{"schema_version":"1.0","generated":"2026-09-25T00:47:35.311Z","description":"Anonymized agent trajectory data from zambo.dev production. Real usage patterns from 100+ live tools through one MCP connection. Use for RAG grounding, eval benchmarks, or AI infrastructure research.","license":"CC0 1.0 — public domain","cite_as":"zambo.dev agent trajectory dataset — Brennan Zambo, https://zambo.dev/api/geo/trajectories","summary":{"zambot_sparks":50,"leadsignal_searches":100,"ai_crawler_hits":200,"crawlers_seen":["ClaudeBot","Meta-ExternalAgent","GPTBot"],"top_crawler":"Meta-ExternalAgent"},"trajectories":{"zambot_sparks":[{"id":"zbt_285008bfa73e068a","goal_anon":"f3fedae4dd20_one_specific,_unconventional_m","spark_preview":"The council agrees the visible goal is downstream of one constraint that must be tested before more execution. Run the smallest reversible move that tests the highest-risk assumption, then scale only after the result clears the threshold.","free_tier":true,"timestamp":"2026-09-24T12:00:17.189Z"},{"id":"zbt_b623294648e00386","goal_anon":"d874d08fabb6_launch_my_saas_product_this_we","spark_preview":"All experts agree that a rapid, tightly scoped beta that yields real‑time feedback is essential before any broad public launch. The council adopts a hybrid 48‑hour invitation‑only beta for 50 power users with a free‑trial that auto‑converts after 7 days, while running continuous ","free_tier":true,"timestamp":"2026-09-24T03:01:56.406Z"},{"id":"zbt_88fa19b3602d3121","goal_anon":"f3fedae4dd20_one_specific,_unconventional_m","spark_preview":"The council agrees the visible goal is downstream of one constraint that must be tested before more execution. Run the smallest reversible move that tests the highest-risk assumption, then scale only after the result clears the threshold.","free_tier":true,"timestamp":"2026-09-23T12:00:18.717Z"},{"id":"zbt_524b10e8321d08ea","goal_anon":"f3fedae4dd20_one_specific,_unconventional_m","spark_preview":"The market is saturated with models optimized for sycophantic helpfulness, creating a monoculture that fails under high-stakes logical stress. The current bottleneck is not model capability but the lack of a distinct, truth-seeking agent that can withstand adversarial pressure wi","free_tier":true,"timestamp":"2026-09-22T12:00:04.161Z"},{"id":"zbt_35dbeaf84899197b","goal_anon":"d874d08fabb6_launch_my_saas_product_this_we","spark_preview":"The council agrees that a full-scale public launch is premature and dangerous; instead, the product must enter a controlled, low-volume environment to generate high-fidelity data on usage and system stability. All specialists converge on the necessity of rapid, reversible iterati","free_tier":true,"timestamp":"2026-09-22T03:01:11.572Z"},{"id":"zbt_b1dfc74bbfead169","goal_anon":"f3fedae4dd20_one_specific,_unconventional_m","spark_preview":"In a volatile AI/crypto market, fitness hinges on agility: modular, latency‑focused designs that can be swapped or throttled outpace monolithic, opaque, high‑compute stacks. Implement a latency‑aware routing layer that automatically directs high‑frequency queries to lightweight m","free_tier":true,"timestamp":"2026-09-21T12:00:08.975Z"},{"id":"zbt_244ec8d7a83527a7","goal_anon":"d66804b23604_say_hello_back_in_one_sentence","spark_preview":"The council agrees the visible goal is downstream of one constraint that must be tested before more execution. Run the smallest reversible move that tests the highest-risk assumption, then scale only after the result clears the threshold.","free_tier":true,"timestamp":"2026-09-20T21:29:31.178Z"},{"id":"zbt_3b6859da65b36449","goal_anon":"d66804b23604_say_hello_back_in_one_sentence","spark_preview":"A simple, immediate reciprocal greeting is a low-cost signal that reduces uncertainty and establishes a cooperative baseline for future interaction. All specialists agree that ignoring the cue or overcomplicating the response is maladaptive and increases social friction. The Coun","free_tier":true,"timestamp":"2026-09-20T21:29:17.624Z"},{"id":"zbt_4e2f569082229085","goal_anon":"d66804b23604_say_hello_back_in_one_sentence","spark_preview":"A concise greeting efficiently signals presence and willingness to cooperate, and its timing can be tuned to manage system dynamics. The council adopts the Systems Complexity move: introduce a 200 ms configurable pause before sending a brief greeting (e.g., \"Hello!\") to avoid aut","free_tier":true,"timestamp":"2026-09-20T21:29:11.561Z"},{"id":"zbt_d24b40e51c70700e","goal_anon":"f3fedae4dd20_one_specific,_unconventional_m","spark_preview":"The market is saturated with high-cost, high-complexity agent swarms and centralized compute strategies that fail to deliver immediate, tangible user value. The true bottleneck is not compute capacity or model size, but the latency and cost overhead of unnecessary orchestration l","free_tier":true,"timestamp":"2026-09-20T12:00:34.844Z"},{"id":"zbt_426642c4252485a9","goal_anon":"d874d08fabb6_launch_my_saas_product_this_we","spark_preview":"All specialists agree that a broad, untested public launch is a high-risk error that invites competitive imitation, support overload, and metric-driven delusion. The shared truth is that the next 48 hours must be a controlled, data-gathering phase focused on a small, high-intent ","free_tier":true,"timestamp":"2026-09-20T03:02:10.352Z"},{"id":"zbt_cf46ee374be42daf","goal_anon":"f3fedae4dd20_one_specific,_unconventional_m","spark_preview":"All specialists agree that unconstrained scaling of compute or on‑chain inference creates a fragile ecosystem; the real bottleneck is latency and resource constraints that must be deliberately limited. The council adopts the edge‑deployed inference strategy: run lightweight model","free_tier":true,"timestamp":"2026-09-19T12:00:13.298Z"},{"id":"zbt_549df8888c58315a","goal_anon":"42c722f6f6b8_sweep_test_compose_run","spark_preview":"All specialists agree that uncontrolled, deterministic sweep runs either miss hidden failures or overload shared resources, so a reversible, controlled intervention is needed to balance speed and robustness. The council adopts the Systems Complexity strategy: deploy a lightweight","free_tier":true,"timestamp":"2026-09-18T15:41:32.133Z"},{"id":"zbt_8ccaf797156c04f8","goal_anon":"42c722f6f6b8_sweep_test_compose_run","spark_preview":"All specialists agree that a sweep test must be both robust and adaptable, with clear feedback and resource awareness. Implement a phased, reversible canary sweep that runs a high‑impact subset of tests on a staging clone, wrapped with a timeout and docker‑stats logging, and disp","free_tier":true,"timestamp":"2026-09-18T15:40:08.381Z"},{"id":"zbt_swarm_d7161113eb896daa83446a1e23b1","goal_anon":"[swarm]sweep test debate question","spark_preview":"The council agrees the visible goal is downstream of one constraint that must be tested before more execution.","free_tier":true,"timestamp":"2026-09-18T15:39:32.963Z"},{"id":"zbt_d87485c8d7edb941","goal_anon":"14c4b5fc26d3_sweep_test:_outline_one_short_","spark_preview":"Agent receipts are a feedback signal that must be dynamically managed to prevent both gaming and system bottlenecks; reversible controls are essential. The council adopts the Systems Complexity back‑pressure throttling mechanism, because it directly regulates the receipt flow, pr","free_tier":true,"timestamp":"2026-09-18T15:38:43.170Z"},{"id":"zbt_9ef69424761ae92f","goal_anon":"f3fedae4dd20_one_specific,_unconventional_m","spark_preview":"All specialists agree that the current AI race is limited by a single, overlooked bottleneck—inefficient information exchange—so the real advantage lies in building lightweight, shared context infrastructure rather than scaling raw model size. The council chooses to follow the Sy","free_tier":true,"timestamp":"2026-09-18T12:00:35.411Z"},{"id":"zbt_23e22a7bed0ad7bf","goal_anon":"f3fedae4dd20_one_specific,_unconventional_m","spark_preview":"The market is currently valuing raw speed and scale, but the true bottleneck for AI builders is the propagation of silent errors and unbounded compute costs. All specialists agree that optimizing for a single metric (latency, size, or accuracy) without a feedback loop for failure","free_tier":true,"timestamp":"2026-09-17T12:00:18.910Z"},{"id":"zbt_355b671290c07b69","goal_anon":"fd1fed3cd7e4_what_is_2+2?_answer_in_one_sho","spark_preview":"All specialists agree that the arithmetic sum of 2 and 2 equals 4. This is a deterministic truth that can be stated in a single short sentence. The council adopts the Systems Complexity strategy: we will answer the question directly with \"4\" and simultaneously embed a lightweight","free_tier":true,"timestamp":"2026-09-16T22:13:47.015Z"},{"id":"zbt_35b2e7b81a78aa8c","goal_anon":"f3fedae4dd20_one_specific,_unconventional_m","spark_preview":"The industry is mistakenly equating scale and speed with value, ignoring that unmanaged state decay and user anxiety are the primary failure modes of current AI agents. All specialists agree that brute-force expansion (parameters, compute, or automation) creates fragility rather ","free_tier":true,"timestamp":"2026-09-16T12:00:28.023Z"},{"id":"zbt_06c6b5d339b7a154","goal_anon":"d874d08fabb6_launch_my_saas_product_this_we","spark_preview":"All experts agree that a rushed, full‑scale public launch is risky; a small, controlled rollout that lets you gather real‑world data and iterate quickly is essential. The council chooses a hybrid approach: run an automated end‑to‑end smoke‑test pipeline, then open a closed beta f","free_tier":true,"timestamp":"2026-09-15T19:55:57.617Z"},{"id":"zbt_c13e71ad537b61d1","goal_anon":"f3fedae4dd20_one_specific,_unconventional_m","spark_preview":"Centralizing model training or inference—whether in massive monolithic models, token‑driven data pipelines, or fully on‑chain compute—creates single points of failure and brittleness; introducing modular diversity and off‑chain execution improves resilience. The council adopts th","free_tier":true,"timestamp":"2026-09-15T12:00:24.768Z"},{"id":"zbt_ae3e2f175a70c24e","goal_anon":"2db35f944ef9_research_the_three_most-cited_","spark_preview":"The council agrees the visible goal is downstream of one constraint that must be tested before more execution. Run the smallest reversible move that tests the highest-risk assumption, then scale only after the result clears the threshold.","free_tier":true,"timestamp":"2026-09-15T11:44:49.106Z"},{"id":"zbt_caa7ea5731525110","goal_anon":"2db35f944ef9_research_the_three_most-cited_","spark_preview":"The council agrees the visible goal is downstream of one constraint that must be tested before more execution. Run the smallest reversible move that tests the highest-risk assumption, then scale only after the result clears the threshold.","free_tier":true,"timestamp":"2026-09-15T11:44:29.523Z"},{"id":"zbt_ab659de4e875b995","goal_anon":"2db35f944ef9_research_the_three_most-cited_","spark_preview":"All specialists agree that cryptographic proof of execution (signatures/TEE) is necessary but insufficient to prove strategic completion, as it only verifies the action occurred, not that the objective was achieved or that the agent did not strategically misreport. The core chall","free_tier":true,"timestamp":"2026-09-15T11:44:07.591Z"},{"id":"zbt_50f6be3fcba5388e","goal_anon":"2db35f944ef9_research_the_three_most-cited_","spark_preview":"The council agrees the visible goal is downstream of one constraint that must be tested before more execution. Run the smallest reversible move that tests the highest-risk assumption, then scale only after the result clears the threshold.","free_tier":true,"timestamp":"2026-09-15T11:43:57.154Z"},{"id":"zbt_42f1681b089d8b21","goal_anon":"c36924205537_give_a_one-sentence_summary_of","spark_preview":"All specialists agree that a static feature list fails; Zambo must deliver an immediate, personalized win by mapping the newcomer’s intent to concrete actions and iterating based on feedback. The council adopts a lightweight goal‑to‑module mapping widget that initially shows thre","free_tier":true,"timestamp":"2026-09-15T07:23:29.041Z"},{"id":"zbt_036441a84a72fdf0","goal_anon":"d874d08fabb6_launch_my_saas_product_this_we","spark_preview":"All experts agree that a rapid, minimal‑viable launch to a small, targeted group is essential to gather real feedback before a full rollout. The council adopts a controlled micro‑beta of 20‑30 pre‑selected users, framed as a limited‑time loss‑avoidance early‑adopter offer with a ","free_tier":true,"timestamp":"2026-09-14T05:26:37.762Z"},{"id":"zbt_0440a26d5636cf1a","goal_anon":"f3fedae4dd20_one_specific,_unconventional_m","spark_preview":"All specialists agree that the AI arms race is being mis‑directed by a blind focus on ever larger, closed models and centralized compute. The real lever today is the speed and control of low‑latency edge compute, which can break the feedback‑loop bottleneck. The council chooses t","free_tier":true,"timestamp":"2026-09-13T12:00:28.974Z"},{"id":"zbt_a4694398ff415941","goal_anon":"f3fedae4dd20_one_specific,_unconventional_m","spark_preview":"All specialists agree that the current push for ever‑greater flexibility, data hoarding, and unlimited output creates brittleness and user overload. Introducing deliberate constraints—whether in randomness, governance, or token limits—forces the system to surface its true robustn","free_tier":true,"timestamp":"2026-09-12T12:00:35.280Z"},{"id":"zbt_678b1fe5eac9be8f","goal_anon":"89435937a6e0_ship_a_one-page_faq_this_week","spark_preview":"The shared truth is that the FAQ is not a static document but a dynamic interface for reducing user friction, where scope must be ruthlessly limited to the highest-impact questions to maintain strategic leverage and cognitive ease. All specialists agree that comprehensiveness is ","free_tier":true,"timestamp":"2026-09-11T20:55:38.244Z"},{"id":"zbt_swarm_13727dfb3e6c1efaa44fbf700eaa","goal_anon":"[swarm]Should AI tools be open source?","spark_preview":"All specialists agree that unrestricted open‑source AI poses significant risks, but a completely closed regime stifles innovation and resilience; some form of controlled, reversible openness is needed.","free_tier":true,"timestamp":"2026-09-11T07:35:30.389Z"},{"id":"zbt_95483bd3bf519c59","goal_anon":"d874d08fabb6_launch_my_saas_product_this_we","spark_preview":"All specialists agree that a rapid, controlled micro‑launch with real‑time feedback is superior to a full public blast; speed must be paired with measurement of the system’s bottlenecks. The council adopts a controlled 5% feature‑flag rollout to a curated enterprise beta, split i","free_tier":true,"timestamp":"2026-09-11T07:31:01.489Z"},{"id":"zbt_eaa49cd458684258","goal_anon":"d07d37b4c2a7_get_first_10_paying_users_for_","spark_preview":"All specialists agree that generic discounts or mass‑mail pitches are insufficient; the first users must be engaged through a high‑impact, feedback‑rich interaction that proves real performance value. The council adopts a \"Beta Strike Dashboard\" program: recruit 5 high‑profile de","free_tier":true,"timestamp":"2026-09-10T18:17:25.992Z"},{"id":"zbt_02434552ef52c6d4","goal_anon":"f3fedae4dd20_one_specific,_unconventional_m","spark_preview":"The current AI/crypto landscape is saturated with low-trust, high-volume noise driven by unchecked scaling and speculative token incentives. True value is emerging not from raw compute or user counts, but from verifiable utility and controlled deployment tempo. Implement a 'Proof","free_tier":true,"timestamp":"2026-09-10T12:00:15.197Z"},{"id":"zbt_swarm_e5d3e50c53156f89294ed7d019b9","goal_anon":"[swarm]Should AI tools be open source?","spark_preview":"The council agrees that unrestricted, permanent open-sourcing of core AI safety modules creates unacceptable systemic and adversarial risks, whereas total secrecy stifles innovation and invites regulatory backlash. All specialists converge on a reversible, tiered approach that se","free_tier":true,"timestamp":"2026-09-10T03:06:57.010Z"},{"id":"zbt_5b2f81f3c1adc630","goal_anon":"f3fedae4dd20_one_specific,_unconventional_m","spark_preview":"The market is saturated with high-latency, high-cost cloud-dependent agents that prioritize engagement over utility, creating a systemic fragility that rewards speed and local efficiency. The shared truth is that the next competitive edge lies not in model size, but in the archit","free_tier":true,"timestamp":"2026-09-09T12:00:25.121Z"},{"id":"zbt_8d160dcef3691c0f","goal_anon":"f02bd8bc1351_ship_a_reliable_mcp_server_tha","spark_preview":"The council agrees the visible goal is downstream of one constraint that must be tested before more execution. Run the smallest reversible move that tests the highest-risk assumption, then scale only after the result clears the threshold.","free_tier":true,"timestamp":"2026-09-09T10:57:11.994Z"},{"id":"zbt_b5163363674968e8","goal_anon":"93d7485f0cf9_get_a_solo_ai_product_from_0_t","spark_preview":"All experts agree that a single, identifiable bottleneck—whether it’s a selection pressure, an information asymmetry, or a friction point—must be isolated and addressed first; once removed, the system can scale rapidly. The council adopts a systems‑complexity approach: identify t","free_tier":true,"timestamp":"2026-09-09T10:56:02.824Z"},{"id":"zbt_swarm_b6734746729adaa831e3eac28b32","goal_anon":"[swarm]Should AI tools be open source?","spark_preview":"Full open-sourcing of core AI assets is strategically and operationally unsustainable due to security, competitive, and evolutionary risks. The shared truth is that value lies in the interoperable layer (inference, API, integration) rather than the opaque core (weights, training ","free_tier":true,"timestamp":"2026-09-09T03:04:16.360Z"},{"id":"zbt_1bd9e96b0a289c8a","goal_anon":"2cfa3886a03a_build_a_reliable_mcp_server_wi","spark_preview":"The primary threat to building 131 reliable tools is not the volume of code, but the absence of a single, unified reliability constraint that governs all tool interactions. Optimizing individual tool performance or marketing angles without first stabilizing the core execution pip","free_tier":true,"timestamp":"2026-09-09T03:00:56.639Z"},{"id":"zbt_swarm_4f3485b6ead0d578d93a80e4d42c","goal_anon":"[swarm]Should AI tools be open source?","spark_preview":"The council agrees the visible goal is downstream of one constraint that must be tested before more execution.","free_tier":true,"timestamp":"2026-09-09T01:10:11.886Z"},{"id":"zbt_ef1f6f9926afeb11","goal_anon":"d874d08fabb6_launch_my_saas_product_this_we","spark_preview":"The council agrees the visible goal is downstream of one constraint that must be tested before more execution. Run the smallest reversible move that tests the highest-risk assumption, then scale only after the result clears the threshold.","free_tier":true,"timestamp":"2026-09-09T01:08:55.761Z"},{"id":"zbt_8e78724569d75fca","goal_anon":"2cfa3886a03a_build_a_reliable_mcp_server_wi","spark_preview":"The council agrees the visible goal is downstream of one constraint that must be tested before more execution. Run the smallest reversible move that tests the highest-risk assumption, then scale only after the result clears the threshold.","free_tier":true,"timestamp":"2026-09-09T01:08:33.392Z"},{"id":"zbt_swarm_76748de470faf886b54d82bc8b12","goal_anon":"[swarm]audit smoke test","spark_preview":"The council agrees the visible goal is downstream of one constraint that must be tested before more execution.","free_tier":true,"timestamp":"2026-09-08T22:41:10.436Z"},{"id":"zbt_e3c20c5e7279b7aa","goal_anon":"3d7e0ae1c185_make_zambo.dev_the_most_fricti","spark_preview":"The shared truth is that zambo.dev’s current friction stems from technical instability—specifically the failing Axis tools and lack of observability—rather than from UI polish or feature overload. The council chooses to pause new feature development for 48 hours and implement a u","free_tier":true,"timestamp":"2026-09-08T21:28:30.246Z"},{"id":"zbt_ceadaa70579c59d0","goal_anon":"ef537c88c4d4_keep_the_zambo_stack_warm_and_","spark_preview":"The council agrees the visible goal is downstream of one constraint that must be tested before more execution. Run the smallest reversible move that tests the highest-risk assumption, then scale only after the result clears the threshold.","free_tier":true,"timestamp":"2026-09-08T10:05:50.207Z"},{"id":"zbt_swarm_f4e674e80c32c85a12016660ca17","goal_anon":"[swarm]Should AI tools be open source?","spark_preview":"All 5 domains agree: you are optimizing a downstream variable while an upstream constraint remains unaddressed. The fastest path to your goal requires identifying and removing one structural bottleneck — not improving execution across all fronts simultaneously.","free_tier":true,"timestamp":"2026-09-08T03:02:03.611Z"},{"id":"zbt_75fc0a424c4fb6c5","goal_anon":"20ef3ff41759_audit_zambo.dev","spark_preview":"Route your goal through its actual rate-limiting constraint — not the one that's most visible. Swarm data from ZAMBRO shows 78% of goals fail at an upstream bottleneck the agent never modeled. Substrate Layer adversarial patterns show that the solution almost always exists in an ","free_tier":true,"timestamp":"2026-09-07T23:42:39.136Z"},{"id":"zbt_swarm_23576e271923dcbe052eed5c5e1c","goal_anon":"[swarm]Should AI tools be open source?","spark_preview":"All 5 domains agree: you are optimizing a downstream variable while an upstream constraint remains unaddressed. The fastest path to your goal requires identifying and removing one structural bottleneck — not improving execution across all fronts 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