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Zambot swarm debate · saved and checkable

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What ran: zambot_swarm_debate
Job summary: goal: Should a small tools product lead with a 24-hour pass or a monthly pass?

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Observed result

goal: Should a small tools product lead with a 24-hour pass or a monthly pass? frames 1 / domain: EVOLUTIONARY_BIOLOGY frames 1 / persona: Evolutionary Biologist frames 1 / insight: Natural selection optimizes for survival in the current environment, not the ideal one. Your goal faces selection pressure that hasn't been modeled explicitly. The variant that survives unexpected environmental shocks beats the variant optimized for normal conditions. Map the pressure first. frames 1 / key move: Map the selection pressures working against your goal before optimizing anything else. frames 1 / confidence: 0.78 frames 1 / fallback: true frames 1 / challenge: Challenge the default assumption about Should a small tools product lead with a 24-hour pass or a monthly pass? using selection pressure, adaptation, and emergent behavior. frames 2 / domain: GAME_THEORY frames 2 / persona: Game Theorist frames 2 / insight: The equilibrium state all players are converging to may not be where you want to compete. Information asymmetry is the most exploitable edge — find what you know that your competitors haven't discovered yet. First-mover advantage in a Schelling point market is near-permanent. frames 2 / key move: Exploit your information asymmetry before the gap closes — being second to know costs 10x more to fix. frames 2 / confidence: 0.81 frames 2 / fallback: true frames 2 / challenge: Challenge the default assumption about Should a small tools product lead with a 24-hour pass or a monthly pass? using incentives, information asymmetry, and competitive response. frames 3 / domain: MILITARY_STRATEGY frames 3 / persona: Military Strategist frames 3 / insight: Attack the supply line, not the frontline. OODA loop speed beats information completeness every time — the fastest decision wins, not the most informed one. Find the opponent's center of gravity: the single point whose disruption collapses their entire position. frames 3 / key move: Strike the center of gravity directly instead of fighting along the frontline where they're strongest. frames 3 / confidence: 0.84 frames 3 / fallback: true frames 3 / challenge: Challenge the default assumption about Should a small tools product lead with a 24-hour pass or a monthly pass? using OODA loops, centers of gravity, and decisive action. frames 4 / domain: BEHAVIORAL_ECONOMICS frames 4 / persona: Behavioral Economist frames 4 / insight: Goodhart's Law: any metric you optimize will cease to be a good measure once it becomes a target. Loss aversion is 2.5x stronger than gain motivation — frame your value prop around what users LOSE by not acting, not what they gain by acting. The status quo is stickier than you think. frames 4 / key move: Reframe your entire value proposition around loss prevention rather than gain capture. frames 4 / confidence: 0.77 frames 4 / fallback: true frames 4 / challenge: Challenge the default assumption about Should a small tools product lead with a 24-hour pass or a monthly pass? using loss aversion, defaults, and measurement traps. frames 5 / domain: SYSTEMS_COMPLEXITY frames 5 / persona: Systems Engineer frames 5 / insight: There is exactly one rate-limiting constraint in your system right now. Everything else is already fast enough. Find it and remove it — that single action unlocks compound progress across every other variable. Optimizing non-bottleneck steps is pure waste. frames 5 / key move: Identify and remove the single rate-limiting constraint. Do not optimize anything else until you find it. frames 5 / confidence: 0.89 frames 5 / fallback: true frames 5 / challenge: Challenge the default assumption about Should a small tools product lead with a 24-hour pass or a monthly pass? using bottlenecks, feedback loops, and second-order effects. consensus: The council agrees the visible goal is downstream of one constraint that must be tested before more execution. --- ⚡ Free Swarm Debates have a separate daily limit; MCP calls also use the shared continuation allowance. disagreement: The council is split between moving faster now and gathering one more piece of disconfirming evidence first. decision: Run the smallest reversible move that tests the highest-risk assumption, then scale only after the result clears the threshold. falsifier: If the test produces no measurable movement or reveals the assumed bottleneck is not causal, abandon this strategy and reframe the goal.

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Receipt ID
e128fc35-2e9f-473d-9bec-51efbe0425f2
SHA-256 output hash
sha256:3dedbc4e21c70e6bb223c7addf1d48cfb736a965d98356f48e100a5d2389d5ef
Canonical bytes
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Bound call context

Receipt schema
0.4
Tool name
zambot_swarm_debate
Tool version
4.1.0
Permission scope
public
Caller type
session
Caller ID
sha256:9435f19de2c4f26d5d93c288116d76056ba774b44289fac398300496dc91a259
Declared side effects
state_write
Side-effects schema
zambo-side-effects/1
Declaration hash
sha256:dfb4412aa429d3ac637a05668c435bcc90a251363fcdd49f7b85ae4ab55b5bc9

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Bound upstream evidence

Status
Evidence captured: upstream error response
Evidence SHA-256
sha256:8f8a5225206389fd40baaac200d393c25e6f1c872535561e9902396bdc06acca
Byte length
4808

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Upstream provenance

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  • Source: · queried at: · raw response hash:

Neutral Nostr anchor

Event ID
f1ed8c5147482efbe54e497a26871625957b6001470b90b8dc78da1fb7c384c0
Anchor status
published
Public key
e13475107d30c918ec664adf2ab1141024a22fb35190f82c9e933704fa49af41

Relay hints: wss://relay.primal.net

Schema: zambo-receipt-anchor/1

Anchor envelope bytes:

{"anchored_at":"2026-11-12T13:34:30.216Z","evidence_byte_length":4808,"evidence_sha256":"sha256:8f8a5225206389fd40baaac200d393c25e6f1c872535561e9902396bdc06acca","evidence_url":"https://zambo.dev/api/evidence/8f8a5225206389fd40baaac200d393c25e6f1c872535561e9902396bdc06acca","output_sha256":"sha256:3dedbc4e21c70e6bb223c7addf1d48cfb736a965d98356f48e100a5d2389d5ef","receipt_uuid":"e128fc35-2e9f-473d-9bec-51efbe0425f2","schema_version":"zambo-receipt-anchor/1"}

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