Public work receipt · checkable record
Zambot swarm debate · saved and checkable
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What ran: zambot_swarm_debate
Job summary: goal: MCP debate: 24-hour pass vs monthly pass for a small tools product?
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Observed result
goal: MCP debate: 24-hour pass vs monthly pass for a small tools product? 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 MCP debate: 24-hour pass vs monthly pass for a small tools product? 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 MCP debate: 24-hour pass vs monthly pass for a small tools product? 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 MCP debate: 24-hour pass vs monthly pass for a small tools product? 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 MCP debate: 24-hour pass vs monthly pass for a small tools product? 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 MCP debate: 24-hour pass vs monthly pass for a small tools product? 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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Committed provenance claim
EXECUTED BY ZAMBO
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- Receipt ID
acbad963-9048-4336-b9f7-c9f0bf1c3392- SHA-256 output hash
sha256:29e665a63159f975a88022d109799c4c2078f2f34a29d5dbedba3c9b68e43050- Canonical bytes
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- Timestamp
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
sha256:5b870bfc6bbced8279fc859dd92e0d0605a22cc2d6a0ba94631f204a1f25a462- Declared side effects
state_write- Side-effects schema
zambo-side-effects/1- Declaration hash
sha256:dfb4412aa429d3ac637a05668c435bcc90a251363fcdd49f7b85ae4ab55b5bc9
This records what the server-side tool contract declared at call time. It does not independently verify that a downstream side effect happened.
Bound upstream evidence
- Status
- Evidence captured: upstream error response
- Evidence SHA-256
sha256:cdcbaac8edf8176f7502063481f8992e74513dcf2cc7934712cd9de55b9070b8- Byte length
- 4778
Upstream provenance
This receipt is independently auditable against the named upstream source. This is not a mathematical correctness claim.
-
Source:
· queried at:
· raw response hash:
Neutral Nostr anchor
- Event ID
0ce77df90de0780017620fb7b42312cc65b389cbe696d7f3ca5252472efa0bee- Anchor status
- published
- Public key
e13475107d30c918ec664adf2ab1141024a22fb35190f82c9e933704fa49af41
Relay hints: wss://relay.primal.net
Schema: zambo-receipt-anchor/1
Anchor envelope bytes:
{"anchored_at":"2026-11-12T15:31:28.510Z","evidence_byte_length":4778,"evidence_sha256":"sha256:cdcbaac8edf8176f7502063481f8992e74513dcf2cc7934712cd9de55b9070b8","evidence_url":"https://zambo.dev/api/evidence/cdcbaac8edf8176f7502063481f8992e74513dcf2cc7934712cd9de55b9070b8","output_sha256":"sha256:29e665a63159f975a88022d109799c4c2078f2f34a29d5dbedba3c9b68e43050","receipt_uuid":"acbad963-9048-4336-b9f7-c9f0bf1c3392","schema_version":"zambo-receipt-anchor/1"}
Anchor status "published": Published to all configured relay targets.
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