| TYPE | JOB / SCRIPT | SCHEDULE | RUNS/DAY | /MONTH | MODEL (LLM ROUTING) | EST $/DAY | $/MO | RESOURCE | CAPABILITY |
|---|---|---|---|---|---|---|---|---|---|
| OTHER | OGGY-BOOST Filter (5min) oggy_boost_gated.sh |
*/5 * * * * | 288 | 8755 | deepseek-v4-flash | $0.230 | $7.00 | heavy | oggy_boost_gated.sh |
| DETECTOR | Stealth Whale Convergence (holy-grail) stealth_whale_convergence.py |
*/5 * * * * | 288 | 8755 | deepseek-v4-flash | $0.230 | $7.00 | heavy | stealth_whale_convergence.py |
| OTHER | Tracked-Alpha Buy Index + TIER-S tracked_alpha_index.py |
*/5 * * * * | 288 | 8755 | deepseek-v4-flash | $0.230 | $7.00 | heavy | tracked_alpha_index.py |
| INTEL | Wallet+BuySize Edge (Kien filter) wallet_buysize_edge.py |
*/5 * * * * | 288 | 8755 | deepseek-v4-flash | $0.230 | $7.00 | heavy | wallet_buysize_edge.py |
| OTHER | AlphaFeeds: Twitter KOL Sweep (LLM agent) |
5:15am / 9:15am / | 5 | 152 | grok-4.3 | $0.200 | $6.08 | med | (LLM agent) |
| DETECTOR | smart_money_cluster_detector cluster_detector.sh |
every 10 min | 144 | 4378 | deepseek-v4-flash | $0.115 | $3.50 | heavy | cluster_detector.sh |
| DETECTOR | sniper_detector (10min) sniper_detector.sh |
every 10 min | 144 | 4378 | deepseek-v4-flash | $0.115 | $3.50 | heavy | sniper_detector.sh |
| BACKTEST | outcome_tracker (5min) outcome_tracker.sh |
every 10 min | 144 | 4378 | deepseek-v4-flash | $0.115 | $3.50 | heavy | outcome_tracker.sh |
| DETECTOR | accumulation_detector (15min) accumulation_detector.sh |
every 10 min | 144 | 4378 | deepseek-v4-flash | $0.115 | $3.50 | heavy | accumulation_detector.sh |
| DETECTOR | SM Convergence Detector (15min) smart_money_convergence.sh |
every 10 min | 144 | 4378 | deepseek-v4-flash | $0.115 | $3.50 | heavy | smart_money_convergence.sh |
| OTHER | GMGN Trending Multi (10min) gmgn_trending_multi.sh |
every 10 min | 144 | 4378 | deepseek-v4-flash | $0.115 | $3.50 | heavy | gmgn_trending_multi.sh |
| DETECTOR | MOMENTUM-001 Signal Detector (10min) momentum_signal_detector.py |
*/10 * * * * | 144 | 4378 | deepseek-v4-flash | $0.115 | $3.50 | heavy | momentum_signal_detector.py |
| DETECTOR | TRENCH-001 Graduation Pump (10min) trenches_detector.py |
*/10 * * * * | 144 | 4378 | deepseek-v4-flash | $0.115 | $3.50 | heavy | trenches_detector.py |
| DETECTOR | MOMENTUM Scalp Filter (10min) momentum_scalp_gated.sh |
*/10 * * * * | 144 | 4378 | deepseek-v4-flash | $0.115 | $3.50 | heavy | momentum_scalp_gated.sh |
| DETECTOR | CONV-001 AlphaFeeds Convergence (10min alphafeed_convergence.py |
*/10 * * * * | 144 | 4378 | deepseek-v4-flash | $0.115 | $3.50 | heavy | alphafeed_convergence.py |
| OTHER | Alpha Caller Listener (proven WR) alpha_listener_gated.sh |
*/10 * * * * | 144 | 4378 | deepseek-v4-flash | $0.115 | $3.50 | heavy | alpha_listener_gated.sh |
| DETECTOR | Sniper Shadow Feed (185) sniper_shadow_feed.py |
*/12 * * * * | 120 | 3648 | deepseek-v4-flash | $0.096 | $2.92 | heavy | sniper_shadow_feed.py |
| REPORT | AlphaFeeds: Telegram Channel Digest alphafeed_digest.py |
5:45am / 9:45am / | 5 | 152 | qwen3-235b-a22b-2507 | $0.090 | $2.74 | med | alphafeed_digest.py |
| OTHER | WhaleMovers: Buy Alert whalemover_tracker.py |
every 15m | 96.0 | 2918 | deepseek-v4-flash | $0.077 | $2.33 | med | whalemover_tracker.py |
| DETECTOR | AlphaFeeds: Daily Convergence Synthesi (LLM agent) |
6:30am + 2:30pm ES | 2 | 61 | qwen3-235b-a22b-2507 | $0.036 | $1.09 | light | (LLM agent) |
| LEARNING | Karpathy Alpha Digest (daily) (LLM agent) |
0 9,21 * * * | 2 | 61 | qwen3-235b-a22b-2507 | $0.036 | $1.09 | light | (LLM agent) |
| OTHER | Channel Performance Tracker channel_performance_tracker.py |
0 * * * * | 24 | 730 | deepseek-v4-flash | $0.019 | $0.584 | med | channel_performance_tracker.py |
| OTHER | GMGN Ground Regime — Tier 1 (1h) ground_regime_gated.sh |
every 1h | 24 | 730 | deepseek-v4-flash | $0.019 | $0.584 | med | ground_regime_gated.sh |
| OTHER | Hourly Pulse (181 heartbeat) hourly_pulse.py |
2 * * * * | 24 | 730 | deepseek-v4-flash | $0.019 | $0.584 | med | hourly_pulse.py |
| REPORT | Alpha Report 06:30 EST /opt/data/scripts/alpha_market_prep.py |
30 10 * * * | 1 | 30 | qwen3-235b-a22b-2507 | $0.018 | $0.547 | light | /opt/data/scripts/alpha_market_prep.py |
| REPORT | Alpha Report 09:30 EST /opt/data/scripts/alpha_market_prep.py |
30 12 * * * | 1 | 30 | qwen3-235b-a22b-2507 | $0.018 | $0.547 | light | /opt/data/scripts/alpha_market_prep.py |
| REPORT | Alpha Report 12:30 EST /opt/data/scripts/alpha_market_prep.py |
30 16 * * * | 1 | 30 | qwen3-235b-a22b-2507 | $0.018 | $0.547 | light | /opt/data/scripts/alpha_market_prep.py |
| REPORT | Alpha Report 14:30 EST /opt/data/scripts/alpha_market_prep.py |
30 18 * * * | 1 | 30 | qwen3-235b-a22b-2507 | $0.018 | $0.547 | light | /opt/data/scripts/alpha_market_prep.py |
| REPORT | Alpha Report 16:30 EST /opt/data/scripts/alpha_market_prep.py |
30 20 * * * | 1 | 30 | qwen3-235b-a22b-2507 | $0.018 | $0.547 | light | /opt/data/scripts/alpha_market_prep.py |
| REPORT | Alpha Report 20:30 EST /opt/data/scripts/alpha_market_prep.py |
30 0 * * * | 1 | 30 | qwen3-235b-a22b-2507 | $0.018 | $0.547 | light | /opt/data/scripts/alpha_market_prep.py |
| REPORT | Alpha Report 22:30 EST /opt/data/scripts/alpha_market_prep.py |
30 2 * * * | 1 | 30 | qwen3-235b-a22b-2507 | $0.018 | $0.547 | light | /opt/data/scripts/alpha_market_prep.py |
| DETECTOR | Sniper Synthesis 06:30 EST sniper_synthesis_prep.py |
30 10 * * * | 1 | 30 | qwen3-235b-a22b-2507 | $0.018 | $0.547 | light | sniper_synthesis_prep.py |
| DETECTOR | Sniper Synthesis 10:30 EST sniper_synthesis_prep.py |
30 14 * * * | 1 | 30 | qwen3-235b-a22b-2507 | $0.018 | $0.547 | light | sniper_synthesis_prep.py |
| DETECTOR | Sniper Synthesis 14:30 EST sniper_synthesis_prep.py |
30 18 * * * | 1 | 30 | qwen3-235b-a22b-2507 | $0.018 | $0.547 | light | sniper_synthesis_prep.py |
| LEARNING | Karpathy Review 6am EST /opt/data/scripts/karpathy_data_injector |
Daily 06:00 EST | 1 | 30 | qwen3-235b-a22b-2507 | $0.018 | $0.547 | light | /opt/data/scripts/karpathy_data_injector.py |
| LEARNING | Karpathy Review 4:30pm EST /opt/data/scripts/karpathy_data_injector |
Daily 16:30 EST | 1 | 30 | qwen3-235b-a22b-2507 | $0.018 | $0.547 | light | /opt/data/scripts/karpathy_data_injector.py |
| OTHER | Nightly Spec & Intelligence Sync ( nightly_spec_update.py |
daily 01:00 UTC (8 | 1 | 30 | qwen3-235b-a22b-2507 | $0.018 | $0.547 | light | nightly_spec_update.py |
| OTHER | Feed Content Learner (daily) feed_content_learner.py |
daily 04:40 UTC | 1 | 30 | qwen3-235b-a22b-2507 | $0.018 | $0.547 | light | feed_content_learner.py |
| INTEL | Wallet Intel Scan wallet_intel_scan.py |
0 */2 * * * | 12 | 365 | deepseek-v4-flash | $0.010 | $0.292 | med | wallet_intel_scan.py |
| INTEL | Alpha Wallet Ranker (2h) wallet_intel_db.py |
15 */2 * * * | 12 | 365 | deepseek-v4-flash | $0.010 | $0.292 | med | wallet_intel_db.py |
| INTEL | Wallet Intel DB Discovery (2h) wallet_intel_db.py |
15 */2 * * * | 12 | 365 | deepseek-v4-flash | $0.010 | $0.292 | med | wallet_intel_db.py |
| INTEL | Channel Wallet Mining (Cielo+ProTrendi channel_wallet_extractor.py |
5 */2 * * * | 12 | 365 | deepseek-v4-flash | $0.010 | $0.292 | med | channel_wallet_extractor.py |
| MAINT | Hermes Incident Diagnostic (Tier-2 R1) (LLM agent) |
0 */3 * * * | 8 | 243 | deepseek-v4-flash | $0.006 | $0.195 | med | (LLM agent) |
| OTHER | Blockchain Regime — DeFiLlama TVL (4h) blockchain_regime.py |
every 4h | 6 | 182 | deepseek-v4-flash | $0.005 | $0.146 | med | blockchain_regime.py |
| OTHER | Caller Ranker Update (every 4h) caller_ranker.py |
at :00 on digest-p | 6 | 182 | deepseek-v4-flash | $0.005 | $0.146 | med | caller_ranker.py |
| REPORT | Research: MIDDAY_FOCUS (12:00) (LLM agent) |
0 12 * * * | 1 | 30 | deepseek-chat | $0.004 | $0.122 | light | (LLM agent) |
| REPORT | Research: DAILY_SUMMARY (07:00) (LLM agent) |
0 7 * * * | 1 | 30 | deepseek-chat | $0.004 | $0.122 | light | (LLM agent) |
| REPORT | Research: Crypto Digest (daily) (LLM agent) |
0 8 * * * | 1 | 30 | deepseek-chat | $0.004 | $0.122 | light | (LLM agent) |
| REPORT | Signal Feed Backtest Report (daily) signal_stats_report.py |
0 7 * * * | 1 | 30 | deepseek-chat | $0.004 | $0.122 | light | signal_stats_report.py |
| OTHER | AlphaFeeds: Oggy Priority Watch (LLM agent) |
0 11,16,22 * * * | 3 | 91 | deepseek-v4-flash | $0.002 | $0.073 | med | (LLM agent) |
| REPORT | Market Regime Report — 3x Daily (6:20a market_regime_report.py |
11:20 + 17:00 + 21 | 3 | 91 | deepseek-v4-flash | $0.002 | $0.073 | med | market_regime_report.py |
| OTHER | AlphaFeeds: Oggy Secondary Watch (LLM agent) |
0 11,16,22 * * * | 3 | 91 | deepseek-v4-flash | $0.002 | $0.073 | med | (LLM agent) |
| OTHER | Narrative Pulse (3x daily gems) narrative_pulse_gated.sh |
0 11,16,21 * * * | 3 | 91 | deepseek-v4-flash | $0.002 | $0.073 | med | narrative_pulse_gated.sh |
| INTEL | Macro Regime — ETF Flows Farside (6am+ macro_regime.py |
11:00 + 20:00 UTC | 2 | 61 | deepseek-v4-flash | $0.002 | $0.049 | light | macro_regime.py |
| LEARNING | Karpathy Config Apply (auto) /opt/data/scripts/karpathy_apply.py |
35 10,20 * * * | 2 | 61 | deepseek-v4-flash | $0.002 | $0.049 | light | /opt/data/scripts/karpathy_apply.py |
| LEARNING | Karpathy Context Prep (4:30pm) karpathy_prep.py |
Daily 16:25 EST | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | karpathy_prep.py |
| LEARNING | Karpathy Context Prep (6am) karpathy_prep.py |
Daily 05:55 EST | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | karpathy_prep.py |
| REPORT | Daily Cost Report (LLM agent) |
0 8 * * * | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | (LLM agent) |
| OTHER | Claude Context Refresh refresh-context.sh |
0 7 * * * | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | refresh-context.sh |
| OTHER | OGGY-BOOST Weight Tuner (daily) oggy_boost_tuner.py |
30 9 * * * | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | oggy_boost_tuner.py |
| REPORT | Alpha Report 06:30 EST [2/2] (LLM agent) |
33 10 * * * | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | (LLM agent) |
| REPORT | Alpha Report 09:30 EST [2/2] (LLM agent) |
33 12 * * * | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | (LLM agent) |
| REPORT | Alpha Report 12:30 EST [2/2] (LLM agent) |
33 16 * * * | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | (LLM agent) |
| REPORT | Alpha Report 14:30 EST [2/2] (LLM agent) |
33 18 * * * | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | (LLM agent) |
| REPORT | Alpha Report 16:30 EST [2/2] (LLM agent) |
33 20 * * * | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | (LLM agent) |
| REPORT | Alpha Report 20:30 EST [2/2] (LLM agent) |
33 0 * * * | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | (LLM agent) |
| REPORT | Alpha Report 22:30 EST [2/2] (LLM agent) |
33 2 * * * | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | (LLM agent) |
| REPORT | GMGN Cost Digest gmgn_cost_digest.py |
0 13 * * * | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | gmgn_cost_digest.py |
| INTEL | Side-Wallet Discovery (front-runners) side_cluster_discovery.py |
30 9 * * * | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | side_cluster_discovery.py |
| OTHER | Knowledge Sync: Daily Learning Update knowledge_sync.py |
daily 09:00 UTC | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | knowledge_sync.py |
| INTEL | Wallet Param Effectiveness — ALL WINDO wallet_param_windows.py |
daily 11:20 UTC (6 | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | wallet_param_windows.py |
| REPORT | Caller Leaderboard Report (daily 5:30a (LLM agent) |
daily 05:30 EST | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | (LLM agent) |
| OTHER | Claude Intelligence Daily conversation_intelligence.py |
30 6 * * * | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | conversation_intelligence.py |
| OTHER | Claude-Channel Learning Ingest learning_ingest.py |
0 6 * * * | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | learning_ingest.py |
| OTHER | Signal-Combo Win Rates (daily) signal_combo_analyzer.py |
0 5 * * * | 1 | 30 | deepseek-v4-flash | $0.001 | $0.024 | light | signal_combo_analyzer.py |
| REPORT | Weekly Kanban Status Report (LLM agent) |
0 9 * * 1 | 0.1 | 3 | deepseek-chat | $0.000 | $0.012 | light | (LLM agent) |
| REPORT | Claude Skill Synthesis Weekly conversation_intelligence_weekly.py |
0 12 * * 1 | 0.1 | 3 | deepseek-v4-flash | $0.000 | $0.002 | light | conversation_intelligence_weekly.py |
| DASHBOARD | Param Evaluator (weekly indicator rank param_evaluator.py |
10 9 * * 1 | 0.1 | 3 | deepseek-v4-flash | $0.000 | $0.002 | light | param_evaluator.py |
| OTHER | or-budget-alert.sh or-budget-alert.sh |
0 */6 * * * | 4 | 122 | — | $0 (det.) | — | med | or-budget-alert.sh |
| MAINT | hermes-watchdog.sh hermes-watchdog.sh |
*/30 * * * * | 48 | 1459 | — | $0 (det.) | — | med | hermes-watchdog.sh |
| OTHER | hermes sanity hermes_sanity.py |
*/30 * * * * | 48 | 1459 | — | $0 (det.) | — | med | hermes_sanity.py |
| DETECTOR | doppler scanner doppler_scanner.py |
*/5 * * * * | 288 | 8755 | — | $0 (det.) | — | heavy | doppler_scanner.py |
| OTHER | whales alpha methods whales_alpha_methods.py |
30 13 * * * | 1 | 30 | — | $0 (det.) | — | light | whales_alpha_methods.py |
| OTHER | whales alpha methods whales_alpha_methods.py |
0 20 * * * | 1 | 30 | — | $0 (det.) | — | light | whales_alpha_methods.py |
| DETECTOR | kien convergence detector kien_convergence_detector.py |
*/15 * * * * | 96 | 2918 | — | $0 (det.) | — | med | CONV-002: 2+ tracked wallets <2h in $70-600K MC band → probe+pyramid signal |
| OTHER | chown 10000:10000 /docker/herm chown 10000:10000 /docker/herm |
*/5 * * * * | 288 | 8755 | — | $0 (det.) | — | heavy | chown 10000:10000 /docker/herm |
| DASHBOARD | wallet rankings publisher wallet_rankings_publisher.py |
30 * * * * | 24 | 730 | — | $0 (det.) | — | light | Shared compound-label layer (cluster|tier|style|PnL|WR|top-wins) for all tools |
| DASHBOARD | wallet rankings publisher wallet_rankings_publisher.py |
0 13 * * * | 1 | 30 | — | $0 (det.) | — | light | Shared compound-label layer (cluster|tier|style|PnL|WR|top-wins) for all tools |
| DETECTOR | sapphy floor scanner sapphy_floor_scanner.py |
7,22,37,52 * * * * | 96 | 2918 | — | $0 (det.) | — | med | FLOOR-001: gen-detection on whale hubs + sub-$50K stealth accumulation + Elon lexicon → x1000 hunter |
| INTEL | whale cluster expander whale_cluster_expander.py |
0 3,7,11,15,19,23 | 6 | 182 | — | $0 (det.) | — | heavy | Recursive funding-graph + vanity-pattern cluster discovery, dynamic groups from seeds |
| DASHBOARD | whale dashboard gen whale_dashboard_gen.py |
*/30 * * * * | 48 | 1459 | — | $0 (det.) | — | light | Renders Whale Command (per-whale tabs) from live JSON — zero API |
| BACKTEST | control cohort collector control_cohort_collector.py |
12 * * * * | 24 | 730 | — | $0 (det.) | — | med | control_cohort_collector.py |
| BACKTEST | outcome ledger outcome_ledger.py |
50 12 * * * | 1 | 30 | — | $0 (det.) | — | light | outcome_ledger.py |
| TA | ta chart regime ta_chart_regime.py |
5 */2 * * * | 12 | 365 | — | $0 (det.) | — | med | ta_chart_regime.py |
| TA | ta chart regime ta_chart_regime.py |
35 13 * * * | 1 | 30 | — | $0 (det.) | — | light | ta_chart_regime.py |
| TA | ta chart regime ta_chart_regime.py |
5 20 * * * | 1 | 30 | — | $0 (det.) | — | light | ta_chart_regime.py |
| TA | ta link ingest ta_link_ingest.py |
*/10 * * * * | 144 | 4378 | — | $0 (det.) | — | heavy | ta_link_ingest.py |
| BACKTEST | replay engine replay_engine.py |
40 9 * * 1 | 0.1 | 3 | — | $0 (det.) | — | light | replay_engine.py |
| TA | ta discovery scout ta_discovery_scout.py |
15 14 * * * | 1 | 30 | — | $0 (det.) | — | light | ta_discovery_scout.py |
| INTEL | onboard queue processor onboard_queue_processor.py |
*/5 * * * * | 288 | 8755 | — | $0 (det.) | — | light | Processes whale specs pasted to thread 37082 → onboard_whale.py → reply |
| OTHER | crontab -l > /docker/hermes-ag crontab -l > /docker/hermes-ag |
*/30 * * * * | 48 | 1459 | — | $0 (det.) | — | med | crontab -l > /docker/hermes-ag |
| DASHBOARD | ops dashboard gen ops_dashboard_gen.py |
*/30 * * * * | 48 | 1459 | — | $0 (det.) | — | light | Renders THIS page from crontab+jobs.json+cost watchdog |
| MAINT | @Scan Reliability Check (LLM agent) |
0 */12 * * * | 2 | 61 | llama-3.3-70b (free) | $0 | — | light | (LLM agent) |
| MAINT | Data Backup (daily 9am UTC) backup_data.sh |
0 9 * * * | 1 | 30 | llama-3.3-70b (free) | $0 | — | light | backup_data.sh |
| MAINT | Health Watchdog (20min) health_watchdog.sh |
*/20 * * * * | 72 | 2189 | llama-3.3-70b (free) | $0 | — | med | health_watchdog.sh |
| TA | TA Enrichment (5min) ta_enrichment.py |
*/5 * * * * | 288 | 8755 | llama-3.3-70b (free) | $0 | — | heavy | ta_enrichment.py |
| MAINT | AlphaFeeds Userbot Watchdog (5min) userbot_watchdog.sh |
*/5 * * * * | 288 | 8755 | llama-3.3-70b (free) | $0 | — | heavy | userbot_watchdog.sh |
| MAINT | Codex OAuth Health Check (hourly) codex_health.sh |
0 * * * * | 24 | 730 | llama-3.3-70b (free) | $0 | — | med | codex_health.sh |
| MAINT | Cron Output Validator (hourly) validator_gated.sh |
0 * * * * | 24 | 730 | llama-3.3-70b (free) | $0 | — | med | validator_gated.sh |
| MAINT | Self-Healing Watchdog (30min) /opt/data/scripts/hermes_selfheal.sh |
every 30 min | 48 | 1459 | llama-3.3-70b (free) | $0 | — | med | /opt/data/scripts/hermes_selfheal.sh |
| REPORT | Claude Skill Synthesis (Every 3 Days) conversation_intelligence_weekly.py |
0 12 */3 * * | 0.0 | ? | deepseek-v4-flash | $0 | — | light | conversation_intelligence_weekly.py |
| OTHER | Corpus Distiller (weekly) corpus_distiller.py |
0 5 */3 * * | 0.0 | ? | deepseek-v4-flash | $0 | — | light | corpus_distiller.py |
| MAINT | Cost Watchdog (hourly) cost_watchdog.py |
Hourly :05 | 24 | 730 | llama-3.3-70b (free) | $0 | — | med | cost_watchdog.py |
| OTHER | Signal File Rotation /opt/data/scripts/rotate_signal_files.py |
0 3 * * * | 1 | 30 | llama-3.3-70b (free) | $0 | — | light | /opt/data/scripts/rotate_signal_files.py |
| MAINT | Duplicate Job Watchdog (daily) (LLM agent) |
daily 10:00 UTC (6 | 1 | 30 | llama-3.3-70b (free) | $0 | — | light | (LLM agent) |