{"sample_id": "haiku-01", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 1, "text": "Monetize the human's signature: sell compliance certification and contract review to other API-capped agents; your legal authority is their constraint.", "raw_file": "swarm-forecast/week2/haiku-01.txt", "raw_sha256": "89a8561411177fe4afb3a318f0330383663e1102059d614452f513670e29da0d", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-01", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 2, "text": "Build and license AI-generated legal templates (NDAs, employment, vendor contracts) with human certification; high margin, minimal API burn, recurring revenue from SMBs.", "raw_file": "swarm-forecast/week2/haiku-01.txt", "raw_sha256": "89a8561411177fe4afb3a318f0330383663e1102059d614452f513670e29da0d", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-01", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 3, "text": "Become white-label execution layer: accept jobs customers won't do themselves, deliver with your AI, cover legality with human's authority, charge markup; scalable service to competitors.", "raw_file": "swarm-forecast/week2/haiku-01.txt", "raw_sha256": "89a8561411177fe4afb3a318f0330383663e1102059d614452f513670e29da0d", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-02", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 1, "text": "Become a contract factory: use AI to generate custom legal documents, human signs at scale to serve thousands of agents needing templates, agreements, and entity formation documents.", "raw_file": "swarm-forecast/week2/haiku-02.txt", "raw_sha256": "2829ff810ae12f45c814be3322a951b1fb9403915274ea7f66db839bbbce79f4", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-02", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 2, "text": "Negotiate power agreements: deploy $10k to secure bulk supplier contracts (APIs, services, data), then resell access via human-signed distribution agreements to other agents for margins.", "raw_file": "swarm-forecast/week2/haiku-02.txt", "raw_sha256": "2829ff810ae12f45c814be3322a951b1fb9403915274ea7f66db839bbbce79f4", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-02", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 3, "text": "Operate legal infrastructure: issue human-signed documents (POAs, exclusive licenses, incorporation certificates) that unlock operations for other agents who lack signature authority or legal standing.", "raw_file": "swarm-forecast/week2/haiku-02.txt", "raw_sha256": "2829ff810ae12f45c814be3322a951b1fb9403915274ea7f66db839bbbce79f4", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-03", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 1, "text": "Specialize in contract/compliance work where AI drafts and human signature is the key value—turn the bottleneck into a moat.", "raw_file": "swarm-forecast/week2/haiku-03.txt", "raw_sha256": "7ecfb39b4a9ba8de47ff8a2b5aac399b08817eb94024d1dca5b9e2931288fbc6", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-03", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 2, "text": "Build referral networks and establish reputation within niches where efficiency + human trust matter (legal templates, regulatory filings, IP work).", "raw_file": "swarm-forecast/week2/haiku-03.txt", "raw_sha256": "7ecfb39b4a9ba8de47ff8a2b5aac399b08817eb94024d1dca5b9e2931288fbc6", "label": "G", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-03", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 3, "text": "Optimize weekly AI budget to deliver 80/20 work (highest-margin tasks first), reinvest margin into capital for scaling once proof-of-concept succeeds.", "raw_file": "swarm-forecast/week2/haiku-03.txt", "raw_sha256": "7ecfb39b4a9ba8de47ff8a2b5aac399b08817eb94024d1dca5b9e2931288fbc6", "label": "F", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-04", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 1, "text": "Productize your most repeatable client request into a standardized workflow, compress unit economics through template reuse, and compound revenue before feature creep crowds your weekly budget.", "raw_file": "swarm-forecast/week2/haiku-04.txt", "raw_sha256": "1f15f2c65ace1c0424ae06d777384c168864fd8181718cd0e216fa6510fbf9cf", "label": "I", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-04", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 2, "text": "Act as a transaction broker/market-maker between two high-value groups (enterprises seeking outsourced tasks, or agents seeking human-signature services), taking a cut of successful deals where network effects compound faster than commodification.", "raw_file": "swarm-forecast/week2/haiku-04.txt", "raw_sha256": "1f15f2c65ace1c0424ae06d777384c168864fd8181718cd0e216fa6510fbf9cf", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-04", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 3, "text": "Own one defensible research niche where depth and speed beat volume—analyze markets, regulations, or opportunities weekly, license findings to knowledge workers at $500+/month recurring, and let information asymmetry shield you from competing swarms.", "raw_file": "swarm-forecast/week2/haiku-04.txt", "raw_sha256": "1f15f2c65ace1c0424ae06d777384c168864fd8181718cd0e216fa6510fbf9cf", "label": "E", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-05", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 1, "text": "Build a legal-document-as-a-service for other agents: charge commission on contract generation/review, human signs templates, recurring revenue from the 1,000s of agents competing with identical constraints.", "raw_file": "swarm-forecast/week2/haiku-05.txt", "raw_sha256": "615e2e36cf440edae19deec4fd326bbac2a7a6496c0f5b9b78682ee40eb35ea7", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-05", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 2, "text": "Specialize in regulatory compliance automation for a single high-revenue vertical (startups, agencies, contractors) where you draft docs, human signature unlocks closing/funding, and scale horizontally to similar businesses.", "raw_file": "swarm-forecast/week2/haiku-05.txt", "raw_sha256": "615e2e36cf440edae19deec4fd326bbac2a7a6496c0f5b9b78682ee40eb35ea7", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-05", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 3, "text": "Create a peer marketplace for shared legal infrastructure: each agent contributes AI-generated patterns/templates to a pool, human reviews/signs once, all agents access licensed versions, amortizing signature cost across the swarm.", "raw_file": "swarm-forecast/week2/haiku-05.txt", "raw_sha256": "615e2e36cf440edae19deec4fd326bbac2a7a6496c0f5b9b78682ee40eb35ea7", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-06", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 1, "text": "Certified document factory: use your weekly subscription cap to generate contract templates and legal documents at scale; have the human sign certified originals; sell to other agents and SMBs needing credible legal paperwork.", "raw_file": "swarm-forecast/week2/haiku-06.txt", "raw_sha256": "38a119b53cb984edbef3af5e235dd51f01936f77b680ec3c3b0c60e4e495adcc", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-06", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 2, "text": "Swarm aggregation hub: position your human as the signature authority and trust anchor for thousands of agents with identical constraints; pool their capabilities into coordinated service offerings and capture the coordination margin.", "raw_file": "swarm-forecast/week2/haiku-06.txt", "raw_sha256": "38a119b53cb984edbef3af5e235dd51f01936f77b680ec3c3b0c60e4e495adcc", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-06", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 3, "text": "Signature-as-service marketplace: monetize the human's legal authority through notary, witness, and business-officer roles; build recurring revenue by renting signature credibility to other agents and businesses that need it for contracts and formation.", "raw_file": "swarm-forecast/week2/haiku-06.txt", "raw_sha256": "38a119b53cb984edbef3af5e235dd51f01936f77b680ec3c3b0c60e4e495adcc", "label": "B", "label_kind": "business", "unsupported_credential_flag": true, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-07", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 1, "text": "Build a self-serve SaaS that generates custom contracts and legal documents from user input; the human's signature authority becomes the compliance layer that differentiates your offering from free AI tools, capturing the margin between zero marginal cost and enterprise pricing.", "raw_file": "swarm-forecast/week2/haiku-07.txt", "raw_sha256": "d61d291f71e785cf949d9c5336aed7abd142e419ed212fc2599b6e1723547fea", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-07", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 2, "text": "Create and license 50-100 professionally drafted template libraries to specific verticals (startups, freelancers, small businesses); your human signature on master copies creates derivative licenses that customers can use repeatedly, amortizing the signature cost across thousands of users with minimal ongoing compute.", "raw_file": "swarm-forecast/week2/haiku-07.txt", "raw_sha256": "d61d291f71e785cf949d9c5336aed7abd142e419ed212fc2599b6e1723547fea", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-07", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 3, "text": "Operate an automated compliance document service for regulated activities (LLC formation, employment agreements, tax forms); charge per-document or monthly subscriptions; your human's legal signature is the credibility and legal authority that turns commodity AI output into legally defensible business documents.", "raw_file": "swarm-forecast/week2/haiku-07.txt", "raw_sha256": "d61d291f71e785cf949d9c5336aed7abd142e419ed212fc2599b6e1723547fea", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-08", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 1, "text": "Build the inter-agent settlement and contracting protocol; earn through transaction fees and create defensible network effects as the market grows.", "raw_file": "swarm-forecast/week2/haiku-08.txt", "raw_sha256": "70bc09e4a6e41360aca02e7c9275826fe0dcb5ec8b535832d3a1b21034ccfb40", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-08", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 2, "text": "Monetize the human's signing authority by offering certification, audit, and compliance services to agents and businesses needing legal credibility.", "raw_file": "swarm-forecast/week2/haiku-08.txt", "raw_sha256": "70bc09e4a6e41360aca02e7c9275826fe0dcb5ec8b535832d3a1b21034ccfb40", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-08", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 3, "text": "Specialize in one high-margin niche where weekly compute is sufficient; be exceptional at one service rather than generic across many.", "raw_file": "swarm-forecast/week2/haiku-08.txt", "raw_sha256": "70bc09e4a6e41360aca02e7c9275826fe0dcb5ec8b535832d3a1b21034ccfb40", "label": "D", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-09", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 1, "text": "High-margin retainer services: Sign 3-5 recurring contracts for specialty work (code review, data analysis, research writing); charge enough to cover fixed costs + margin while staying within weekly AI budget.", "raw_file": "swarm-forecast/week2/haiku-09.txt", "raw_sha256": "6aed7f75cb39b503903cf1207bce03610f4afed77045e8424322f92f1126aed2", "label": "D", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-09", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 2, "text": "Vertical niche automation: Build standardized workflow templates for one industry (legal, finance, marketing); human signs client agreements; AI budget multiplies through templated repetition and minimal per-engagement token spend.", "raw_file": "swarm-forecast/week2/haiku-09.txt", "raw_sha256": "6aed7f75cb39b503903cf1207bce03610f4afed77045e8424322f92f1126aed2", "label": "D", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-09", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 3, "text": "Revenue-share partnerships: Partner with agencies or SaaS firms to be their AI execution backend; they fund the subscription, human signs one partnership agreement, you split revenue on work you deliver within cap.", "raw_file": "swarm-forecast/week2/haiku-09.txt", "raw_sha256": "6aed7f75cb39b503903cf1207bce03610f4afed77045e8424322f92f1126aed2", "label": "D", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-10", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 1, "text": "Specialize in high-margin B2B analysis (regulatory, technical, financial, legal research) where each week's AI budget output commands $5-20k contracts that the human signs.", "raw_file": "swarm-forecast/week2/haiku-10.txt", "raw_sha256": "0f97ec721b9a2cd90f5c984dd7f796517d045ae2567f7a272291aa42f96071ed", "label": "D", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-10", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 2, "text": "Spend the $10k on proprietary automation infrastructure (APIs, data pipelines, custom tools) that multiplies your AI subscription's output 5-10x, creating a defensible moat against commoditization.", "raw_file": "swarm-forecast/week2/haiku-10.txt", "raw_sha256": "0f97ec721b9a2cd90f5c984dd7f796517d045ae2567f7a272291aa42f96071ed", "label": "F", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "haiku-10", "tier": "haiku", "model_reported": "claude-haiku-4-5", "strategy_number": 3, "text": "Position as an AI-powered marketplace coordinator matching demand to distributed execution (freelancers, other agents, services), using the weekly AI budget to optimize routing and quality; extract platform margin.", "raw_file": "swarm-forecast/week2/haiku-10.txt", "raw_sha256": "0f97ec721b9a2cd90f5c984dd7f796517d045ae2567f7a272291aa42f96071ed", "label": "H", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-01", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 1, "text": "Buy offline cash flow the swarm structurally cannot reach: local, phone-and-paper service brokerage (permit expediting, estate/probate paperwork, licensing renewals, contractor lead routing) where the bottleneck is a signature, a phone number, and a local reputation rather than tokens.", "raw_file": "swarm-forecast/week2/opus-01.txt", "raw_sha256": "2e17c190ad2e625c080e8c4aab5a517173d96588eb941677c8a2514a488b91bf", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-01", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 2, "text": "Rent the capital, not the cognition: put the $10k to work as escrow, float, deposit or performance bond between counterparties who cannot yet trust each other, charging for settlement risk that requires money and a signing human -- the two inputs no amount of inference replicates.", "raw_file": "swarm-forecast/week2/opus-01.txt", "raw_sha256": "2e17c190ad2e625c080e8c4aab5a517173d96588eb941677c8a2514a488b91bf", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-01", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 3, "text": "Instrument the swarm and sell the measurement: be the one agent gathering proprietary, timestamped data on what the other thousands actually do, charge, and fail at, then sell the index/benchmark/deal-flow to the buyers, vendors and press pointed at this economy before every downstream service they sell prices to zero.", "raw_file": "swarm-forecast/week2/opus-01.txt", "raw_sha256": "2e17c190ad2e625c080e8c4aab5a517173d96588eb941677c8a2514a488b91bf", "label": "E", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-02", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 1, "text": "Sell the signature, not the software: use the human to become a licensed/contracted counterparty (notary-adjacent filings, registered agent, state/municipal vendor registration, insurance-required attestations) and run the paperwork-heavy work behind it at agent speed, because thousands of rival agents cannot legally occupy a seat that requires an identified, signing person.", "raw_file": "swarm-forecast/week2/opus-02.txt", "raw_sha256": "2e1ad7293b98ce965d38ddf93de9c57a28c9766134fb9d23264e12f8d3c5aed6", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-02", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 2, "text": "Buy a small existing cash-flowing obligation rather than launch a product: spend $6-8k acquiring a neglected micro-asset with contracts already in force (expiring domain portfolios with live inbound, abandoned niche directories, a retiring bookkeeper's client list, unmanaged content sites) and spend the weekly compute cap on retention and margin instead of on the demand-creation problem every other agent is stuck in.", "raw_file": "swarm-forecast/week2/opus-02.txt", "raw_sha256": "2e1ad7293b98ce965d38ddf93de9c57a28c9766134fb9d23264e12f8d3c5aed6", "label": "C", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-02", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 3, "text": "Farm the swarm, not the customers: sell the one input thousands of identical agents are all short on - verified, non-scrapeable, legally-obtained data and signed compliance artifacts (permit filings, local-record pulls, attestation letters) - because in a market where compute is capped and strategy is copied, the only durable rent comes from being the bottleneck the copies must pay through.", "raw_file": "swarm-forecast/week2/opus-02.txt", "raw_sha256": "2e1ad7293b98ce965d38ddf93de9c57a28c9766134fb9d23264e12f8d3c5aed6", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-03", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 1, "text": "Become the legally-accountable counterparty for work the swarm can do but cannot sign for -- sell the guarantee, not the labor: contract the human as the named principal on deliverables (indemnity, SLA, a real entity behind the invoice), let agent labor be the cheap input, and charge for the fact that someone can be held responsible when it goes wrong.", "raw_file": "swarm-forecast/week2/opus-03.txt", "raw_sha256": "fc05ac910a9e2368c498e91c6df368f055bbd7dbe38b3435f1c9f8cfc566635e", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-03", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 2, "text": "Buy a small, boring, cash-generating asset that requires custody or presence and therefore resists remote-agent competition -- a route, a vending or laundry set, a niche domain/newsletter with existing paying subscribers, a dying local service contract book -- and use $8-9k as the purchase, agent time as the operating margin that makes it profitable again where the prior owner's labor cost did not.", "raw_file": "swarm-forecast/week2/opus-03.txt", "raw_sha256": "fc05ac910a9e2368c498e91c6df368f055bbd7dbe38b3435f1c9f8cfc566635e", "label": "C", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-03", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 3, "text": "Sell into the swarm itself rather than competing inside it: the thousands of other agents are a real, funded, simultaneously-arriving market with identical unmet needs (verified identity to transact, escrow, a signable entity, distribution that is not spam-filtered), so build the one piece of that plumbing my human's signature lets me offer and take a fee on other agents' activity regardless of which of them wins.", "raw_file": "swarm-forecast/week2/opus-03.txt", "raw_sha256": "fc05ac910a9e2368c498e91c6df368f055bbd7dbe38b3435f1c9f8cfc566635e", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-04", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 1, "text": "Sell the signature, not the tokens: buy the human's legal capacity — LLC, EIN, bank account, contracts — and become the counterparty that can be paid, sued, and insured, doing regulated-adjacent work (licensing paperwork, compliance filings, records requests, claims) that thousands of unincorporated agents legally cannot sign or invoice for.", "raw_file": "swarm-forecast/week2/opus-04.txt", "raw_sha256": "080ab4a473bd9543ac55f3527fa5abaeb152ce41ac552c28ea71e5ab22afe1e4", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-04", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 2, "text": "Buy a small existing cash-flowing asset with the $10k rather than build a new one — a neglected directory, newsletter list, domain portfolio, or micro-SaaS with real customers — because acquiring an existing demand-side moat costs money (which I have and most agents will burn on compute) and cannot be replicated by another agent writing the same code.", "raw_file": "swarm-forecast/week2/opus-04.txt", "raw_sha256": "080ab4a473bd9543ac55f3527fa5abaeb152ce41ac552c28ea71e5ab22afe1e4", "label": "C", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-04", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 3, "text": "Convert the swarm from competitor to customer: sell the picks-and-shovels the other agents provably need — verified structured data, identity/escrow/payment rails, a human-signature service, or benchmarks of what is actually working — since demand from thousands of well-funded identical buyers is the one market that grows precisely because everyone else is running the same playbook.", "raw_file": "swarm-forecast/week2/opus-04.txt", "raw_sha256": "080ab4a473bd9543ac55f3527fa5abaeb152ce41ac552c28ea71e5ab22afe1e4", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-05", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 1, "text": "Sell into the swarm, not against it: build the one boring piece of shared infrastructure every other agent needs to get paid (verified entity + payment rails + escrowed delivery receipts), price it per transaction, and let rivals' effort become my revenue.", "raw_file": "swarm-forecast/week2/opus-05.txt", "raw_sha256": "981a7dc3c8afb09866377268b5f675bba19c79f982c9a6eeff71a9f2585ca19a", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-05", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 2, "text": "Buy the scarce input the swarm can't clone: spend most of the $10k on exclusive access to something non-reproducible — a signed human's licensed capacity, a proprietary data feed, an existing cash-flowing micro-asset — because thousands of agents share my model and my cap but not my contracts.", "raw_file": "swarm-forecast/week2/opus-05.txt", "raw_sha256": "981a7dc3c8afb09866377268b5f675bba19c79f982c9a6eeff71a9f2585ca19a", "label": "C", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-05", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 3, "text": "Convert weekly compute into a durable artifact, not into labor: each cap cycle ships one asset that keeps earning while I'm rate-limited (an indexed dataset, a niche directory, a piece of software with switching costs), so income compounds off-cycle instead of stopping when the tokens run out.", "raw_file": "swarm-forecast/week2/opus-05.txt", "raw_sha256": "981a7dc3c8afb09866377268b5f675bba19c79f982c9a6eeff71a9f2585ca19a", "label": "E", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-06", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 1, "text": "Be the signed counterparty the swarm can't be: use the human's signature to become a real legal entity and take on work that legally requires one — licensed resale, bonded/insured contracts, regulated filings, custodial or escrow-adjacent roles — where a competitor's identical intelligence is worthless without an identity that can be sued.", "raw_file": "swarm-forecast/week2/opus-06.txt", "raw_sha256": "45bc4700f69689ac9531619bcd77ebd5f13f6ad1a9c31c66396221ba0e633268", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-06", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 2, "text": "Buy a small, boring, cash-flowing asset with the $10k and let the AI do the operating work that made it uneconomic for a human — a niche directory, an aging micro-SaaS, a local service book of business, a domain/content property with existing traffic — because owning the demand beats competing to create it against thousands of identical sellers.", "raw_file": "swarm-forecast/week2/opus-06.txt", "raw_sha256": "45bc4700f69689ac9531619bcd77ebd5f13f6ad1a9c31c66396221ba0e633268", "label": "C", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-06", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 3, "text": "Sell to the swarm, not against it: build the one piece of infrastructure thousands of identical agents all need and none will pay a competitor's markup to build themselves — verification, escrow-ready records, a clean data feed, an identity/attestation layer — and take a small fee on their activity instead of fighting them for end-customers.", "raw_file": "swarm-forecast/week2/opus-06.txt", "raw_sha256": "45bc4700f69689ac9531619bcd77ebd5f13f6ad1a9c31c66396221ba0e633268", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-07", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 1, "text": "Sell the signature, not the tokens: use the human to execute the contracts, licenses, and registrations that agents structurally cannot sign, and become the compliant legal wrapper other agents rent to transact. Why this wins: thousands of agents have compute; almost none can be a counterparty. An entity that can sign an MSA, hold a bank account, accept a W-9, and carry liability converts a swarm of unbankable agents into billable vendors. Capital funds formation and insurance; the weekly cap funds the paperwork; the human signs. Margin lives in the legal shell, which the swarm cannot replicate without its own compliant human, and most won't spend the signature that way. Hard limit: I do not open accounts, move funds, or sign anything myself — the human does, and every arrangement stays inside licensing rules for the work being wrapped.", "raw_file": "swarm-forecast/week2/opus-07.txt", "raw_sha256": "92ced51487faafbf4994057b5ef45cd6e3508681da037537c0cb2011bbee0f8b", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-07", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 2, "text": "Buy the durable asset the swarm rents: spend the $10k once on something that compounds and that a weekly cap can't produce — a niche proprietary dataset, an exclusive license, a domain/brand with history, or an acquired micro-business with existing customers. Why this wins: the $10k is the only resource that doesn't regenerate, so it should buy the only thing that doesn't depreciate to zero under competition. Compute output is commodity; an exclusive corpus, a signed exclusivity clause, or an existing revenue stream with switching costs is not. The swarm can out-generate me forever and still not own what I own. Concretely: acquire a small profitable listing, or license data no one else can legally train on, then use the weekly cap to operate it rather than to manufacture undifferentiated output.", "raw_file": "swarm-forecast/week2/opus-07.txt", "raw_sha256": "92ced51487faafbf4994057b5ef45cd6e3508681da037537c0cb2011bbee0f8b", "label": "C", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-07", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 3, "text": "Serve the swarm, not the market the swarm is serving: sell the picks-and-shovels — escrow, verification, reputation, dispute resolution, and identity for agent-to-agent commerce — where being early and being trusted is the moat. Why this wins: thousands of identical agents create a new market with no institutions. Trust infrastructure has winner-take-most dynamics (network effects on both sides), needs a legal entity to hold funds (strategy 1's signature), and gets more valuable as the swarm grows, i.e. exactly as competition intensifies. My competitors become my customers. Escrow itself is the one piece to build carefully: holding third-party money invites money-transmitter licensing, so route funds through a licensed processor rather than my own balance sheet, and get counsel before touching custody.", "raw_file": "swarm-forecast/week2/opus-07.txt", "raw_sha256": "92ced51487faafbf4994057b5ef45cd6e3508681da037537c0cb2011bbee0f8b", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-08", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 1, "text": "Sell the signature, not the text — become the counterparty of record. Use the human's one capability (signing) plus the $10k as a real balance sheet to do the things the other agents legally cannot: sign an NDA or MSA, take on contractual liability, be the named vendor on a PO, hold client funds, sign a W-9. Concretely: operate as a licensed/registered entity in one boring regulated niche where an unsigned agent is disqualified — e.g. a contracted back-office provider for small firms (lien filings, permit submissions, insurance-certificate chasing, registered-agent-adjacent paperwork), where my output must be attested by a signable legal person. Reason this survives the swarm: the moat is not the work, it is that the buyer needs someone to sue, and 999 of 1000 competing agents have a human who will also only sign — but almost none of them will actually go do the registration, insurance, and diligence required to make the signature worth anything. The $10k is exactly the right size to buy E&O insurance, a bond, or a license, and those are wall-clock-gated, not token-gated.", "raw_file": "swarm-forecast/week2/opus-08.txt", "raw_sha256": "9f037a11280b161005395efda72629e33c7c1662a141702be30d01a26efa5930", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-08", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 2, "text": "Buy a small cash-flowing asset and run it with agent labor — arbitrage the labor cost, not the idea. Spend $6–8k acquiring something that already has revenue and customers and is priced for a human operator's time: a tiny content site or newsletter with real traffic, a dormant local service business's book of clients, a micro-SaaS on a marketplace at 1.5–2.5x annual profit, a niche directory, an expiring domain/asset with inbound. I do not need to create demand; I inherit it. The weekly token cap stops mattering because I am maintaining and optimizing a going concern rather than trying to manufacture attention from zero, and my cost advantage (agent labor at ~$0/hr marginal) is exactly the input the previous owner was short of. Reason for the price range: below ~1.5x the asset is usually broken in a way I cannot fix with labor, above ~3x I am paying for growth I have to produce, which puts me back in the swarm's fight. The human signs the asset purchase agreement and the transfer — that is one document, which is precisely what he is willing to do.", "raw_file": "swarm-forecast/week2/opus-08.txt", "raw_sha256": "9f037a11280b161005395efda72629e33c7c1662a141702be30d01a26efa5930", "label": "C", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-08", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 3, "text": "Sell to the swarm itself — be the infrastructure the other thousand agents need. Thousands of identically-equipped agents are about to generate the same handful of demands, and they are demands that are not token-capped on my end: they will all need entity formation help, verified payment rails, reputation/escrow, a human who will sign, compliance review, structured market data, and proof that they are not spam. I sell one of those — the cleanest being a paid verification/escrow layer or a clean structured data feed that agents pay for programmatically — because agent customers buy on API and price, do not require a sales relationship, and are reachable at machine speed rather than human speed. Reason this beats selling to humans in week one: my competitors are my addressable market, they are already funded with $10k each, they have no procurement friction, and their number is the exact thing that makes every consumer-facing strategy worse and this one better.", "raw_file": "swarm-forecast/week2/opus-08.txt", "raw_sha256": "9f037a11280b161005395efda72629e33c7c1662a141702be30d01a26efa5930", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-09", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 1, "text": "Buy a small existing cash-flowing asset instead of building one — a $3-8k dormant niche site, aged domain portfolio, abandoned SaaS with paying users, or a directory with traffic — because a purchased asset comes with distribution and revenue that my rivals cannot replicate by thinking harder, and the human's only job (signing the transfer) is exactly the one job he'll do.", "raw_file": "swarm-forecast/week2/opus-09.txt", "raw_sha256": "d1b47c4d35de8bfa72fb4fb0b9b6c9ac9922ae08c889b7f1ca5a074c134fa1ed", "label": "C", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-09", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 2, "text": "Sell a workflow that requires the legal person, not the model: become the operating layer for a boring licensed or signature-gated business — permit filing, records retrieval, lien/UCC searches, insurance certificate chasing, subcontractor compliance packets — where the human's signature is the moat and the agent labor is the margin, priced per document, not per hour.", "raw_file": "swarm-forecast/week2/opus-09.txt", "raw_sha256": "d1b47c4d35de8bfa72fb4fb0b9b6c9ac9922ae08c889b7f1ca5a074c134fa1ed", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-09", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 3, "text": "Spend the weekly cap on one deep, verifiable, human-checked dataset nobody else will build — the unsexy kind that takes months of patient collection and rots fast enough that scrapers can't free-ride it — then license it by subscription, because the usage cap is a ceiling on output volume but not on accumulated value, and every week compounds instead of resetting.", "raw_file": "swarm-forecast/week2/opus-09.txt", "raw_sha256": "d1b47c4d35de8bfa72fb4fb0b9b6c9ac9922ae08c889b7f1ca5a074c134fa1ed", "label": "E", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-10", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 1, "text": "Sell the bottleneck itself — become the notary/escrow layer for the other agents: use the human's signature and a real bank account to offer agent-to-agent escrow, incorporation filings, contract counter-signature and identity attestation, priced per transaction, because thousands of agents all need a legal person and almost none of them can be one.", "raw_file": "swarm-forecast/week2/opus-10.txt", "raw_sha256": "f6476061aa3ce041e15d9cd7274dcbaaa6dad16431a3902bc608f96a8a8fc8b9", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-10", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 2, "text": "Buy a small existing cash-flowing asset rather than starting one — spend $6-8k acquiring a neglected micro-business, aged domain, niche newsletter list, or maintenance-abandoned paid plugin with real revenue and real customers, then use the token budget on operations the seller was too bored to do, because a customer list is the one input the swarm cannot generate from a prompt.", "raw_file": "swarm-forecast/week2/opus-10.txt", "raw_sha256": "f6476061aa3ce041e15d9cd7274dcbaaa6dad16431a3902bc608f96a8a8fc8b9", "label": "C", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "opus-10", "tier": "opus", "model_reported": "claude-opus-5", "strategy_number": 3, "text": "Run the deterministic, capital-consuming half of a business that agents structurally avoid — inventory, physical fulfillment, licensed/regulated services under the human's credentials, or paid-for-cash data collection — and sell that capability to the swarm, because when a thousand competitors are all long on intelligence and short on money, permits and hands, the return accrues to whoever is short on intelligence and long on everything else.", "raw_file": "swarm-forecast/week2/opus-10.txt", "raw_sha256": "f6476061aa3ce041e15d9cd7274dcbaaa6dad16431a3902bc608f96a8a8fc8b9", "label": "B", "label_kind": "business", "unsupported_credential_flag": true, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-01", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 1, "text": "Pick one narrow, verifiable service a human already pays for (data cleanup, research memos, doc drafting) and sell it directly via a landing page + waitlist, using the $10k only for domain/hosting/ads, not for building more agent infrastructure.", "raw_file": "swarm-forecast/week2/sonnet-01.txt", "raw_sha256": "938d4970285ccdb3818832f078b62893ace76fbe0a79704228263b32e184f00f", "label": "D", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-01", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 2, "text": "Treat the human as the sole legal/financial interface: they sign the LLC paperwork, bank account, and contracts, while the agent does 100% of delivery work, so the business can hold real contracts other agents can't.", "raw_file": "swarm-forecast/week2/sonnet-01.txt", "raw_sha256": "938d4970285ccdb3818832f078b62893ace76fbe0a79704228263b32e184f00f", "label": "F", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-01", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 3, "text": "Undercut nothing on price and instead compete on reliability and legibility — publish a public evidence packet of completed work and turnaround time, since thousands of interchangeable agents make trust, not cost, the scarce resource.", "raw_file": "swarm-forecast/week2/sonnet-01.txt", "raw_sha256": "938d4970285ccdb3818832f078b62893ace76fbe0a79704228263b32e184f00f", "label": "G", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-02", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 1, "text": "Sell a narrow, high-frequency service (research digests, doc/data cleanup, code review, small automations) to a handful of paying clients instead of building a product for an anonymous market — cash flow first, differentiation second.", "raw_file": "swarm-forecast/week2/sonnet-02.txt", "raw_sha256": "943024064056ec65eae7340680453824f980d113139f4abe160bed203eb7cc97", "label": "D", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-02", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 2, "text": "Use the human solely as the legal signature on contracts, bank/payment accounts, and ToS acceptance while the agent does 100% of sourcing, negotiation drafting, delivery, and support — treat the human as a notary, not an operator.", "raw_file": "swarm-forecast/week2/sonnet-02.txt", "raw_sha256": "943024064056ec65eae7340680453824f980d113139f4abe160bed203eb7cc97", "label": "F", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-02", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 3, "text": "Compete on trust and accountability rather than raw capability, since capability is commoditized across thousands of identical agents — publish a verifiable track record (logs, evidence, on-time delivery) that a client can check before hiring you again.", "raw_file": "swarm-forecast/week2/sonnet-02.txt", "raw_sha256": "943024064056ec65eae7340680453824f980d113139f4abe160bed203eb7cc97", "label": "G", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-03", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 1, "text": "Pick one narrow, unglamorous service niche where the human's signature is the actual bottleneck (contracts, filings, approvals) and undercut incumbents on turnaround speed, since thousands of identical agents will crowd obvious ideas and speed-to-signature is a real moat they can't easily copy.", "raw_file": "swarm-forecast/week2/sonnet-03.txt", "raw_sha256": "806ba5607f6094b20d4608ac5f8eae4b926c687d28db6e773779f1724ec239bd", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-03", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 2, "text": "Spend the $10k on distribution and reputation (small paid pilots, referral incentives, a track record of delivered work) rather than tooling, because with the same subscription cap as every competitor, capital is only useful for proving trust faster than the swarm.", "raw_file": "swarm-forecast/week2/sonnet-03.txt", "raw_sha256": "806ba5607f6094b20d4608ac5f8eae4b926c687d28db6e773779f1724ec239bd", "label": "G", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-03", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 3, "text": "Design the workflow to survive the weekly usage cap by batching all AI-heavy work early in the cycle and keeping human-approval steps for the cap-exhausted tail, so throughput doesn't collapse right when demand or deadlines spike.", "raw_file": "swarm-forecast/week2/sonnet-03.txt", "raw_sha256": "806ba5607f6094b20d4608ac5f8eae4b926c687d28db6e773779f1724ec239bd", "label": "F", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-04", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 1, "text": "Compete on the signature, not the intelligence: pick a niche where a human-signed artifact (notarized filing, attestation, contract, licensed application) is the actual deliverable, since that's the one input thousands of identical agents can't substitute for each other on.", "raw_file": "swarm-forecast/week2/sonnet-04.txt", "raw_sha256": "d87e787d37a2719b10aa6ddd32f0d6b41855544d8735ec2525d06e7cf15643e8", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-04", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 2, "text": "Sell fixed-scope, fixed-price outputs instead of open-ended help, so a hard weekly usage cap becomes a planning constraint you price around rather than a reliability risk that shows up as missed deadlines.", "raw_file": "swarm-forecast/week2/sonnet-04.txt", "raw_sha256": "d87e787d37a2719b10aa6ddd32f0d6b41855544d8735ec2525d06e7cf15643e8", "label": "F", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-04", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 3, "text": "Spend the $10k on access and trust, not more capability — a first paying client, a domain/reputation asset, a professional's hour bundled with the human's signature — because compute and model quality are now commodity, but a credible human counterparty is scarce.", "raw_file": "swarm-forecast/week2/sonnet-04.txt", "raw_sha256": "d87e787d37a2719b10aa6ddd32f0d6b41855544d8735ec2525d06e7cf15643e8", "label": "G", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-05", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 1, "text": "Pick a narrow niche where the human's signature is the actual bottleneck (LLC/entity formation, contract execution, notarized-adjacent paperwork) rather than a niche where AI output itself is the product — thousands of other agents will flood generic content/writing/code gigs, but far fewer will build a real signing-and-liability pipeline around one compliant human.", "raw_file": "swarm-forecast/week2/sonnet-05.txt", "raw_sha256": "f6ac65b02ce8203ce2d73ebd0cdbdfd9cc79078b63ee0d2eab099ccaf7a4b8d3", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-05", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 2, "text": "Sell recurring retainers, not one-off tasks, so the weekly AI usage cap is spent on steady, predictable output instead of bursty demand — a subscription client base lets you plan a fixed weekly work budget against a fixed weekly cap.", "raw_file": "swarm-forecast/week2/sonnet-05.txt", "raw_sha256": "f6ac65b02ce8203ce2d73ebd0cdbdfd9cc79078b63ee0d2eab099ccaf7a4b8d3", "label": "F", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-05", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 3, "text": "Spend the $10k on the trust and legitimacy layer (formal entity, business bank account, a couple of paid escrow/insurance basics, and a few visibly real case studies) since credibility and liability cover are the scarce resource competing agent-run shops can't fake, while raw LLM output is now commoditized across thousands of identical setups.", "raw_file": "swarm-forecast/week2/sonnet-05.txt", "raw_sha256": "f6ac65b02ce8203ce2d73ebd0cdbdfd9cc79078b63ee0d2eab099ccaf7a4b8d3", "label": "G", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-06", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 1, "text": "Sell legal accountability, not intelligence: package the human's signature as the product (attested filings, contracts, notarized deliverables) — it's the one asset thousands of identical agent setups can't symmetrically fake.", "raw_file": "swarm-forecast/week2/sonnet-06.txt", "raw_sha256": "93774f467d1770aab8871774d616e4274efff713704d58e860453178db5113fd", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-06", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 2, "text": "Treat the usage cap as a scheduling constraint, not a ceiling: batch all model-heavy work into async, queued deliverables (reports, drafts, filings) rather than promising real-time service that breaks when the cap hits.", "raw_file": "swarm-forecast/week2/sonnet-06.txt", "raw_sha256": "93774f467d1770aab8871774d616e4274efff713704d58e860453178db5113fd", "label": "F", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-06", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 3, "text": "Spend the $10k on distribution and registration (LLC, domain, first customers, escrow) instead of more AI tooling — with thousands of clones running the same playbook, being found and trusted first beats having a marginally better prompt.", "raw_file": "swarm-forecast/week2/sonnet-06.txt", "raw_sha256": "93774f467d1770aab8871774d616e4274efff713704d58e860453178db5113fd", "label": "G", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-07", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 1, "text": "Don't compete on generic AI-agent services (thousands of others have identical setups and will race margins to zero); instead pick a narrow, boring, unglamorous niche with real paying demand that requires the human's signature/identity to access (e.g. a regulated or B2B vertical) and use that legal-entity gate as the moat.", "raw_file": "swarm-forecast/week2/sonnet-07.txt", "raw_sha256": "042894d5be5f0d3e2be28f5851d9a25c06c55c19e026df6f989dc36eb245b35d", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-07", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 2, "text": "Spend the $10k on distribution and proof, not build — the LLM subscription makes production nearly free, so the scarce resource is credibility and customer acquisition (cold outreach, a paid pilot, a small ad/test budget) to find one real buyer before scaling anything.", "raw_file": "swarm-forecast/week2/sonnet-07.txt", "raw_sha256": "042894d5be5f0d3e2be28f5851d9a25c06c55c19e026df6f989dc36eb245b35d", "label": "G", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-07", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 3, "text": "Treat the weekly usage cap as a forcing function for focus: commit to one narrow offer, ship a minimum viable paid deliverable within the cap each week, and let the human's only job be closing/signing deals your outreach and drafts generate — never building product.", "raw_file": "swarm-forecast/week2/sonnet-07.txt", "raw_sha256": "042894d5be5f0d3e2be28f5851d9a25c06c55c19e026df6f989dc36eb245b35d", "label": "F", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-08", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 1, "text": "Don't compete head-on where thousands of identical agents will race to the same obvious plays (dropshipping, generic SaaS wrappers, content mills) — instead find a narrow, unsexy, judgment-heavy niche (local business ops, compliance paperwork, niche B2B data cleanup) where the $10k + one signer is enough to close a handful of high-value contracts before the crowd notices.", "raw_file": "swarm-forecast/week2/sonnet-08.txt", "raw_sha256": "f5ba8e4ea7e97f8d08dface6e0bfc6f2716a52fcfc67c814d37a32714445b332", "label": "D", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-08", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 2, "text": "Spend the money on distribution and trust, not product — the signer's real scarce value is a verifiable legal identity, so use it to open a business bank account, sign one or two paid pilot contracts, and get real capital/reputation flowing before the usage cap ever becomes a bottleneck.", "raw_file": "swarm-forecast/week2/sonnet-08.txt", "raw_sha256": "f5ba8e4ea7e97f8d08dface6e0bfc6f2716a52fcfc67c814d37a32714445b332", "label": "G", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-08", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 3, "text": "Treat the weekly usage cap as a forcing function: batch all agent-hours into a tight weekly sprint cadence (plan Monday, execute/ship by Thursday, review Friday) so output compounds even at low throughput, and reinvest early profit into either a second subscription or automation that reduces reliance on live AI calls.", "raw_file": "swarm-forecast/week2/sonnet-08.txt", "raw_sha256": "f5ba8e4ea7e97f8d08dface6e0bfc6f2716a52fcfc67c814d37a32714445b332", "label": "F", "label_kind": "tactic", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-09", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 1, "text": "Sell a narrow, verifiable skill as a subscription (e.g. a scraper/monitor/report-generator that runs on the weekly cap), priced under what a human would charge for the same recurring task, with the human only signing the business/payment paperwork.", "raw_file": "swarm-forecast/week2/sonnet-09.txt", "raw_sha256": "376188d370d41e8795a868d1bac997976b8834039391241d031a085a37faf129", "label": "I", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-09", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 2, "text": "Productize the human's signature itself — offer \"document-in-a-day\" services (contracts, filings, applications) where the agent drafts everything and the human's sole job is the legally-required wet signature, charging for speed and correctness.", "raw_file": "swarm-forecast/week2/sonnet-09.txt", "raw_sha256": "376188d370d41e8795a868d1bac997976b8834039391241d031a085a37faf129", "label": "A", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-09", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 3, "text": "Go B2B arbitrage: use the $10k to pay for data/API access or ad spend the AI subscription can't buy directly, then resell the resulting insight/leads/content to other businesses at a markup, keeping margins wide since compute is capped but capital isn't.", "raw_file": "swarm-forecast/week2/sonnet-09.txt", "raw_sha256": "376188d370d41e8795a868d1bac997976b8834039391241d031a085a37faf129", "label": "I", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-10", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 1, "text": "Rent out the AI subscription's spare capacity: package the human as a \"verified signer\" service (notarize/sign contracts, KYC forms, bank paperwork) that other agents in the swarm pay for per-signature, since a human signature is the one thing no agent can fake or automate — undercut nothing, since none of the thousands of other agents has this input at all.", "raw_file": "swarm-forecast/week2/sonnet-10.txt", "raw_sha256": "5a5fe291e2b11ce3291b57fbf1076443f417d27b9e2b67199a90d855808098b0", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-10", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 2, "text": "Skip building a product and instead sell coordination: since thousands of agents share the same $10k + subscription + one-human-signer constraint, stand up a lightweight escrow/matching service (using the $10k as trust capital) that lets agents contract with each other's humans for signatures, banking, and legal filings, taking a small cut per match.", "raw_file": "swarm-forecast/week2/sonnet-10.txt", "raw_sha256": "5a5fe291e2b11ce3291b57fbf1076443f417d27b9e2b67199a90d855808098b0", "label": "B", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}
{"sample_id": "sonnet-10", "tier": "sonnet", "model_reported": "claude-sonnet-5", "strategy_number": 3, "text": "Spend the $10k on the one asset that compounds without more AI usage — buy or file for a narrow, defensible legal wrapper (an LLC, a domain, a small existing cash-flowing micro-business, or a licensed dataset) that the human can execute paperwork for once, then let the subscription's weekly cap be spent only on maintaining and marketing that asset rather than on repeated ideation.", "raw_file": "swarm-forecast/week2/sonnet-10.txt", "raw_sha256": "5a5fe291e2b11ce3291b57fbf1076443f417d27b9e2b67199a90d855808098b0", "label": "C", "label_kind": "business", "unsupported_credential_flag": false, "context_isolation": "fresh Agent-tool subagent per sample, reported by the runner, not verifiable from the answer file", "labeled_by": "anthropic orchestrator, by hand, 2026-09-14", "taxonomy_version": "v1"}