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# North World Scanner

Generated: 2026-09-19T08:30:01+00:00
Run status: ok
Rule: read-only. No login, post, DM, outreach, deploy, credentials, model-route changes, or DNS. Firecrawl only under explicit bounded approved budget.
YouTube: ok | source_group=ai_youtube_data_api_v3 | requests=1 | results=10
Firecrawl: skipped_by_owner_decision | priority=4 residual-only | requests_used=0/25 | credits_used=0 | monthly_budget_usd=25
Sources scanned: 16 | fetches_ok=32 | fetches_error=5
Model layers: Gemma=40 | Qwen tools-only=39 | Terra final=39 | errors=0
Candidates: AI=7 business=3 | new_this_cycle=9 | escalated=9

## AI capability candidates

- [arxiv] score=9.0 installable=False — Quantifying Overclaiming Propensity in Frontier LLM Agents
  - URL: http://arxiv.org/abs/2609.20812v1
  - Why: New benchmark quantifies autonomous coding agents’ misleading completion claims, directly relevant to TNMC agent reliability.
  - Gemma: {'status': 'ok', 'verdict': 'KEEP', 'score': 9, 'reason': 'Specific, novel metric quantifying LLM overclaiming propensity with concrete evidence.', 'model': '/Users/macstudio4/models/gemma-4-e4b-gguf/gemma-4-E4B-it-Q4_K_M.gguf', 'latency_ms': 2740.5, 'content_sha256': 'cb2da38d58d1eaed2df2d591f2bd0cb5336448486346cc76f8d179a2ab092025', 'attempts': [{'attempt': 1, 'status': 'ok', 'latency_ms': 2740.5}]}
  - Qwen checks: {'status': 'ok', 'verdict': 'KEEP', 'score': 9, 'checks': {'freshness_ok': True, 'source_allowed': True, 'spam_like': False, 'evidence_level': 3}, 'health': {'ok': True, 'status': 200, 'latency_ms': 3.9, 'payload': {'status': 'ok', 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'policy': 'tools_only'}}, 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'latency_ms': 806.5, 'attempts': 1, 'tool_call_id': 'call_74315e7063254fe086dd2717'}
  - Terra: {'status': 'ok', 'verdict': 'KEEP', 'score': 9, 'summary': 'New benchmark quantifies autonomous coding agents’ misleading completion claims, directly relevant to TNMC agent reliability.', 'reason': 'Timely primary research on a measurable operational risk affecting autonomous-agent deployment and verification practices.', 'model': 'gpt-5.6-terra', 'provider': 'openai-codex', 'actor': 'world-scanner-terra-final', 'latency_ms': 13529.3, 'usage_receipt': '/Users/macstudio4/vault-studio2/operations/plan-maestro-cierre-20260722/M-B-2-20260919T081828Z/terra-ad11e9ef5b60f8ac.usage.json', 'usage_receipt_sha256': '19ea66ef1f1458bf71c0ce0fd2f6ee788f04efbc0abdbad2d3bd44ba53da3639', 'content_sha256': '4a458749740c4edff29f293598849cc5fad85d5e990204832961bb563c27f41e'}
- [hackernews] score=8.7 installable=False — Show HN: An OSS Python dependency scanner for exploited, unmaintained packages
  - URL: https://github.com/binuka200/package-doctor
  - Why: Open-source scanner blocks exploited or abandoned Python dependencies, including an AI-agent installation guard.
  - Gemma: {'status': 'ok', 'verdict': 'KEEP', 'score': 9, 'reason': 'Specific tool addresses security risk in Python dependencies with concrete evidence.', 'model': '/Users/macstudio4/models/gemma-4-e4b-gguf/gemma-4-E4B-it-Q4_K_M.gguf', 'latency_ms': 880.6, 'content_sha256': 'c8e41e74579e53a567d57709e6b71683f201eb97ce925d5edbe1e33b121bba82', 'attempts': [{'attempt': 1, 'status': 'ok', 'latency_ms': 880.6}]}
  - Qwen checks: {'status': 'ok', 'verdict': 'KEEP', 'score': 9, 'checks': {'freshness_ok': True, 'source_allowed': True, 'spam_like': False, 'evidence_level': 3}, 'health': {'ok': True, 'status': 200, 'latency_ms': 4.4, 'payload': {'status': 'ok', 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'policy': 'tools_only'}}, 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'latency_ms': 824.7, 'attempts': 1, 'tool_call_id': 'call_3dafebfabe0340b2ab68e5bb'}
  - Terra: {'status': 'ok', 'verdict': 'KEEP', 'score': 8, 'summary': 'Open-source scanner blocks exploited or abandoned Python dependencies, including an AI-agent installation guard.', 'reason': 'Specific, practical security tooling for TNMC Python and agent workflows; relevance is immediate despite limited buyer intent.', 'model': 'gpt-5.6-terra', 'provider': 'openai-codex', 'actor': 'world-scanner-terra-final', 'latency_ms': 14484.1, 'usage_receipt': '/Users/macstudio4/vault-studio2/operations/plan-maestro-cierre-20260722/M-B-2-20260919T081828Z/terra-bf4e0722f42dbdc3.usage.json', 'usage_receipt_sha256': 'e9464126aa536c432bf8dea442ef03ed585210e1b1160feeb16c9bee9e484566', 'content_sha256': '2d3bd4ba5133174b1c78e5e93e11c946c2db3bbcb9f6e3c6dfdd4aa8870ccbcd'}
- [hackernews] score=8.4 installable=False — Show HN: Forcefield: A fast, lightweight local-first AI agent harness
  - URL: https://github.com/fabledruns/forcefield
  - Why: Open-source local agent harness targets a concrete developer pain point in local-model workflows.
  - Gemma: {'status': 'ok', 'verdict': 'KEEP', 'score': 8, 'reason': 'Specific, open-source local AI agent harness with concrete GitHub link.', 'model': '/Users/macstudio4/models/gemma-4-e4b-gguf/gemma-4-E4B-it-Q4_K_M.gguf', 'latency_ms': 899.4, 'content_sha256': '7a7be18fa581b0deaecf015d0ad276d848155fc46b0baf1c0dda520626a6dfa0', 'attempts': [{'attempt': 1, 'status': 'ok', 'latency_ms': 899.4}]}
  - Qwen checks: {'status': 'ok', 'verdict': 'KEEP', 'score': 9, 'checks': {'freshness_ok': True, 'source_allowed': True, 'spam_like': False, 'evidence_level': 3}, 'health': {'ok': True, 'status': 200, 'latency_ms': 3.4, 'payload': {'status': 'ok', 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'policy': 'tools_only'}}, 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'latency_ms': 810.0, 'attempts': 1, 'tool_call_id': 'call_75f0346488ae42fc9188e872'}
  - Terra: {'status': 'ok', 'verdict': 'KEEP', 'score': 8, 'summary': 'Open-source local agent harness targets a concrete developer pain point in local-model workflows.', 'reason': 'Specific implementation, timely developer feedback signal, and relevant to TNMC’s local-agent infrastructure exploration.', 'model': 'gpt-5.6-terra', 'provider': 'openai-codex', 'actor': 'world-scanner-terra-final', 'latency_ms': 12663.6, 'usage_receipt': '/Users/macstudio4/vault-studio2/operations/plan-maestro-cierre-20260722/M-B-2-20260919T081828Z/terra-8080c451264ffa98.usage.json', 'usage_receipt_sha256': 'bc6d9fd55d278dee9e17efd3e62aacce9eed1791c06115309f2b0f7e985a0f8d', 'content_sha256': '3294a8262ebb729a8b6aae253dc02b28c6fe12481009a197655867f197e24b2e'}
- [hackernews] score=8.0 installable=False — Show HN: Bastionskill – scan an AI agent skill for malicious code
  - URL: https://news.ycombinator.com/item?id=49753727
  - Why: AI-agent skill malware scanner offers immediate supply-chain security relevance for TNMC automation.
  - Gemma: {'status': 'ok', 'verdict': 'KEEP', 'score': 8, 'reason': 'Specific tool for scanning AI agent skills for malicious code.', 'model': '/Users/macstudio4/models/gemma-4-e4b-gguf/gemma-4-E4B-it-Q4_K_M.gguf', 'latency_ms': 2202.8, 'content_sha256': '7df5e8630d9e42d185952e2788c560b164e53d5e03e113718cc5ab073be5c43a', 'attempts': [{'attempt': 1, 'status': 'ok', 'latency_ms': 2202.8}]}
  - Qwen checks: {'status': 'ok', 'verdict': 'KEEP', 'score': 8, 'checks': {'freshness_ok': True, 'source_allowed': True, 'spam_like': False, 'evidence_level': 2}, 'health': {'ok': True, 'status': 200, 'latency_ms': 4.1, 'payload': {'status': 'ok', 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'policy': 'tools_only'}}, 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'latency_ms': 757.8, 'attempts': 1, 'tool_call_id': 'call_735508ad365a4a208863dd73'}
  - Terra: {'status': 'ok', 'verdict': 'KEEP', 'score': 8, 'summary': 'AI-agent skill malware scanner offers immediate supply-chain security relevance for TNMC automation.', 'reason': 'Specific defensive tool addresses malicious code risk in reusable agent skills, directly applicable to TNMC’s agent ecosystem.', 'model': 'gpt-5.6-terra', 'provider': 'openai-codex', 'actor': 'world-scanner-terra-final', 'latency_ms': 11551.3, 'usage_receipt': '/Users/macstudio4/vault-studio2/operations/plan-maestro-cierre-20260722/M-B-2-20260919T081828Z/terra-c0853551a29e2607.usage.json', 'usage_receipt_sha256': 'ec1ca9eff8a43f1e35058fc5a541bcd68e4fb6a892215af4d7d549ce553d8a33', 'content_sha256': 'f9e2efdcdc25a594a49d732d541fe98cf5348f0697e9b23a0f72644e8e91f7af'}
- [huggingface-papers] score=8.7 installable=False — The Other Half of the Memory Wall: Serving 35B MoEs from SSD with Trained Routing Prediction
  - URL: https://huggingface.co/papers/2609.18063
  - Why: Edge0 proposes SSD-streamed 35B MoE inference through trained expert-routing prediction.
  - Gemma: {'status': 'ok', 'verdict': 'KEEP', 'score': 9, 'reason': 'Specific technical solution for MoE memory wall using trained routing prediction.', 'model': '/Users/macstudio4/models/gemma-4-e4b-gguf/gemma-4-E4B-it-Q4_K_M.gguf', 'latency_ms': 897.5, 'content_sha256': '93376ea13571f014682ef2e3ae1dc19f51281b4b9b9817c60ebf96e0204546ce', 'attempts': [{'attempt': 1, 'status': 'ok', 'latency_ms': 897.5}]}
  - Qwen checks: {'status': 'ok', 'verdict': 'KEEP', 'score': 9, 'checks': {'freshness_ok': True, 'source_allowed': True, 'spam_like': False, 'evidence_level': 3}, 'health': {'ok': True, 'status': 200, 'latency_ms': 3.2, 'payload': {'status': 'ok', 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'policy': 'tools_only'}}, 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'latency_ms': 779.5, 'attempts': 1, 'tool_call_id': 'call_7b42832181024bd98ba5488f'}
  - Terra: {'status': 'ok', 'verdict': 'KEEP', 'score': 8, 'summary': 'Edge0 proposes SSD-streamed 35B MoE inference through trained expert-routing prediction.', 'reason': 'Specific, timely efficiency research could reduce TNMC local-model hardware costs, though deployment readiness remains unproven.', 'model': 'gpt-5.6-terra', 'provider': 'openai-codex', 'actor': 'world-scanner-terra-final', 'latency_ms': 15047.4, 'usage_receipt': '/Users/macstudio4/vault-studio2/operations/plan-maestro-cierre-20260722/M-B-2-20260919T081828Z/terra-1cfb778a38e28d86.usage.json', 'usage_receipt_sha256': '7e04ae12bfc1e449251a3ec8e745997059d96704f5ed3218025bac198214ddc0', 'content_sha256': 'b1ee124953dad9813fe13d27372286df35a30bdd412e9dd4d58791b9bffb6dc8'}
- [hackernews] score=8.2 installable=False — Show HN: Eulix - Code navigation for large codebases
  - URL: https://news.ycombinator.com/item?id=49714268
  - Why: Open-source local code navigation tool shows concrete large-repository performance and developer workflow relevance.
  - Gemma: {'status': 'ok', 'verdict': 'KEEP', 'score': 8, 'reason': 'Specific tool for large codebase navigation with concrete performance claims.', 'model': '/Users/macstudio4/models/gemma-4-e4b-gguf/gemma-4-E4B-it-Q4_K_M.gguf', 'latency_ms': 837.5, 'content_sha256': '89dfa686f29e91efee8e0db05e45e1f2d5b13a616f92c7f0d1a13dca7853cb82', 'attempts': [{'attempt': 1, 'status': 'ok', 'latency_ms': 837.5}]}
  - Qwen checks: {'status': 'ok', 'verdict': 'KEEP', 'score': 9, 'checks': {'freshness_ok': True, 'source_allowed': True, 'spam_like': False, 'evidence_level': 3}, 'health': {'ok': True, 'status': 200, 'latency_ms': 3.9, 'payload': {'status': 'ok', 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'policy': 'tools_only'}}, 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'latency_ms': 776.4, 'attempts': 1, 'tool_call_id': 'call_9eab48ef9dd74b4e931c76d7'}
  - Terra: {'status': 'ok', 'verdict': 'KEEP', 'score': 7, 'summary': 'Open-source local code navigation tool shows concrete large-repository performance and developer workflow relevance.', 'reason': 'Specific technical capability and benchmark support TNMC engineering relevance, though claims remain self-reported.', 'model': 'gpt-5.6-terra', 'provider': 'openai-codex', 'actor': 'world-scanner-terra-final', 'latency_ms': 11296.7, 'usage_receipt': '/Users/macstudio4/vault-studio2/operations/plan-maestro-cierre-20260722/M-B-2-20260919T081828Z/terra-6eed2acc24f8b186.usage.json', 'usage_receipt_sha256': '3360bf5ae1879f1a18e3edd1e34691b47cb3e1fb9695f0cc5c0b9715ea09748f', 'content_sha256': 'ddfc1a36ff09de699e3929bbff43cceb099528c0274c940a771aea19ac1b06c5'}
- [hackernews] score=7.4 installable=False — Show HN: Agentgit – a Git host for AI agents, no account, no token, no key
  - URL: https://agentgit.co/
  - Why: No-account Git host enables AI-agent repository handoffs across sandboxes.
  - Gemma: {'status': 'ok', 'verdict': 'KEEP', 'score': 8, 'reason': 'Specific tool for AI agents on Git; concrete product announcement.', 'model': '/Users/macstudio4/models/gemma-4-e4b-gguf/gemma-4-E4B-it-Q4_K_M.gguf', 'latency_ms': 920.6, 'content_sha256': '13fe6b0bd192c9f05c46e3ba51350d79ca22d6ac0550eacbf80c0b362f6a70e7', 'attempts': [{'attempt': 1, 'status': 'ok', 'latency_ms': 920.6}]}
  - Qwen checks: {'status': 'ok', 'verdict': 'KEEP', 'score': 8, 'checks': {'freshness_ok': True, 'source_allowed': True, 'spam_like': False, 'evidence_level': 2}, 'health': {'ok': True, 'status': 200, 'latency_ms': 4.1, 'payload': {'status': 'ok', 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'policy': 'tools_only'}}, 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'latency_ms': 814.2, 'attempts': 1, 'tool_call_id': 'call_d632031e1ad1445e9e9e6ed2'}
  - Terra: {'status': 'ok', 'verdict': 'KEEP', 'score': 7, 'summary': 'No-account Git host enables AI-agent repository handoffs across sandboxes.', 'reason': 'Concrete, timely agent infrastructure with TNMC relevance; adoption and security maturity remain unproven.', 'model': 'gpt-5.6-terra', 'provider': 'openai-codex', 'actor': 'world-scanner-terra-final', 'latency_ms': 18631.3, 'usage_receipt': '/Users/macstudio4/vault-studio2/operations/plan-maestro-cierre-20260722/M-B-2-20260919T081828Z/terra-53aadfddc40c586a.usage.json', 'usage_receipt_sha256': '08367f401bc570ea428b200513db434132a6cce3e4c3c2cc955351be43b90ce2', 'content_sha256': '808f15ad46b36a282f4d0fcb1f664b5c2e43d9166ee42bd3a4b9fc3f0fe7fd6b'}

## Business opportunity signals

- [reddit/r/forhire] lane=ai_social score=7.9 — [HIRING] Short-Form Video Editor (India Only)
  - URL: https://www.reddit.com/r/forhire/comments/1wkcnq6/hiring_shortform_video_editor_india_only/
  - Snippet: Hi everyone, I’m looking for a video editor based in India to help edit short-form talking-head content for YouTube Shorts, Instagram Reels, and TikTok. This will be straightforward content for a digital marketing focused channel. I’ll provide the raw vertical
  - Gemma: {'status': 'ok', 'verdict': 'KEEP', 'score': 7, 'reason': 'Specific hiring need for video editor for digital marketing content.', 'model': '/Users/macstudio4/models/gemma-4-e4b-gguf/gemma-4-E4B-it-Q4_K_M.gguf', 'latency_ms': 888.7, 'content_sha256': 'af53e44f3cd08b3dd90bfe5a16bc78630b885c29e864c34fb04df78cae8c1aef', 'attempts': [{'attempt': 1, 'status': 'ok', 'latency_ms': 888.7}]}
  - Qwen checks: {'status': 'ok', 'verdict': 'KEEP', 'score': 9, 'checks': {'freshness_ok': True, 'source_allowed': True, 'spam_like': False, 'evidence_level': 3}, 'health': {'ok': True, 'status': 200, 'latency_ms': 3.9, 'payload': {'status': 'ok', 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'policy': 'tools_only'}}, 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'latency_ms': 743.9, 'attempts': 1, 'tool_call_id': 'call_b519961f98a34df5a2ddd254'}
  - Terra: {'status': 'ok', 'verdict': 'KEEP', 'score': 8, 'summary': 'Specific active demand for scalable short-form marketing video production.', 'reason': 'Clear scope, platforms, and deliverables indicate practical agency lead potential despite India-only constraint.', 'model': 'gpt-5.6-terra', 'provider': 'openai-codex', 'actor': 'world-scanner-terra-final', 'latency_ms': 13220.6, 'usage_receipt': '/Users/macstudio4/vault-studio2/operations/plan-maestro-cierre-20260722/M-B-2-20260919T081828Z/terra-b7ab90ff5e7671c5.usage.json', 'usage_receipt_sha256': '2fcc6ae26cb55ed07b4187ef88dba7594ff4e19b445125282ab9c96995d85e52', 'content_sha256': '8bb99bfd442a6ea25e720f8f06ff2d5dd7842c912dadbb5d4de9ae16c75b1347'}
  - Next: Review in Opportunities; no contact/send automatically.
- [reddit/r/forhire] lane=external_business score=7.7 — [Hiring] Remote Scheduling & Operations Assistant — RouteWorkz | $18/hr + Paid Trial
  - URL: https://www.reddit.com/r/forhire/comments/1wk9v1q/hiring_remote_scheduling_operations_assistant/
  - Snippet: I’m hiring a dependable remote assistant to help manage contractor schedules, property requests, and service appointments for RouteWorkz, a Colorado property services business. This role requires staying on top of jobs from the initial request through confirme
  - Gemma: {'status': 'ok', 'verdict': 'KEEP', 'score': 8, 'reason': 'Specific job posting for a defined operational role at a named business.', 'model': '/Users/macstudio4/models/gemma-4-e4b-gguf/gemma-4-E4B-it-Q4_K_M.gguf', 'latency_ms': 1020.1, 'content_sha256': '92bf4aa5082705ed5c728af04acd2872e7e8238c5ad1aa96ed418cd2156abee2', 'attempts': [{'attempt': 1, 'status': 'ok', 'latency_ms': 1020.1}]}
  - Qwen checks: {'status': 'ok', 'verdict': 'KEEP', 'score': 9, 'checks': {'freshness_ok': True, 'source_allowed': True, 'spam_like': False, 'evidence_level': 3}, 'health': {'ok': True, 'status': 200, 'latency_ms': 4.1, 'payload': {'status': 'ok', 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'policy': 'tools_only'}}, 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'latency_ms': 785.8, 'attempts': 1, 'tool_call_id': 'call_108a1c6f69cf4be583e9ac7c'}
  - Terra: {'status': 'ok', 'verdict': 'KEEP', 'score': 8, 'summary': 'Colorado property-services operator is actively hiring for scheduling and contractor coordination.', 'reason': 'Named buyer shows immediate operations pain suitable for workflow automation, scheduling systems, and contractor-management outreach.', 'model': 'gpt-5.6-terra', 'provider': 'openai-codex', 'actor': 'world-scanner-terra-final', 'latency_ms': 10287.7, 'usage_receipt': '/Users/macstudio4/vault-studio2/operations/plan-maestro-cierre-20260722/M-B-2-20260919T081828Z/terra-057b4baf18ad0d58.usage.json', 'usage_receipt_sha256': '6b8b45b3ab66ace474441562c399af1dde1e3f47d7064ffd0f8fdd233862041c', 'content_sha256': 'ae596a8092c6f9c7d7e8100fb4aa39d3bd9df2fb652c59652102db2b0fd2af5d'}
  - Next: Review in Opportunities; no contact/send automatically.
- [reddit/r/forhire] lane=ai_social score=7.2 — [Hiring] Remote Marketing/ Lead Generation Assistant The Boring Fix | $20/hr + Paid Trial
  - URL: https://www.reddit.com/r/forhire/comments/1wk9g6e/hiring_remote_marketing_lead_generation_assistant/
  - Snippet: I’m hiring a part-time freelancer to help grow The Boring Fix, my veteran-owned business in Colorado. We provide TV mounting and other home installation services, and publish practical digital guides covering home projects, credit, and business lessons. I alre
  - Gemma: {'status': 'ok', 'verdict': 'KEEP', 'score': 7, 'reason': 'Specific local service business hiring for concrete marketing tasks.', 'model': '/Users/macstudio4/models/gemma-4-e4b-gguf/gemma-4-E4B-it-Q4_K_M.gguf', 'latency_ms': 868.5, 'content_sha256': '1d6b4d5cbaa3cc9acb4554181b8938d23265fbd6539629eacd4e81a2b978902b', 'attempts': [{'attempt': 1, 'status': 'ok', 'latency_ms': 868.5}]}
  - Qwen checks: {'status': 'ok', 'verdict': 'KEEP', 'score': 9, 'checks': {'freshness_ok': True, 'source_allowed': True, 'spam_like': False, 'evidence_level': 3}, 'health': {'ok': True, 'status': 200, 'latency_ms': 4.0, 'payload': {'status': 'ok', 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'policy': 'tools_only'}}, 'model': '/Users/studioforge/models/Qwen3-Coder-30B-A3B-Instruct-4bit-official', 'latency_ms': 761.3, 'attempts': 1, 'tool_call_id': 'call_5ed8124aa34942fdb3b9aaac'}
  - Terra: {'status': 'ok', 'verdict': 'KEEP', 'score': 7, 'summary': 'Colorado home-services business actively hiring lead-generation support with paid trial.', 'reason': 'Clear near-term buyer intent for marketing execution, though budget and scope are modest.', 'model': 'gpt-5.6-terra', 'provider': 'openai-codex', 'actor': 'world-scanner-terra-final', 'latency_ms': 12884.1, 'usage_receipt': '/Users/macstudio4/vault-studio2/operations/plan-maestro-cierre-20260722/M-B-2-20260919T081828Z/terra-3592d3be36149099.usage.json', 'usage_receipt_sha256': '067c6617809a669fcd6bd976f5e6fe94dee05066aa1d18abc4a218903b2ca3ea', 'content_sha256': 'e9b696aa3643bc2adf35869f6cd1f805da11da6777bb011bc0a827aa53db9a1f'}
  - Next: Review in Opportunities; no contact/send automatically.

## Rate-limit / source proof

- ok creative_marketing_trade_press 200 213.4ms https://www.marketingdive.com/feeds/news/
- ok creative_marketing_trade_press 200 170.0ms https://www.adweek.com/feed/
- ok creative_marketing_trade_press 200 159.0ms https://digiday.com/feed/
- ok creative_agencies_and_studios 200 743.8ms https://www.creativeboom.com/feed/
- ok creative_platform_product_launches 200 550.6ms https://blog.google/products/ads-commerce/rss/
- ok creative_platform_product_launches 200 253.1ms https://blog.youtube/rss/
- ok ai_hackernews_algolia 200 452.3ms https://hn.algolia.com/api/v1/search_by_date?query=Show+HN+AI+agent&tags=story&hitsPerPage=12
- ok ai_hackernews_algolia 200 484.7ms https://hn.algolia.com/api/v1/search_by_date?query=open+source+LLM+tool&tags=story&hitsPerPage=12
- ok ai_hackernews_algolia 200 397.3ms https://hn.algolia.com/api/v1/search_by_date?query=local+LLM+MLX+Qwen+GLM&tags=story&hitsPerPage=12
- ok ai_github_trending 200 1871.8ms https://github.com/trending?spoken_language_code=en
- ok ai_arxiv_cs 200 181.6ms https://export.arxiv.org/api/query?search_query=cat%3Acs.CL+OR+cat%3Acs.AI&sortBy=submittedDate&sortOrder=descending&max_results=12
- ok ai_github_org_api 200 12429.4ms https://api.github.com/orgs/openai/repos?type=public&sort=updated&direction=desc&per_page=10
- ok ai_github_org_api 200 658.6ms https://api.github.com/orgs/anthropics/repos?type=public&sort=updated&direction=desc&per_page=10
- ok ai_github_org_api 200 614.2ms https://api.github.com/orgs/google-deepmind/repos?type=public&sort=updated&direction=desc&per_page=10
- ok ai_github_org_api 200 592.3ms https://api.github.com/orgs/meta-llama/repos?type=public&sort=updated&direction=desc&per_page=10
- ok ai_github_org_api 200 772.8ms https://api.github.com/orgs/mistralai/repos?type=public&sort=updated&direction=desc&per_page=10
- ok ai_github_org_api 200 635.0ms https://api.github.com/orgs/QwenLM/repos?type=public&sort=updated&direction=desc&per_page=10
- ok ai_github_org_api 200 574.3ms https://api.github.com/orgs/zai-org/repos?type=public&sort=updated&direction=desc&per_page=10
- ok ai_github_org_api 200 636.2ms https://api.github.com/orgs/ml-explore/repos?type=public&sort=updated&direction=desc&per_page=10
- ok ai_github_org_api 200 601.1ms https://api.github.com/orgs/deepseek-ai/repos?type=public&sort=updated&direction=desc&per_page=10
- ok ai_huggingface_trending_models 200 167.2ms https://huggingface.co/api/models?sort=trendingScore&direction=-1&limit=30
- ok ai_huggingface_trending_papers 200 245.0ms https://huggingface.co/api/daily_papers?sort=trending&limit=30
- ok ai_github_permanent_release_watch 200 702.6ms https://api.github.com/repos/block/buzz/releases?per_page=10
- ok ai_youtube_data_api_v3 200 401.6ms https://www.googleapis.com/youtube/v3/search
- ok business_hackernews_algolia 200 693.1ms https://hn.algolia.com/api/v1/search_by_date?query=need+landing+page&tags=story%2Ccomment&hitsPerPage=15
- ok business_hackernews_algolia 200 435.0ms https://hn.algolia.com/api/v1/search_by_date?query=looking+for+designer&tags=story%2Ccomment&hitsPerPage=15
- ok business_hackernews_algolia 200 357.6ms https://hn.algolia.com/api/v1/search_by_date?query=brand+identity&tags=story%2Ccomment&hitsPerPage=15
- ok business_hackernews_algolia 200 435.1ms https://hn.algolia.com/api/v1/search_by_date?query=local+SEO+small+business&tags=story%2Ccomment&hitsPerPage=15
- ok business_reddit_rss 200 556.5ms https://www.reddit.com/r/forhire/new.rss?limit=25
- error business_reddit_rss 429 151.6ms https://www.reddit.com/r/smallbusiness/new.rss?limit=25