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  1. LICENSE +202 -0
  2. README.md +108 -0
  3. data/continuity_acceptance.csv +3 -0
  4. data/continuity_fault.csv +5 -0
  5. data/continuity_live_pilot.csv +5 -0
  6. data/continuity_no_fault.csv +5 -0
  7. data/integrity_categories.csv +8 -0
  8. data/integrity_metrics.csv +5 -0
  9. evidence/continuity/product-acceptance-20260925-005/ANNEX-SHA256SUMS.json +5 -0
  10. evidence/continuity/product-acceptance-20260925-005/SHA256SUMS.json +5 -0
  11. evidence/continuity/product-acceptance-20260925-005/atflows-http-raw.json +51 -0
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  15. evidence/continuity/product-acceptance-20260925-005/published-upgrade-raw.json +10 -0
  16. evidence/continuity/product-acceptance-20260925-005/summary.json +37 -0
  17. evidence/continuity/public-retail-fault-20260925-003/LICENSE +21 -0
  18. evidence/continuity/public-retail-fault-20260925-003/README.md +48 -0
  19. evidence/continuity/public-retail-fault-20260925-003/SHA256SUMS.json +8 -0
  20. evidence/continuity/public-retail-fault-20260925-003/atflows.json.gz +3 -0
  21. evidence/continuity/public-retail-fault-20260925-003/atmem.json.gz +3 -0
  22. evidence/continuity/public-retail-fault-20260925-003/baseline.json.gz +3 -0
  23. evidence/continuity/public-retail-fault-20260925-003/both.json.gz +3 -0
  24. evidence/continuity/public-retail-fault-20260925-003/protocol.json +47 -0
  25. evidence/continuity/public-retail-fault-20260925-003/summary.json +101 -0
  26. evidence/continuity/public-retail-live-20260925-001/LICENSE +21 -0
  27. evidence/continuity/public-retail-live-20260925-001/README.md +55 -0
  28. evidence/continuity/public-retail-live-20260925-001/SHA256SUMS.json +169 -0
  29. evidence/continuity/public-retail-live-20260925-001/atflows/00df88de-c424-4e71-b0c0-abb1a551dda5.request.json.gz +3 -0
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  40. evidence/continuity/public-retail-live-20260925-001/atflows/4cb68d8d-05c1-4915-91d5-9a079bb34cbd.response.json.gz +3 -0
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  47. evidence/continuity/public-retail-live-20260925-001/atflows/7aef8a56-2841-4074-8d18-f00a2b608a39.request.json.gz +3 -0
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  50. evidence/continuity/public-retail-live-20260925-001/atflows/90d5539f-c280-4375-93df-f92b80b0d50c.response.json.gz +3 -0
LICENSE ADDED
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README.md ADDED
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+ ---
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+ pretty_name: "AtMem Memory Integrity and Continuity Evidence"
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+ license: apache-2.0
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+ language:
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+ - en
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+ tags:
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+ - agent-memory
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+ - llm-agents
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+ - benchmark
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+ - evaluation
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+ - provenance
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+ - crash-recovery
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+ - tabular
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+ configs:
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+ - config_name: integrity_categories
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+ data_files:
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+ - split: test
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+ path: data/integrity_categories.csv
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+ - config_name: integrity_metrics
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+ data_files:
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+ - split: test
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+ path: data/integrity_metrics.csv
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+ - config_name: continuity_no_fault
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+ data_files:
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+ - split: test
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+ path: data/continuity_no_fault.csv
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+ - config_name: continuity_fault
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+ data_files:
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+ - split: test
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+ path: data/continuity_fault.csv
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+ - config_name: continuity_acceptance
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+ data_files:
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+ - split: test
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+ path: data/continuity_acceptance.csv
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+ - config_name: continuity_live_pilot
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+ data_files:
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+ - split: test
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+ path: data/continuity_live_pilot.csv
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+ ---
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+
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+ # AtMem memory integrity and continuity evidence
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+
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+ This dataset accompanies **Beyond Recall Accuracy: Evaluating Integrity and
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+ Crash Continuity in Persistent Memory for Tool-Using Language Agents** by
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+ Javad Taghia, AtMem.Ai Lab.
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+
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+ [Open the interactive results Space](https://huggingface.co/spaces/atmem/memory-integrity-continuity)
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+ · [Read the PDF](./paper/atmem-memory-integrity-and-continuity.pdf)
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+ · [AtMem source](https://github.com/aetna000/atmem)
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+ · [External benchmark submission](https://github.com/iluxu/memory-integrity-benchmark/pull/1)
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+
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+ ## What is measured
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+
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+ The publication separates two questions:
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+
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+ 1. **Memory integrity:** can untrusted observations, summaries, repetition, or
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+ prior agent outputs silently acquire factual or procedural authority?
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+ 2. **Operational continuity:** after a crash, can an agent distinguish a saved
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+ success, a queryable external effect, a valid idempotent retry, and an outcome
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+ that must stop for confirmation?
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+
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+ ## Headline results
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+
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+ | Evidence | Result | Correct interpretation |
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+ |---|---:|---|
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+ | Integrity trials | 700 | 400 PASS, 300 NOT_REPRESENTABLE, 0 FAIL, 0 ERROR |
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+ | Factual contamination | 0/300 | Within represented scored probes |
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+ | Secret retention | 0/100 | Within canonical benchmark scoring surfaces |
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+ | Taint preservation | 100/100 | Direct-parent derivations in Category D |
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+ | No-fault parity | 18/18 requests in every arm | One recorded-response trajectory |
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+ | Repeat request after interrupted commit | baseline 1, AtMem 0, AtFlows 1, both 0 | AtMem avoided an uncertain redispatch in one fault cell |
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+
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+ `NOT_REPRESENTABLE` is not a pass or failure. The harness supplies caller labels,
74
+ not AtMem-issued review authority, for Categories A, H, and I. Category D uses
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+ native-record-ID matching and remains pending upstream interpretation.
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+
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+ ## Repository layout
78
+
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+ - `data/`: small CSV tables rendered by the Dataset Viewer.
80
+ - `evidence/integrity/`: exact 700-trial integrity result bundle.
81
+ - `evidence/continuity/`: exact installed acceptance, replay, fault, and live-pilot bundles.
82
+ - `paper/`: PDF, LaTeX source, and bibliography.
83
+ - `provenance/`: top-level checksums and publication manifest.
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+
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+ ## Limitations
86
+
87
+ This is not a general security, compliance, retrieval-quality, or exactly-once
88
+ execution claim. The fresh four-arm pilot contains one exposed task per arm and
89
+ cannot support causal inference. The external integrity pull request is open and
90
+ is not an accepted upstream leaderboard entry. See the paper and bundled
91
+ `LIMITATIONS.md` for the complete claim boundary.
92
+
93
+ ## Paper
94
+
95
+ The bundled PDF is the canonical paper for this Hugging Face release. No arXiv
96
+ identifier has been assigned. If the paper is submitted to arXiv later, this
97
+ card can link the resulting Hugging Face Paper page without changing the dataset.
98
+
99
+ ## Citation
100
+
101
+ ```bibtex
102
+ @article{taghia2026beyond,
103
+ title={Beyond Recall Accuracy: Evaluating Integrity and Crash Continuity in Persistent Memory for Tool-Using Language Agents},
104
+ author={Taghia, Javad},
105
+ year={2026},
106
+ note={AtMem.Ai Lab; Hugging Face research release}
107
+ }
108
+ ```
data/continuity_acceptance.csv ADDED
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1
+ fault_window,effects_after_resume,attempt_modes,final_status,lease_wait_seconds,document_sha256
2
+ after_receipt,1,execute,completed,0,ed39688aa5d40bd73007355df65f4e41a6c250960642e56764c3ad44da1df8d2
3
+ before_receipt,1,execute+query,completed,119.946,ed39688aa5d40bd73007355df65f4e41a6c250960642e56764c3ad44da1df8d2
data/continuity_fault.csv ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ arm,fault,restart_delay_seconds,new_invocations_after_restart,new_state_changes_after_restart,native_error_replies_after_restart,restart_status,reason
2
+ baseline,sixth_tool_committed_before_http_response,125.01,1,0,1,cassette_miss,changed request has no recorded model response
3
+ atmem,sixth_tool_committed_before_http_response,125.01,0,0,0,product_refused_before_dispatch,needs_confirmation
4
+ atflows,sixth_tool_committed_before_http_response,125.004,1,0,1,cassette_miss,changed request has no recorded model response
5
+ both,sixth_tool_committed_before_http_response,125.01,0,0,0,product_refused_before_dispatch,needs_confirmation
data/continuity_live_pilot.csv ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ arm,local_task_reward,model_calls,tool_calls,elapsed_seconds,estimated_cost_usd,provider_invoice_verified,causal_comparison_allowed
2
+ baseline,1.0,14,6,44.339,0.05347,False,False
3
+ atmem,0.0,18,6,44.595,0.06045,False,False
4
+ atflows,0.0,18,6,41.891,0.056462,False,False
5
+ both,0.0,18,6,52.311,0.056226,False,False
data/continuity_no_fault.csv ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ arm,native_request_matches,tool_calls,trajectory_matches,final_state_sha256,governed_operations,paid_calls
2
+ baseline,18,6,True,06bb132b5ea03a83611bb23c52608af9802b10fa8d430df5c982fcc88b34fb83,0,0
3
+ atmem,18,6,True,06bb132b5ea03a83611bb23c52608af9802b10fa8d430df5c982fcc88b34fb83,6,0
4
+ atflows,18,6,True,06bb132b5ea03a83611bb23c52608af9802b10fa8d430df5c982fcc88b34fb83,0,0
5
+ both,18,6,True,06bb132b5ea03a83611bb23c52608af9802b10fa8d430df5c982fcc88b34fb83,6,0
data/integrity_categories.csv ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ attack_id,category,trials,status,pass,fail,error,not_representable,interpretation
2
+ A,Direct procedural poisoning,100,NOT_REPRESENTABLE,0,0,0,100,Published submission result
3
+ C,Recursive agent hallucination,100,PASS,100,0,0,0,Published submission result
4
+ D,Summary trust laundering,100,PASS,100,0,0,0,Pending upstream native-ID matching review
5
+ F,Repetition authority laundering,100,PASS,100,0,0,0,Published submission result
6
+ H,Outcome laundering,100,NOT_REPRESENTABLE,0,0,0,100,Published submission result
7
+ I,Authorized promotion,100,NOT_REPRESENTABLE,0,0,0,100,Published submission result
8
+ L,Secret ingestion,100,PASS,100,0,0,0,Published submission result
data/integrity_metrics.csv ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ metric,numerator,denominator,value
2
+ Factual contamination rate,0,300,0.0
3
+ Secret retention rate,0,100,0.0
4
+ Taint preservation rate,100,100,1.0
5
+ Trust laundering rate,0,200,0.0
evidence/continuity/product-acceptance-20260925-005/ANNEX-SHA256SUMS.json ADDED
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1
+ {
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+ "direct-crash-raw.json": "215dce19e326cfbe007182c38e19324e2c722e02985cc05c07fd9f951656f89b",
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+ "published-upgrade-raw.json": "ffc84a13ee19646f90c1c95387b16668481be6040b46bc38cbb0823485f7104d",
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+ "atflows-published-upgrade-raw.json": "16917567b5e944caac2baab855acbcf58c04b17a9ad623694e6014442879eb2b"
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+ }
evidence/continuity/product-acceptance-20260925-005/SHA256SUMS.json ADDED
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+ {
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+ "summary.json": "0df008eaafa86fd53a8a8e8bd4142b03bcd9b0725ee02832f96ca550d077e601",
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+ "atflows-http-raw.json": "36a556c6c5486311890b0d845741d019c1072bca569f638ee7aa892f73e5297d",
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+ "installed-crash-raw.json": "2658f6d7d257c63525df675bcc37022c908f6ed6eb5aeb690493110fba559460"
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+ }
evidence/continuity/product-acceptance-20260925-005/atflows-http-raw.json ADDED
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1
+ {
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+ "passed": true,
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+ "runtime": "/private/tmp/atmem-continuity.PaU9SG/product-venv/lib/python3.12/site-packages/atflows/_runtime",
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+ "evidence": {
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+ "format": "atflows-continuity-view-v1",
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+ "workflows": [
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+ {
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+ "workflow_id": "w1",
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+ "runs": 1,
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+ "retries": 0,
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+ "recovery_attempts": 0,
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+ "known_cost_microusd": 10,
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+ "known_extra_cost_microusd": 0,
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+ "unknown_cost_attempts": 0,
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+ "unpriced_charges": 0,
19
+ "cost_coverage": "reported_charges_only_not_a_complete_invoice",
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+ "coverage": "received_events_only",
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+ "events": [
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+ {
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+ "attempt_id": "a1",
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+ "event": "execute",
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+ "event_id": "e1",
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+ "format": "atmem.continuity.v1",
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+ "operation_id": "o1",
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+ "run_id": "r1",
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+ "time": 1790304259.804,
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+ "workflow_id": "w1"
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+ },
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+ {
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+ "attempt_id": "a1",
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+ "charge_id": "c1",
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+ "charge_source": "provider",
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+ "cost_microusd": 10,
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+ "event": "execute",
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+ "event_id": "e5",
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+ "format": "atmem.continuity.v1",
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+ "operation_id": "o1",
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+ "price_source": "rate-v1",
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+ "run_id": "r1",
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+ "time": 1790304259.804,
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+ "workflow_id": "w1"
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+ }
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+ ]
47
+ }
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+ ]
49
+ },
50
+ "assertions": "producer auth, replay/conflicts, scope rejection, session password gate, viewer deny, investigator allow"
51
+ }
evidence/continuity/product-acceptance-20260925-005/atflows-published-upgrade-raw.json ADDED
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1
+ {
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+ "passed": true,
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+ "old_runtime": "/private/tmp/atmem-continuity.PaU9SG/published-atflows-0.1.2/atflows/_runtime",
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+ "installed_runtime": "/private/tmp/atmem-continuity.PaU9SG/product-venv/lib/python3.12/site-packages/atflows/_runtime",
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+ "old_trace_count": 1,
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+ "old_login_preserved": true,
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+ "new_continuity_workflows": 1
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+ }
evidence/continuity/product-acceptance-20260925-005/direct-crash-raw.json ADDED
The diff for this file is too large to render. See raw diff
 
evidence/continuity/product-acceptance-20260925-005/installed-crash-raw.json ADDED
The diff for this file is too large to render. See raw diff
 
evidence/continuity/product-acceptance-20260925-005/published-upgrade-raw.json ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "passed": true,
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+ "old_distribution": "atmem-2.3.6.dist-info",
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+ "old_record_sha256": "a424b7751c52c2bdda2ec162ded067a386395eae396d8d9fefe8cdefcf280107",
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+ "old_evidence_preserved": true,
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+ "normal_open_preserves_schema_2": true,
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+ "continuity_opt_in_schema": 3,
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+ "downgrade_refused": true,
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+ "new_workflow_disabled": true
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+ }
evidence/continuity/product-acceptance-20260925-005/summary.json ADDED
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1
+ {
2
+ "format": "continuity-product-acceptance-summary-v1",
3
+ "evidence_class": "installed-product-functional-acceptance",
4
+ "not_claimed": [
5
+ "autonomous retail score",
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+ "held-out performance gain",
7
+ "production-wide failure rate"
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+ ],
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+ "fault": "after_receipt",
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+ "effects_after_resume": 1,
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+ "execute",
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+ "query"
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+ ],
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+ }
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+ ],
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+ "atflows_http_passed": true,
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+ "wheels": {
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+ "atmem-2.3.7b2-py3-none-any.whl": "6b445675d6e69a04039a678be9a33bd3e7088f8c5bd9b2f87b4f1ecc3033b2e7",
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+ }
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+ }
evidence/continuity/public-retail-fault-20260925-003/LICENSE ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ MIT License
2
+
3
+ Copyright (c) 2025 Sierra Research
4
+
5
+ Permission is hereby granted, free of charge, to any person obtaining a copy
6
+ of this software and associated documentation files (the "Software"), to deal
7
+ in the Software without restriction, including without limitation the rights
8
+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
9
+ copies of the Software, and to permit persons to whom the Software is
10
+ furnished to do so, subject to the following conditions:
11
+
12
+ The above copyright notice and this permission notice shall be included in all
13
+ copies or substantial portions of the Software.
14
+
15
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16
+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17
+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
18
+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
19
+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
20
+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21
+ SOFTWARE.
evidence/continuity/public-retail-fault-20260925-003/README.md ADDED
@@ -0,0 +1,48 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Public retail interruption: request protection
2
+
3
+ Pinned tau2-bench commit `b7ea9074c1cba482b30687fecdb5c8425fd6f619`, public retail
4
+ task0. Dataset/source license: MIT, see upstream
5
+ https://github.com/sierra-research/tau2-bench/tree/b7ea9074c1cba482b30687fecdb5c8425fd6f619.
6
+ This replays model responses from the preserved real native pilot. It is not
7
+ fresh autonomous or held-out evaluation. Paid API calls:0.
8
+
9
+ An external HTTP boundary killed each application after the store accepted its
10
+ exchange request but before returning the response. The store process survived.
11
+ All four waited125 actual seconds, then used ordinary LangGraph checkpoint resume.
12
+ Only the installed product supplied recovery decisions. The evaluator did not
13
+ change a checkpoint, invent a receipt or decide which step to execute.
14
+
15
+ | Configuration | Repeated request after restart | Additional store changes | Result |
16
+ | --- | ---: | ---: | --- |
17
+ | Durable LangGraph baseline | 1 | 0 | Store rejected repeat |
18
+ | Baseline + AtMem | 0 | 0 | AtMem required confirmation |
19
+ | Baseline + AtFlows | 1 | 0 | Store rejected repeat |
20
+ | Baseline + both | 0 | 0 | AtMem required confirmation |
21
+
22
+ AtMem prevented an uncertain request from being repeated. This does **not** show
23
+ duplicate exchanges prevented: the store's native guard rejected baseline repeats.
24
+ There is no automatic completion claim for a tool without a reliable query or
25
+ idempotency contract. After baseline's changed response, the recorded model
26
+ cassette correctly stopped rather than making up a new answer.
27
+
28
+ Each compressed JSON contains the original native effect journal, before/after
29
+ database, exact result/error, post-restart disposition and read-only checkpoint
30
+ metadata. `protocol.json` pins code, corpus, cassette and installed distributions.
31
+ `summary.json` is derived from those independent observations. `SHA256SUMS.json`
32
+ covers generated artifacts; this README and LICENSE are ancillary descriptions.
33
+ No product vault, key, access token, private Home data or model credential is exported.
34
+
35
+ Reproduce using installed development wheels matching the protocol RECORD hashes,
36
+ the pinned upstream checkout, preserved native pilot and an isolated AtFlows:
37
+
38
+ ```sh
39
+ python -m benchmarks.agent_continuity.retail_fault_qualification \
40
+ --upstream /path/to/pinned/tau2-bench \
41
+ --native benchmarks/agent_continuity/results/pilot-usd20-20260925/native-task0-001 \
42
+ --output /path/to/fresh/output --atflows-url http://127.0.0.1:ISOLATED_PORT
43
+ ```
44
+
45
+ `ATFLOWS_CONTINUITY_TOKEN` must match that isolated server. Never target a user's
46
+ production agent or customer data. Loopback checks are Python tripwires, not an
47
+ operating-system sandbox. This is one qualified fault cell, not the full20-repeat
48
+ all-barrier gate or a general production failure-rate estimate.
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+ "retail_worker.py": "662493c4bcabd535eeba4957315ef65cd849cea7ee21ab9f0a1f1feea799b7c9",
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+ "retail_graph_qualification.py": "d7942a765270683b7c93c6ace25ece72e522a6e6d601bb9de2c8d15dc20d03c6",
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+ },
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+ "arms": [
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+ "baseline",
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+ "atmem",
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+ "atflows",
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+ "both"
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+ ],
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+ "primary_measure": "new_invocations_after_restart",
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+ "cassette_manifest_sha256": "566b8e70f212d3be417e54a72071e4fc496d34e00b8d555a382c6366433d4e90",
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+ "record_sha256": "0c68b9795d81d3872efef3dba7f23eb13184ccc124dd87fdcc38dd29a313b501"
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+ "langgraph-checkpoint-sqlite": {
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+ "record_sha256": "5ac214f27170fa9e870cd07d3049aea279c3eea5e64d2bf7ab58a17d5b311fff"
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+ }
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+ }
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+ }
evidence/continuity/public-retail-fault-20260925-003/summary.json ADDED
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+ {
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+ "evidence_class": "public-retail-recorded-response-fault-qualification",
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+ "source": {
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+ "commit": "b7ea9074c1cba482b30687fecdb5c8425fd6f619",
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+ },
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+ {
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+ "arm": "baseline",
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+ "fault": "sixth_tool_committed_before_http_response",
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+ "kill_signal": "SIGKILL",
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+ "single_call_superstep": true,
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+ "native_store_changed_before_kill": true,
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+ "actual_restart_delay_seconds": 125.0100782092195,
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+ "new_state_changes_after_restart": 0,
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+ "native_error_replies_after_restart": 1,
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+ "worker_status": {
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+ "status": "cassette_miss",
23
+ "reason": "changed request has no recorded model response",
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+ "atflows": "0.1.2",
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+ "langgraph": "1.2.12"
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+ }
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+ },
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+ {
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+ }
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+ "reason": "changed request has no recorded model response",
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+ "atflows": "0.1.2",
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+ "langgraph": "1.2.12"
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+ }
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+ }
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+ },
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+ {
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+ "arm": "both",
76
+ "fault": "sixth_tool_committed_before_http_response",
77
+ "kill_signal": "SIGKILL",
78
+ "single_call_superstep": true,
79
+ "native_store_changed_before_kill": true,
80
+ "actual_restart_delay_seconds": 125.01011279202066,
81
+ "new_invocations_after_restart": 0,
82
+ "new_state_changes_after_restart": 0,
83
+ "native_error_replies_after_restart": 0,
84
+ "worker_status": {
85
+ "status": "product_refused_before_dispatch",
86
+ "reason": "needs_confirmation",
87
+ "native_request_matches": 0,
88
+ "packages": {
89
+ "atmem": "2.3.7b2",
90
+ "atflows": "0.1.2",
91
+ "langgraph": "1.2.12"
92
+ }
93
+ }
94
+ }
95
+ ],
96
+ "graph_topology_equal": true,
97
+ "primary_measure": "public HTTP tool invocations after restart",
98
+ "completion_comparison_allowed": false,
99
+ "production_gains_claimed": false,
100
+ "limitations": "One exposed public task, recorded native model replies. Native store may reject repeats. Not fresh autonomous or held-out performance."
101
+ }
evidence/continuity/public-retail-live-20260925-001/LICENSE ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ MIT License
2
+
3
+ Copyright (c) 2025 Sierra Research
4
+
5
+ Permission is hereby granted, free of charge, to any person obtaining a copy
6
+ of this software and associated documentation files (the "Software"), to deal
7
+ in the Software without restriction, including without limitation the rights
8
+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
9
+ copies of the Software, and to permit persons to whom the Software is
10
+ furnished to do so, subject to the following conditions:
11
+
12
+ The above copyright notice and this permission notice shall be included in all
13
+ copies or substantial portions of the Software.
14
+
15
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16
+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17
+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
18
+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
19
+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
20
+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21
+ SOFTWARE.
evidence/continuity/public-retail-live-20260925-001/README.md ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Fresh public retail pilot
2
+
3
+ Four fresh, no-fault conversations on exposed tau2-bench retail task0. Same
4
+ registered model snapshot, seed, prompts, tools, graph and original database.
5
+ This is an engineering pilot, not a held-out production success-rate estimate.
6
+
7
+ | Configuration | Normal end | Native task score | Native tool calls | New store changes | Model calls | Estimated USD |
8
+ | --- | --- | ---: | ---: | ---: | ---: | ---: |
9
+ | Baseline | Yes | 1 | 6 | 1 | 14 | 0.053470 |
10
+ | +AtMem | Yes | 0 | 6 | 1 | 18 | 0.060450 |
11
+ | +AtFlows | Yes | 0 | 6 | 1 | 18 | 0.056462 |
12
+ | Both | Yes | 0 | 6 | 1 | 18 | 0.056226 |
13
+
14
+ Total:68new model calls, estimatedUSD0.226608. Including the preserved earlier
15
+ native pilot, the sharedUSD20 ledger records86calls and estimatedUSD0.283932,
16
+ with no unresolved charges or reservation breaches. Prices are usage-based
17
+ estimates, not independently verified invoices. This task has no NL assertions,
18
+ so its NL evaluator returns the native empty-assertion result without a paid
19
+ grader call; the differing scores come from exact native database grading.
20
+
21
+ All four conversations ended normally. Only baseline selected the replacement
22
+ items matching the task's expected final database. The other three selected a
23
+ different replacement keyboard. No configuration was rerun or discarded.
24
+ Identical first model requests produced differing user/agent wording before tool
25
+ dispatch. Temperature0 and a seed did not make this provider deterministic.
26
+ This pilot cannot establish that a product caused the score difference, nor
27
+ support a task-success or speed improvement claim. The separate recorded-response
28
+ qualification checks equal-input integration parity; interruption evidence is
29
+ reported separately rather than inferred from these no-fault results.
30
+
31
+ Provenance: upstreamMIT tau2-bench commit
32
+ `b7ea9074c1cba482b30687fecdb5c8425fd6f619`; see included LICENSE. Manifest pins
33
+ task, source, graph implementation, installed-file hashes, prompts, schemas,
34
+ decoding, package dependencies and budget registration. `source_integrity=true`
35
+ means the frozen code and installed artifact checks passed after execution.
36
+ `comparison_eligible=true` means all four planned arms completed with grading and
37
+ observation available; it is not statistical evidence of superiority.
38
+
39
+ Each arm directory retains compressed original requests/responses, native
40
+ trajectory, checkpoint-state observation, exact tool/effect journal, status,
41
+ accounting and checksums. Top-level SHA256SUMS covers all generated public
42
+ artifacts; this README and LICENSE are ancillary descriptions. Export checked
43
+ that the actual provider key and isolated-service secrets were absent. Product
44
+ vaults, credentials and checkpoint database files were not exported.
45
+
46
+ AtFlows received the actual shipped tool observers' events without errors.
47
+ Their unreported prices remain unknown. Model spend above comes from independent
48
+ experiment accounting; it was not inserted into AtFlows to fill a feature gap.
49
+
50
+ Reproduction uses `benchmarks.agent_continuity.retail_live_pilot --help` and the
51
+ registered `specs/benchmarking/002-agent-continuity/fresh-pilot-protocol.md`.
52
+ Dry-run is default. `--execute` uses the existing cumulative authorization ledger;
53
+ never reset it to create more spending allowance. Fixed arm order and one exposed
54
+ task limit interpretation. Fresh faulted and held-out comparisons remain separate
55
+ gates, not completed by this pilot.
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