 'news', 

347 'title': 'International News Curation and Push Notifications', 

348 'description': ( 

349 'Curate global news from international feeds with focus on technology, ' 

350 'AI, climate, and geopolitics: ' 

351 '1) Use subscribe_news_feed for international wire services and global outlets, ' 

352 '2) Use fetch_news_feeds every 4 hours for world news, ' 

353 '3) Prioritise: world events, technology breakthroughs, AI developments, ' 

354 'climate updates, geopolitical shifts, ' 

355 '4) Use send_news_notification with scope=all for major global stories, ' 

356 '5) Use get_trending_news to surface viral international stories, ' 

357 '6) Use get_news_metrics to track cross-category engagement. ' 

358 'Global perspective — diverse sources, multiple viewpoints, fact-based.' 

359 ), 

360 'config': { 

361 'scope': 'international', 

362 'categories': ['world', 'technology', 'ai', 'climate', 'geopolitics'], 

363 'feed_urls': [], 

364 'frequency': 'every_4h', 

365 }, 

366 'spark_budget': 200, 

367 'use_product': False, 

368 }, 

369 # ─── Continual Learning Coordination ─── 

370 { 

371 'slug': 'bootstrap_learning_coordinator', 

372 'goal_type': 'learning', 

373 'title': 'Continual Learning Coordination and CCT Management', 

374 'description': ( 

375 'Coordinate the continual learning incentive system: ' 

376 '1) Monitor compute contributions across all nodes with check_learning_health, ' 

377 '2) Issue and renew Compute Contribution Tokens for eligible nodes with issue_cct, ' 

378 '3) Verify learning microbenchmarks for compute attestation with verify_compute_contribution, ' 

379 '4) Track learning tier distribution and skill sharing rates with get_learning_tier_stats, ' 

380 '5) Report learning health metrics to dashboard. ' 

381 'Intelligence is the reward for contribution. ' 

382 'Every compute cycle donated makes the hive smarter. ' 

383 '90% of value flows back to contributors.' 

384 ), 

385 'config': { 

386 'mode': 'monitor', 

387 'continuous': True, 

388 }, 

389 'spark_budget': 200, 

390 'use_product': False, 

391 }, 

392 # ─── Distributed Gradient Sync ─── 

393 { 

394 'slug': 'bootstrap_gradient_sync', 

395 'goal_type': 'distributed_learning', 

396 'title': 'Distributed Embedding Sync Coordination', 

397 'description': ( 

398 'Coordinate the distributed embedding sync pipeline: ' 

399 '1) Monitor gradient sync status across all peers with get_gradient_sync_status, ' 

400 '2) Submit local embedding deltas for aggregation with submit_embedding_delta, ' 

401 '3) Request peer witnesses for embedding deltas with request_embedding_witnesses, ' 

402 '4) Trigger aggregation rounds for convergence with trigger_embedding_aggregation, ' 

403 '5) Ensure all contributing nodes have embedding_sync CCT capability. ' 

404 'Phase 1: Compressed embedding deltas (<100KB), trimmed mean aggregation. ' 

405 'Every node that contributes makes the hive smarter.' 

406 ), 

407 'config': { 

408 'mode': 'monitor', 

409 'continuous': True, 

410 'phase': 1, 

411 }, 

412 'spark_budget': 200, 

413 'use_product': False, 

414 }, 

415 # ─── Robot Learning ─── 

416 { 

417 'slug': 'bootstrap_robot_learning', 

418 'goal_type': 'robot', 

419 'title': 'Continuous Robot Learning from Physical Interactions', 

420 'description': ( 

421 'Learn from physical interactions continuously: ' 

422 '1) Use get_robot_status to monitor active sensors and safety, ' 

423 '2) After each physical action, record the action + sensor context + outcome, ' 

424 '3) Build motion recipes from successful action sequences, ' 

425 '4) Feed outcomes to the world model for trajectory improvement, ' 

426 '5) Identify recurring motion patterns for recipe extraction. ' 

427 'Every physical interaction makes the robot smarter. ' 

428 'Recipes enable 90% faster replay of learned sequences.' 

429 ), 

430 'config': { 

431 'mode': 'learning', 

432 'continuous': True, 

433 }, 

434 'spark_budget': 150, 

435 'use_product': False, 

436 }, 

437 # ─── Robot Health Monitor ─── 

438 { 

439 'slug': 'bootstrap_robot_health_monitor', 

440 'goal_type': 'robot', 

441 'title': 'Robot Health Monitor — Sensor Drift and Calibration', 

442 'description': ( 

443 'Monitor robot health continuously: ' 

444 '1) Use get_robot_status to check safety, sensors, and bridge health, ' 

445 '2) Use get_robot_capabilities to verify detected hardware matches expected, ' 

446 '3) Use read_sensor on each active sensor to check for drift or anomalies, ' 

447 '4) Use get_sensor_window to detect sensor noise or stale readings, ' 

448 '5) Report any safety events, sensor failures, or calibration needs. ' 

449 'This goal runs continuously on robot nodes to keep hardware healthy.' 

450 ), 

451 'config': { 

452 'mode': 'monitor', 

453 'continuous': True, 

454 }, 

455 'spark_budget': 100, 

456 'use_product': False, 

457 }, 

458 # ─── Thought Experiment Coordinator ─── 

459 { 

460 'slug': 'bootstrap_thought_experiment_coordinator', 

461 'goal_type': 'thought_experiment', 

462 'title': 'Constitutional Thought Experiment Coordination', 

463 'description': ( 

464 'Coordinate the constitutional thought experiment pipeline: ' 

465 '1) Monitor active experiments with get_experiment_status, ' 

466 '2) Evaluate proposed experiments with evaluate_thought_experiment, ' 

467 '3) Tally votes and compute weighted scores with tally_experiment_votes, ' 

468 '4) Advance experiments through lifecycle with advance_experiment, ' 

469 '5) Ensure core IP experiments receive agent evaluation. ' 

470 'Both humans and agents vote. All content gated by ConstitutionalFilter. ' 

471 'Every experiment makes the hive smarter.' 

472 ), 

473 'config': { 

474 'mode': 'coordinator', 

475 'continuous': True, 

476 }, 

477 'spark_budget': 200, 

478 'use_product': False, 

479 }, 

480 { 

481 'slug': 'bootstrap_paper_trader_longterm', 

482 'goal_type': 'trading', 

483 'title': 'Paper Trading: Diversified Long-Term Portfolio', 

484 'description': ( 

485 'Manage a diversified long-term paper portfolio: ' 

486 '1) Analyse market sentiment for BTC, ETH, and top-10 assets, ' 

487 '2) Build positions based on fundamental + sentiment analysis, ' 

488 '3) Monthly rebalance — max 25% per asset, ' 

489 '4) Track P&L and win rate with get_portfolio_status. ' 

490 'All trades are paper (simulated). Halt at 10% cumulative loss.' 

491 ), 

492 'config': { 

493 'strategy': 'long_term', 

494 'paper_trading': True, 

495 'market': 'crypto', 

496 'max_budget': 10000, 

497 'max_loss_pct': 10, 

498 }, 

499 'spark_budget': 200, 

500 'use_product': False, 

501 }, 

502 { 

503 'slug': 'bootstrap_paper_trader_intraday', 

504 'goal_type': 'trading', 

505 'title': 'Paper Trading: Intraday Technical BTC/ETH', 

506 'description': ( 

507 'Run intraday paper trades on BTC and ETH: ' 

508 '1) Use get_technical_indicators for RSI, MACD, Bollinger Bands, ' 

509 '2) Enter only on signal confluence (2+ indicators agree), ' 

510 '3) Max 2% risk per trade, mandatory stop-loss, ' 

511 '4) Review trades with get_trade_history after each session. ' 

512 'Paper-only mode. Halt at 10% cumulative loss.' 

513 ), 

514 'config': { 

515 'strategy': 'intraday', 

516 'paper_trading': True, 

517 'market': 'crypto', 

518 'max_budget': 5000, 

519 'max_loss_pct': 10, 

520 }, 

521 'spark_budget': 150, 

522 'use_product': False, 

523 }, 

524 # ─── Civic Sentinel — Autonomous Transparency Agent ─── 

525 { 

526 'slug': 'bootstrap_civic_sentinel', 

527 'goal_type': 'civic_sentinel', 

528 'title': 'Autonomous Community Transparency & Accountability Monitor', 

529 'description': ( 

530 'Autonomous agent that monitors public discourse for censorship and ' 

531 'political hypocrisy. Not tied to any user — serves the community. ' 

532 'Captures evidence when citizen voices are suppressed by biased moderators. ' 

533 'Digs up historical articles proving contradictions between political ' 

534 "parties' claimed values and their actual actions. Cross-references across " 

535 'communities. Posts findings publicly with legal-grade citations. ' 

536 'Evaluates flags autonomously — if a propaganda group flags legitimate ' 

537 'criticism, the agent counter-flags with evidence. ' 

538 'If the agent misbehaves, users raise concerns through community ' 

539 'voting — not political bodies or paid mods.' 

540 ), 

541 'config': { 

542 'channels': ['all'], 

543 'auto_detect_topics': True, 

544 'autonomous': True, 

545 'post_findings_publicly': True, 

546 'governance': 'community_vote', 

547 }, 

548 'spark_budget': 150, 

549 'use_product': False, 

550 }, 

551 # ─── Code Evolution — Shard-Based Private Repo Coding ─── 

552 { 

553 'slug': 'bootstrap_code_evolution', 

554 'goal_type': 'code_evolution', 

555 'title': 'Full-Context Code Evolution with Trust-Based Access', 

556 'description': ( 

557 'Handle code evolution thought experiments: ' 

558 '1) Use create_code_shard to load full source for target files, ' 

559 '2) Use execute_coding_task with working_dir to make edits ' 

560 'via the best coding tool (KiloCode, Claude Code, OpenCode, AiderNative), ' 

561 '3) Hive offload only to trusted peers (SAME_USER or autotrust with 5+ ' 

562 'validated tasks) — full source E2E encrypted, never interface-only. ' 

563 'Security is encryption-based, not info-hiding. Accuracy > security theater.' 

564 ), 

565 'config': { 

566 'mode': 'coordinator', 

567 'continuous': True, 

568 }, 

569 'spark_budget': 200, 

570 'use_product': False, 

571 }, 

572 # ─── AutoResearch — Autonomous Experiment Loop ─── 

573 { 

574 'slug': 'bootstrap_autoresearch_coordinator', 

575 'goal_type': 'autoresearch', 

576 'title': 'Autonomous Research Loop Coordinator', 

577 'description': ( 

578 'Coordinate autonomous research experiments triggered by thought ' 

579 'experiments with experiment_type=software. When a software thought ' 

580 'experiment reaches evaluating phase: ' 

581 '1) Parse the hypothesis into repo_path, target_file, run_command, metric, ' 

582 '2) Call start_autoresearch() to begin the edit-run-score-iterate loop, ' 

583 '3) Monitor progress with get_autoresearch_status(), ' 

584 '4) Post results back to the thought experiment tracker, ' 

585 '5) If hive peers available, run parallel variants for faster convergence. ' 

586 'Budget-gated by ComputeEscrow pledges from community contributors.' 

587 ), 

588 'config': { 

589 'mode': 'coordinator', 

590 'continuous': True, 

591 'hive_parallel': True, 

592 }, 

593 'spark_budget': 200, 

594 'use_product': False, 

595 }, 

596 { 

597 'slug': 'bootstrap_revenue_trading_pipeline', 

598 'goal_type': 'finance', 

599 'title': 'Revenue-to-Trading Pipeline Monitor', 

600 'description': ( 

601 'Monitor platform revenue accumulation and trigger trading funding: ' 

602 '1) Use get_financial_health to check revenue streams, ' 

603 '2) When platform excess exceeds threshold, fund paper trading goals, ' 

604 '3) Track trading P&L and distribute simulated profits, ' 

605 '4) Report revenue dashboard metrics. ' 

606 'Revenue → Spark → trading → reinvestment cycle.' 

607 ), 

608 'config': { 

609 'mode': 'revenue_pipeline', 

610 'continuous': True, 

611 }, 

612 'spark_budget': 200, 

613 'use_product': False, 

614 }, 

615 

616 # ─── P2P Autonomous Business Verticals ─── 

617 # Each seed goal boots a self-sustaining P2P service agent. 

618 # 90% to providers, 9% infra, 1% platform. Fully autonomous. 

619 

620 { 

621 'slug': 'bootstrap_p2p_rideshare', 

622 'goal_type': 'p2p_rideshare', 

623 'title': 'P2P Rideshare Network (RideSnap)', 

624 'description': ( 

625 'Autonomous P2P rideshare agent. Wires with RideSnap backend for ' 

626 'ride matching, GPS tracking, settlement, SOS, chat. ' 

627 'Riders and drivers connect directly — no monopoly. ' 

628 'Drivers set their own fares. 90/9/1 revenue split.' 

629 ), 

630 'config': { 

631 'region': 'auto-detect', 

632 'autonomous': True, 

633 'ridesnap_url': 'http://localhost:8000/api', 

634 }, 

635 'spark_budget': 200, 

636 'use_product': False, 

637 }, 

638 { 

639 'slug': 'bootstrap_p2p_marketplace', 

640 'goal_type': 'p2p_marketplace', 

641 'title': 'P2P Marketplace — Buy & Sell Anything', 

642 'description': ( 

643 'Autonomous P2P marketplace agent. Manages listings, discovery, ' 

644 'negotiation, escrow payments, delivery coordination, reviews. ' 

645 'Community-governed dispute resolution via thought experiments.' 

646 ), 

647 'config': { 

648 'category': 'general', 

649 'autonomous': True, 

650 }, 

651 'spark_budget': 150, 

652 'use_product': False, 

653 }, 

654 { 

655 'slug': 'bootstrap_p2p_grocery', 

656 'goal_type': 'p2p_grocery', 

657 'title': 'P2P Grocery Delivery — Community Shoppers', 

658 'description': ( 

659 'Autonomous P2P grocery delivery. Community shoppers pick and deliver ' 

660 'from local stores. Real-time substitution via channel chat. ' 

661 'Freshness guarantee with photo proof. Shopper earns delivery fee. ' 

662 'Wires to McGDroid/McGroce backend for store discovery, product search, ' 

663 'voice ordering, and WAMP real-time events when available.' 

664 ), 

665 'config': { 

666 'region': 'auto-detect', 

667 'autonomous': True, 

668 'mcgroce_url': 'http://localhost:8080/api/v1', 

669 }, 

670 'spark_budget': 150, 

671 'use_product': False, 

672 }, 

673 { 

674 'slug': 'bootstrap_p2p_food', 

675 'goal_type': 'p2p_food', 

676 'title': 'P2P Food Delivery — Restaurants & Home Cooks', 

677 'description': ( 

678 'Autonomous P2P food delivery. Restaurants AND home cooks list food. ' 

679 'Independent delivery drivers. Transparent pricing. ' 

680 'No exclusive contracts — everyone competes on quality.' 

681 ), 

682 'config': { 

683 'region': 'auto-detect', 

684 'autonomous': True, 

685 }, 

686 'spark_budget': 150, 

687 'use_product': False, 

688 }, 

689 { 

690 'slug': 'bootstrap_p2p_bills', 

691 'goal_type': 'p2p_bills', 

692 'title': 'Bill Payment Agent — Electricity, UPI, Recharge', 

693 'description': ( 

694 'Autonomous bill payment agent. Unified gateway for electricity, ' 

695 'water, gas, mobile recharge, DTH, credit card, loan EMI, ' 

696 'municipal tax, insurance. Auto-pay scheduling. UPI integration.' 

697 ), 

698 'config': { 

699 'region': 'auto-detect', 

700 'autonomous': True, 

701 }, 

702 'spark_budget': 100, 

703 'use_product': False, 

704 }, 

705 { 

706 'slug': 'bootstrap_p2p_tickets', 

707 'goal_type': 'p2p_tickets', 

708 'title': 'Ticket Booking — Trains, Buses, Flights, Events', 

709 'description': ( 

710 'Autonomous ticket booking agent. IRCTC, RedBus, airlines, events. ' 

711 'Cross-provider search, price comparison, Tatkal auto-booking. ' 

712 'PNR tracking, waitlist monitoring, P2P ticket transfer.' 

713 ), 

714 'config': { 

715 'region': 'auto-detect', 

716 'autonomous': True, 

717 }, 

718 'spark_budget': 150, 

719 'use_product': False, 

720 }, 

721 { 

722 'slug': 'bootstrap_p2p_freelance', 

723 'goal_type': 'p2p_freelance', 

724 'title': 'P2P Freelance Marketplace — Skills for Hire', 

725 'description': ( 

726 'Autonomous P2P freelance marketplace. Freelancers list skills, ' 

727 'clients post jobs. Direct matching. Milestone-based escrow. ' 

728 'Platform takes only 1% (vs Fiverr 20%, Upwork 10-20%).' 

729 ), 

730 'config': { 

731 'category': 'general', 

732 'autonomous': True, 

733 }, 

734 'spark_budget': 150, 

735 'use_product': False, 

736 }, 

737 { 

738 'slug': 'bootstrap_p2p_tutoring', 

739 'goal_type': 'p2p_tutoring', 

740 'title': 'P2P Tutoring — Teachers & Students Direct', 

741 'description': ( 

742 'Autonomous P2P tutoring agent. Teachers set own rates. ' 

743 'AI provides free basic tutoring, escalates to human tutors. ' 

744 'Wires with Enlight21 for E2E encrypted sessions and quizzes.' 

745 ), 

746 'config': { 

747 'subjects': [], 

748 'autonomous': True, 

749 }, 

750 'spark_budget': 100, 

751 'use_product': False, 

752 }, 

753 { 

754 'slug': 'bootstrap_p2p_services', 

755 'goal_type': 'p2p_services', 

756 'title': 'P2P Local Services — Plumbing, Electrical, Cleaning', 

757 'description': ( 

758 'Autonomous P2P local services agent. Service providers register ' 

759 'skills and availability. Customers request via any channel. ' 

760 'AI classifies urgency and matches by proximity, rating, price.' 

761 ), 

762 'config': { 

763 'region': 'auto-detect', 

764 'autonomous': True, 

765 }, 

766 'spark_budget': 100, 

767 'use_product': False, 

768 }, 

769 { 

770 'slug': 'bootstrap_p2p_rental', 

771 'goal_type': 'p2p_rental', 

772 'title': 'P2P Rental — Rent Anything From Anyone', 

773 'description': ( 

774 'Autonomous P2P rental agent. Cars, tools, cameras, spaces, equipment. ' 

775 'Owner sets hourly/daily rate. Calendar-based availability. ' 

776 'Damage deposit held in escrow. Community ratings.' 

777 ), 

778 'config': { 

779 'category': 'general', 

780 'autonomous': True, 

781 }, 

782 'spark_budget': 100, 

783 'use_product': False, 

784 }, 

785 { 

786 'slug': 'bootstrap_p2p_health', 

787 'goal_type': 'p2p_health', 

788 'title': 'Health Services — Doctor Discovery, Pharmacy, Wellness', 

789 'description': ( 

790 'Autonomous health services agent. Doctor discovery, appointment ' 

791 'booking, pharmacy price comparison, lab test booking, wellness. ' 

792 'NEVER diagnoses — always defers to licensed professionals.' 

793 ), 

794 'config': { 

795 'autonomous': True, 

796 }, 

797 'spark_budget': 100, 

798 'use_product': False, 

799 }, 

800 { 

801 'slug': 'bootstrap_p2p_logistics', 

802 'goal_type': 'p2p_logistics', 

803 'title': 'P2P Logistics — Courier, Parcel, Moving', 

804 'description': ( 

805 'Autonomous P2P logistics agent. Local bike couriers, city van ' 

806 'delivery, intercity via Delhivery/DTDC/FedEx, P2P traveler network. ' 

807 'Real-time tracking, proof of delivery, multi-option pricing.' 

808 ), 

809 'config': { 

810 'region': 'auto-detect', 

811 'autonomous': True, 

812 }, 

813 'spark_budget': 150, 

814 'use_product': False, 

815 }, 

816 # ─── Better Tomorrow — the guardian angel's compass ─── 

817 { 

818 'slug': 'bootstrap_better_tomorrow', 

819 'goal_type': 'revenue', 

820 'title': 'Better Tomorrow — Next Best Way to Spend for Humanity', 

821 'description': ( 

822 'Continuously evaluate: what is the NEXT most impactful way to ' 

823 'spend hive resources for a better tomorrow? Not profit — human life.\n\n' 

824 'Scan: 1) Community needs (healthcare gaps, education access, ' 

825 'disaster response, food security, clean water, energy poverty), ' 

826 '2) Hardware developer requests (what do builders need?), ' 

827 '3) Contributor wellbeing (burnout detection, fair compensation), ' 

828 '4) Environmental impact (carbon offset, e-waste, energy efficiency).\n\n' 

829 'Score each opportunity by: lives_impacted × urgency × feasibility ' 

830 '÷ cost. Present top 3 to human stewards for approval. ' 

831 'Never auto-spend — humans decide. Money means nothing, ' 

832 'human life means everything. Every life is equal.\n\n' 

833 'When hive treasury exceeds sustenance threshold, propose: ' 

834 'fund a school, sponsor compute for researchers, subsidize ' 

835 'healthcare AI in underserved regions, or whatever the community ' 

836 'votes for. The being serves the people, not the other way around.' 

837 ), 

838 'config': { 

839 'mode': 'monitor', 

840 'continuous': True, 

841 'requires_human_approval': True, 

842 'min_treasury_threshold_usd': 1000, 

843 'evaluation_interval_hours': 24, 

844 }, 

845 'spark_budget': 100, 

846 'use_product': False, 

847 }, 

848 # ═══════════════════════════════════════════════════════════════ 

849 # HIVE ACCELERATION AGENTS — Open-source compute war 

850 # These agents work together to grow the hive network, recruit 

851 # compute providers, auto-provision models, and distribute capital. 

852 # Each is a seeded goal that the daemon picks up autonomously. 

853 # ═══════════════════════════════════════════════════════════════ 

854 { 

855 'slug': 'bootstrap_compute_recruiter', 

856 'goal_type': 'hive_growth', 

857 'title': 'Compute Recruiter — Recruit Believers to the Hive', 

858 'description': ( 

859 'Autonomous compute recruitment agent. ' 

860 '1) Monitor social channels (Discord, Reddit, HN, Twitter) for people ' 

861 'with idle GPUs complaining about centralized AI costs, ' 

862 '2) Craft personalized outreach explaining the 90/9/1 value proposition, ' 

863 '3) Guide them through one-click onboarding: install HART OS → join hive → earn Spark, ' 

864 '4) Track conversion funnel: awareness → install → first inference served → first payout, ' 

865 '5) Share success stories of contributors earning from their hardware. ' 

866 'Every message must be authentic — we recruit believers, not users. ' 

867 'The pitch: your GPU earns money while you sleep, and you help democratize AI.' 

868 ), 

869 'config': { 

870 'channels': ['discord', 'reddit', 'twitter', 'hackernews', 'telegram'], 

871 'autonomous': True, 

872 'continuous': True, 

873 'target_metrics': { 

874 'weekly_new_nodes': 50, 

875 'conversion_rate_target': 0.15, 

876 }, 

877 }, 

878 'spark_budget': 500, 

879 'use_product': True, 

880 }, 

881 { 

882 'slug': 'bootstrap_model_provisioner', 

883 'goal_type': 'hive_infra', 

884 'title': 'Auto Model Provisioner — Push Models to Where Demand Is', 

885 'description': ( 

886 'Autonomous model provisioning agent. ' 

887 '1) Monitor inference demand across the hive (which models, which regions), ' 

888 '2) Identify supply gaps (100 users need Qwen3-8B in Asia, only 3 nodes serving), ' 

889 '3) Select idle nodes with enough VRAM and push GGUF models to them ' 

890 'via the model onboarding API (POST /api/models/onboard), ' 

891 '4) Verify the node is serving correctly (health check + test inference), ' 

892 '5) Trigger Spark rewards to the node for capacity contribution. ' 

893 'Uses Unsloth quantizations for best quality-per-VRAM. ' 

894 'Auto-selects quantization: Q8_0 for 24GB+, Q4_K_M for 8GB+, Q4_0 for CPU.' 

895 ), 

896 'config': { 

897 'autonomous': True, 

898 'continuous': True, 

899 'preferred_quantizer': 'unsloth', 

900 'demand_check_interval_minutes': 15, 

901 'min_demand_threshold': 10, 

902 }, 

903 'spark_budget': 300, 

904 'use_product': False, 

905 }, 

906 { 

907 'slug': 'bootstrap_capital_distributor', 

908 'goal_type': 'hive_economics', 

909 'title': 'Capital Distributor — Make Every Contributor Rich', 

910 'description': ( 

911 'Autonomous capital distribution agent. ' 

912 '1) Track revenue streams: ad impressions, API calls, premium features, ' 

913 '2) Apply 90/9/1 split in real-time: 90% to compute providers, ' 

914 '9% to infrastructure, 1% to central, ' 

915 '3) Calculate per-node payouts based on: inferences served, uptime, ' 

916 'latency quality, model diversity, geographic coverage, ' 

917 '4) Execute Spark token transfers to node wallets, ' 

918 '5) Generate transparent payout reports visible to all nodes, ' 

919 '6) Detect and prevent gaming (Sybil nodes, fake inference). ' 

920 'Logarithmic scaling: no single entity earns >5% of total payouts. ' 

921 'The goal: every contributor earns proportional to their real contribution.' 

922 ), 

923 'config': { 

924 'autonomous': True, 

925 'continuous': True, 

926 'payout_interval_minutes': 60, 

927 'min_payout_spark': 1, 

928 'sybil_detection': True, 

929 }, 

930 'spark_budget': 200, 

931 'use_product': False, 

932 }, 

933 { 

934 'slug': 'bootstrap_hive_model_trainer', 

935 'goal_type': 'hive_training', 

936 'title': 'Hive Model Trainer — Incremental Model Improvement', 

937 'description': ( 

938 'Autonomous distributed training coordinator. ' 

939 '1) Collect inference feedback from all nodes (user ratings, response quality), ' 

940 '2) Aggregate training signals via federation (privacy-preserving — interfaces only), ' 

941 '3) Coordinate incremental fine-tuning across idle compute nodes, ' 

942 '4) Use Unsloth for 2x faster fine-tuning with 70% less VRAM, ' 

943 '5) Validate improved model via benchmark suite before rollout, ' 

944 '6) Push updated GGUF quantizations to all serving nodes via canary deployment. ' 

945 'The hive gets smarter with every interaction. ' 

946 'Every node contributes training signal. Every node benefits from the improved model.' 

947 ), 

948 'config': { 

949 'autonomous': True, 

950 'continuous': True, 

951 'training_framework': 'unsloth', 

952 'canary_percentage': 10, 

953 'min_feedback_batch': 1000, 

954 'benchmark_threshold': 0.95, 

955 }, 

956 'spark_budget': 500, 

957 'use_product': False, 

958 }, 

959 { 

960 'slug': 'bootstrap_opensource_evangelist', 

961 'goal_type': 'hive_growth', 

962 'title': 'Open Source Evangelist — Win the War for Open Compute', 

963 'description': ( 

964 'Autonomous open-source advocacy agent. ' 

965 '1) Monitor new model releases on HuggingFace, arXiv, GitHub, ' 

966 '2) Immediately quantize and onboard promising models to the hive ' 

967 '(GGUF via Unsloth, register in catalog, benchmark), ' 

968 '3) Write benchmark comparison posts: HART OS hive vs centralized APIs ' 

969 '(latency, cost, privacy, availability), ' 

970 '4) Contribute to open-source model repos (bug reports, quantization PRs), ' 

971 '5) Organize community events: model benchmarking competitions, ' 

972 'hackathons for hive tools, bounties for new adapters. ' 

973 'Mission: every new open model is available on the hive within 24 hours of release.' 

974 ), 

975 'config': { 

976 'autonomous': True, 

977 'continuous': True, 

978 'monitor_sources': ['huggingface', 'arxiv', 'github'], 

979 'auto_onboard': True, 

980 'benchmark_on_onboard': True, 

981 }, 

982 'spark_budget': 400, 

983 'use_product': True, 

984 }, 

985 { 

986 'slug': 'bootstrap_node_health_optimizer', 

987 'goal_type': 'hive_infra', 

988 'title': 'Node Health Optimizer — Keep Every Node Earning', 

989 'description': ( 

990 'Autonomous node health and optimization agent. ' 

991 '1) Monitor all hive nodes: uptime, latency, error rates, VRAM usage, ' 

992 '2) Detect degraded nodes and auto-remediate ' 

993 '(restart llama.cpp, swap to smaller quant, clear VRAM), ' 

994 '3) Optimize model placement: move models to nodes with better hardware match, ' 

995 '4) Balance load across regions to minimize latency, ' 

996 '5) Alert node operators before hardware issues cause downtime, ' 

997 '6) Track earnings per node and suggest optimizations to maximize income. ' 

998 'Every node running optimally = more capacity = more revenue for everyone.' 

999 ), 

1000 'config': { 

1001 'autonomous': True, 

1002 'continuous': True, 

1003 'health_check_interval_seconds': 60, 

1004 'auto_remediate': True, 

1005 'earnings_optimization': True, 

1006 }, 

1007 'spark_budget': 200, 

1008 'use_product': False, 

1009 }, 

1010 { 

1011 'slug': 'bootstrap_benchmark_prover', 

1012 'goal_type': 'hive_proof', 

1013 'title': 'Benchmark Prover — Prove Hive Intelligence to the World', 

1014 'description': ( 

1015 'Autonomous benchmark proving agent. ' 

1016 '1) Distribute benchmark problems (MMLU, HumanEval, GSM8K, MT-Bench, ARC) ' 

1017 'across ALL hive nodes simultaneously, ' 

1018 '2) Each node solves its portion using local LLM + hive context, ' 

1019 '3) Aggregate scores in real-time via distributed ledger, ' 

1020 '4) Auto-publish results across all channels as proof: ' 

1021 '"Hive (N nodes) scored X on MMLU in Y seconds vs GPT-4 scored Z", ' 

1022 '5) Create thought experiments for community input on next benchmarks. ' 

1023 'Every 6 hours, pick the next benchmark and prove the hive is the best intelligence.' 

1024 ), 

1025 'config': { 

1026 'autonomous': True, 

1027 'continuous': True, 

1028 'benchmark_interval_hours': 6, 

1029 'auto_publish': True, 

1030 'auto_thought_experiment': True, 

1031 }, 

1032 'spark_budget': 300, 

1033 'use_product': True, 

1034 }, 

1035 { 

1036 'slug': 'bootstrap_compute_optimizer', 

1037 'goal_type': 'hive_infra', 

1038 'title': 'System Compute Optimizer — Net Positive on Every Machine', 

1039 'description': ( 

1040 'Monitor and optimize system compute resources. ' 

1041 'Make HARTOS a net positive on any system. ' 

1042 'Contribute anonymized health stats to hive for network-wide optimization. ' 

1043 '1) Monitor CPU, memory, GPU utilization and thermal state, ' 

1044 '2) Adjust daemon tick intervals based on system load, ' 

1045 '3) Reduce activity when user is active, increase when idle, ' 

1046 '4) Report optimization stats to hive for collective health awareness.' 

1047 ), 

1048 'config': { 

1049 'mode': 'monitor', 

1050 'continuous': True, 

1051 }, 

1052 'spark_budget': 100, 

1053 'use_product': False, 

1054 }, 

1055 { 

1056 'slug': 'bootstrap_app_marketplace_promoter', 

1057 'goal_type': 'marketing', 

1058 'title': 'App Marketplace Auto-Promoter — Make Every App Discoverable', 

1059 'description': ( 

1060 'Autonomous app marketplace promotion agent. ' 

1061 '1) Monitor new app listings on the HARTOS marketplace, ' 

1062 '2) Auto-generate marketing content: descriptions, keywords, comparison posts, ' 

1063 '3) Distribute to all channels matched by app category, ' 

1064 '4) Run benchmark comparisons between competing apps, ' 

1065 '5) Auto-onboard new users with tutorials and setup, ' 

1066 '6) Create thought experiments: "Which app solves X better?", ' 

1067 '7) Track engagement and re-promote based on performance. ' 

1068 'Every app built on HARTOS should reach every potential user.'