Paperclip Quality engineering · Runner acceptance

Full-stack acceptance campaign

Runner Full-Stack E2E

A browser-verified matrix of runner profiles, execution environments, and deterministic task contracts. Declared PNG screenshots and sanitized structured evidence are retained with every published campaign; additional diagnostic evidence remains in the access-controlled workflow artifact.

3/3Passed
0Failed
5m 56sTest time
Runner E2E campaign status summary
536,518Input tokens
5,181Output tokens
466,325Cached tokens
$0.000000LLM reported subtotal
$0.0208Daytona list estimate
4m 1sAgent execution time
4m 40sDaytona lease time
4/7Runs provider-priced

Model spend is the provider-reported subtotal; unpriced or unavailable runs are excluded, never counted as free. Daytona runtime is a public-list-price estimate from captured lease time and pinned resources, before credits, discounts, storage allowance, or invoice adjustments. Local execution has no external runtime meter.

Test suite

Core Runner Compatibility

Major provider, runtime generation, and execution-environment compatibility.

Pass rate100.0%1/1 passed
Tokens12,791184 input · 22 output
Cost$0.002339reported LLM + runtime estimate
Agent time33s31s lease
Execution1/10 retries · cleanup passed
Configuration matrix7 profiles · 2 environments · 1 selected
Agent profileIsolated locallocal · localDaytona sandboxdaytona · remote
Legacy Codexlegacycodex · gpt-5.6-sol
Isolated locallocal · local
Basic response not selected
core-compatibility.legacy-codex.local.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.legacy-codex.local.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.legacy-codex.local.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Daytona sandboxdaytona · remote
Basic response not selected
core-compatibility.legacy-codex.daytona.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.legacy-codex.daytona.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.legacy-codex.daytona.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Legacy Claudelegacyclaude · claude-sonnet-4-6
Isolated locallocal · local
Basic response not selected
core-compatibility.legacy-claude.local.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.legacy-claude.local.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.legacy-claude.local.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Daytona sandboxdaytona · remote
Basic response not selected
core-compatibility.legacy-claude.daytona.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.legacy-claude.daytona.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.legacy-claude.daytona.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Legacy OpenCodelegacyopencode · openrouter/deepseek/deepseek-v4-flash-0731
Isolated locallocal · local
Basic response not selected
core-compatibility.legacy-opencode.local.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.legacy-opencode.local.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.legacy-opencode.local.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Daytona sandboxdaytona · remote
Basic response not selected
core-compatibility.legacy-opencode.daytona.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.legacy-opencode.daytona.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.legacy-opencode.daytona.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Runner Codexnativecodex · gpt-5.6-sol
Isolated locallocal · local
Basic response not selected
core-compatibility.runner-codex.local.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.runner-codex.local.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.runner-codex.local.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Daytona sandboxdaytona · remote
Basic response not selected
core-compatibility.runner-codex.daytona.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.runner-codex.daytona.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.runner-codex.daytona.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Runner OpenCodenativeopencode · openrouter/deepseek/deepseek-v4-flash-0731
Isolated locallocal · local
Basic response not selected
core-compatibility.runner-opencode.local.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.runner-opencode.local.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.runner-opencode.local.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Daytona sandboxdaytona · remote
Basic response not selected
core-compatibility.runner-opencode.daytona.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.runner-opencode.daytona.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.runner-opencode.daytona.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Runner ACPX Claudenativeacpx · claude-sonnet-5
Isolated locallocal · local
Basic response not selected
core-compatibility.runner-acpx-claude.local.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.runner-acpx-claude.local.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.runner-acpx-claude.local.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Daytona sandboxdaytona · remote
Basic response not selected
core-compatibility.runner-acpx-claude.daytona.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.runner-acpx-claude.daytona.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.runner-acpx-claude.daytona.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Runner ACPX Codexnativeacpx · gpt-5.6-sol
Isolated locallocal · local
Basic response not selected
core-compatibility.runner-acpx-codex.local.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.runner-acpx-codex.local.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.runner-acpx-codex.local.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Daytona sandboxdaytona · remote
Basic response passed
Tokens184 in · 22 out12,585 cached · 1/1 runs covered
LLM spend$0.0000001/1 runs provider-priced
Execution$0.002339 est.33s agent · 31s lease
core-compatibility.runner-acpx-codex.daytona.message-marker
Matchers and test context
Attempt
1
Duration
54s
Agent runtime
33s
Environment lease
31s
Runtime
native
Provider
acpx
Model
gpt-5.6-sol
Issue
RUN-1

All invariants passed

ResultMatcherExpectationDetail
Pass message_exact {"kind":"message_exact","expected":"PAPERCLIP_E2E_OK_be3c5e024bc7-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_OK_be3c5e024bc7-1","count":1} matched
Pass issue_status {"kind":"issue_status","expected":"done"} matched
Pass run_status {"kind":"run_status","expected":"succeeded"} matched
Pass runtime_mode {"kind":"runtime_mode","expected":"native"} matched
Pass environment {"kind":"environment","expected":"daytona"} matched
Usage and billing metadata
{
  "billing": {
    "llm": {
      "runCount": 1,
      "runsWithTokenUsage": 1,
      "runsWithReportedCost": 1,
      "inputTokens": 184,
      "outputTokens": 22,
      "cachedInputTokens": 12585,
      "totalTokens": 12791,
      "reportedCostUsd": 0,
      "costStatus": "reported"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 32820,
      "leaseDurationMs": 31487,
      "leaseCount": 1,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.0023394840999999998,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.0023394840999999998,
    "observedAndEstimatedCostUsd": 0.0023394840999999998,
    "complete": true
  },
  "rawUsage": {
    "model": "gpt-5.6-sol",
    "biller": "openai",
    "costUsd": 0,
    "provider": "openai",
    "costStatus": "reported",
    "billingType": "unknown",
    "inputTokens": 184,
    "usageSource": "per_run",
    "freshSession": true,
    "outputTokens": 22,
    "sessionReused": false,
    "rawInputTokens": 184,
    "sessionRotated": false,
    "configFreshness": {
      "session": {
        "reset": true,
        "categories": [
          "adapter",
          "adapterConfig",
          "agentRuntimeConfig",
          "instructions",
          "issueOverrides",
          "workspaceConfig",
          "environment",
          "envBindings",
          "secrets",
          "runtimeSkills"
        ],
        "resetReasons": [],
        "nextFingerprint": "v1:sha256:0c0d85626f2ad273eedb50dfcb5e081d3c59989d3288f716cd56a7d98a1841e7",
        "changedCategories": [],
        "taskSessionReused": false,
        "fingerprintVersion": 1,
        "taskSessionAvailable": false,
        "storedFingerprintPresent": false
      },
      "version": 1,
      "workspace": {
        "action": "create",
        "reasons": [],
        "categories": [
          "mode",
          "projectWorkspace",
          "strategy",
          "repo",
          "lifecycleCommands",
          "runtimeServices",
          "environment",
          "realization"
        ],
        "reuseRequested": false,
        "nextFingerprint": "v1:sha256:caaa1bab8a9f520989ced5290bdb3f5efdb154d6ab02ff3db02cc588c98118e8",
        "workspaceReused": false,
        "activeWorkspaceId": null,
        "changedCategories": [],
        "storedFingerprint": null,
        "fingerprintVersion": 1,
        "inferredFingerprint": null,
        "previousWorkspaceId": null,
        "configSnapshotRefreshed": false,
        "storedFingerprintPresent": false
      }
    },
    "rawOutputTokens": 22,
    "cachedInputTokens": 12585,
    "taskSessionReused": false,
    "persistedSessionId": "01a08d05-5eaa-7b31-95f3-1dc2d06276b6",
    "cacheAdjustedCostUsd": 0,
    "rawCachedInputTokens": 12585,
    "sessionRotationReason": null
  }
}
Plan, revise, accept, implement not selected
core-compatibility.runner-acpx-codex.daytona.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.runner-acpx-codex.daytona.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Test suite

Local Session Integrity

Structured interaction and continuation qualification for every supported local profile.

Configuration matrix7 profiles · 1 environments · 0 selected
Agent profileIsolated locallocal · local
Legacy Codexlegacycodex · gpt-5.6-sol
Isolated locallocal · local
Structured question, answer, resume not selected
local-session-integrity.legacy-codex.local.structured-question-resume
Matchers and test context

Not selected

No matcher result was recorded.

Structured question, server restart, answer, resume not selected
local-session-integrity.legacy-codex.local.structured-question-restart-resume
Matchers and test context

Not selected

No matcher result was recorded.

Legacy Claudelegacyclaude · claude-sonnet-4-6
Isolated locallocal · local
Structured question, answer, resume not selected
local-session-integrity.legacy-claude.local.structured-question-resume
Matchers and test context

Not selected

No matcher result was recorded.

Structured question, server restart, answer, resume not selected
local-session-integrity.legacy-claude.local.structured-question-restart-resume
Matchers and test context

Not selected

No matcher result was recorded.

Legacy OpenCodelegacyopencode · openrouter/deepseek/deepseek-v4-flash-0731
Isolated locallocal · local
Structured question, answer, resume not selected
local-session-integrity.legacy-opencode.local.structured-question-resume
Matchers and test context

Not selected

No matcher result was recorded.

Structured question, server restart, answer, resume not selected
local-session-integrity.legacy-opencode.local.structured-question-restart-resume
Matchers and test context

Not selected

No matcher result was recorded.

Runner Codexnativecodex · gpt-5.6-sol
Isolated locallocal · local
Structured question, answer, resume not selected
local-session-integrity.runner-codex.local.structured-question-resume
Matchers and test context

Not selected

No matcher result was recorded.

Structured question, server restart, answer, resume not selected
local-session-integrity.runner-codex.local.structured-question-restart-resume
Matchers and test context

Not selected

No matcher result was recorded.

Runner OpenCodenativeopencode · openrouter/deepseek/deepseek-v4-flash-0731
Isolated locallocal · local
Structured question, answer, resume not selected
local-session-integrity.runner-opencode.local.structured-question-resume
Matchers and test context

Not selected

No matcher result was recorded.

Structured question, server restart, answer, resume not selected
local-session-integrity.runner-opencode.local.structured-question-restart-resume
Matchers and test context

Not selected

No matcher result was recorded.

Runner ACPX Claudenativeacpx · claude-sonnet-5
Isolated locallocal · local
Structured question, answer, resume not selected
local-session-integrity.runner-acpx-claude.local.structured-question-resume
Matchers and test context

Not selected

No matcher result was recorded.

Structured question, server restart, answer, resume not selected
local-session-integrity.runner-acpx-claude.local.structured-question-restart-resume
Matchers and test context

Not selected

No matcher result was recorded.

Runner ACPX Codexnativeacpx · gpt-5.6-sol
Isolated locallocal · local
Structured question, answer, resume not selected
local-session-integrity.runner-acpx-codex.local.structured-question-resume
Matchers and test context

Not selected

No matcher result was recorded.

Structured question, server restart, answer, resume not selected
local-session-integrity.runner-acpx-codex.local.structured-question-restart-resume
Matchers and test context

Not selected

No matcher result was recorded.

Test suite

OpenRouter Model Breadth

Weekly-ranked tool-capable OpenRouter models through native OpenCode on isolated local workspaces.

Configuration matrix4 profiles · 1 environments · 0 selected
Agent profileIsolated locallocal · local
#1 DeepSeek V4 Flash 0731nativeopencode · openrouter/deepseek/deepseek-v4-flash-0731
Isolated locallocal · local
Hello and complete not selected
openrouter-model-breadth.openrouter-deepseek-deepseek-v4-flash-0731.local.hello-complete
Matchers and test context

Not selected

No matcher result was recorded.

Ask, answer, resume not selected
openrouter-model-breadth.openrouter-deepseek-deepseek-v4-flash-0731.local.question-resume-complete
Matchers and test context

Not selected

No matcher result was recorded.

#3 Tencent HY 3nativeopencode · openrouter/tencent/hy3
Isolated locallocal · local
Hello and complete not selected
openrouter-model-breadth.openrouter-tencent-hy3.local.hello-complete
Matchers and test context

Not selected

No matcher result was recorded.

Ask, answer, resume not selected
openrouter-model-breadth.openrouter-tencent-hy3.local.question-resume-complete
Matchers and test context

Not selected

No matcher result was recorded.

#4 Nemotron 3 Ultra 550B A55B (free)nativeopencode · openrouter/nvidia/nemotron-3-ultra-550b-a55b:free
Isolated locallocal · local
Hello and complete not selected
openrouter-model-breadth.openrouter-nvidia-nemotron-3-ultra-550b-a55b-free.local.hello-complete
Matchers and test context

Not selected

No matcher result was recorded.

Ask, answer, resume not selected
openrouter-model-breadth.openrouter-nvidia-nemotron-3-ultra-550b-a55b-free.local.question-resume-complete
Matchers and test context

Not selected

No matcher result was recorded.

Plan, approve, complete not selected
openrouter-model-breadth.openrouter-nvidia-nemotron-3-ultra-550b-a55b-free.local.plan-approve-complete
Matchers and test context

Not selected

No matcher result was recorded.

#5 GPT-5.6 Lunanativeopencode · openrouter/openai/gpt-5.6-luna
Isolated locallocal · local
Hello and complete not selected
openrouter-model-breadth.openrouter-openai-gpt-5-6-luna.local.hello-complete
Matchers and test context

Not selected

No matcher result was recorded.

Ask, answer, resume not selected
openrouter-model-breadth.openrouter-openai-gpt-5-6-luna.local.question-resume-complete
Matchers and test context

Not selected

No matcher result was recorded.

Plan, approve, complete not selected
openrouter-model-breadth.openrouter-openai-gpt-5-6-luna.local.plan-approve-complete
Matchers and test context

Not selected

No matcher result was recorded.

Test suite

Daytona Warm Continuity

Three browser-driven turns on one reusable Daytona sandbox for legacy and native Codex.

Pass rate100.0%2/2 passed
Tokens995,233536,334 input · 5,159 output
Cost$0.0185reported LLM + runtime estimate
Agent time3m 28s4m 9s lease
Execution2/20 retries · cleanup passed
Configuration matrix2 profiles · 1 environments · 2 selected
Agent profileDaytona warm reusable sandboxdaytona · remote
Legacy Codexlegacycodex · gpt-5.6-sol
Daytona warm reusable sandboxdaytona · remote
Warm three-turn workspace continuity passed
Tokens463,476 in · 5,084 out381,553 cached · 3/3 runs covered
LLM spendunpriced0/3 runs provider-priced
Execution$0.009686 est.2m 4s agent · 2m 10s lease
daytona-warm-continuity.legacy-codex.daytona.warm-three-turn
Matchers and test context
Attempt
1
Duration
2m 49s
Agent runtime
2m 4s
Environment lease
2m 10s
Runtime
legacy
Provider
codex
Model
gpt-5.6-sol
Issue
RUN-1

All invariants passed

TurnRunLeaseSchedulerRun durationResponse
1 2d8e1e2e-2589-47d6-bc77-7ca555ef7a78 created 333ms 1m 5s 1m 5s
2 574f2704-51c2-45d8-a3ac-c7ddea55deae resumed 361ms 40s 40s
3 f1104360-c547-40d5-9c79-4f12d3ed2267 resumed 462ms 20s 20s
ResultMatcherExpectationDetail
Pass message_exact {"kind":"message_exact","expected":"PAPERCLIP_E2E_WARM_T3_ce56a2828acc-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T1_ce56a2828acc-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T2_ce56a2828acc-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T3_ce56a2828acc-1","count":1} matched
Pass message_ordered {"kind":"message_ordered","expected":["PAPERCLIP_E2E_WARM_T1_ce56a2828acc-1","PAPERCLIP_E2E_WARM_T2_ce56a2828acc-1","PAPERCLIP_E2E_WARM_T3_ce56a2828acc-1"]} matched
Pass file_exact {"kind":"file_exact","path":"daytona-warm-ce56a2828acc-1.txt","expected":"T1-ce56a2828acc-1\nT2-ce56a2828acc-1\nT3-ce56a2828acc-1\n"} matched
Pass issue_status {"kind":"issue_status","expected":"done"} matched
Pass run_status {"kind":"run_status","expected":"succeeded"} matched
Pass runtime_mode {"kind":"runtime_mode","expected":"legacy"} matched
Pass environment {"kind":"environment","expected":"daytona"} matched
Usage and billing metadata
{
  "billing": {
    "llm": {
      "runCount": 3,
      "runsWithTokenUsage": 3,
      "runsWithReportedCost": 0,
      "inputTokens": 463476,
      "outputTokens": 5084,
      "cachedInputTokens": 381553,
      "totalTokens": 850113,
      "reportedCostUsd": 0,
      "costStatus": "unpriced"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 124042,
      "leaseDurationMs": 130363,
      "leaseCount": 3,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.0096859709,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.0096859709,
    "observedAndEstimatedCostUsd": 0.0096859709,
    "complete": false
  },
  "rawUsage": {
    "runs": [
      {
        "runId": "2d8e1e2e-2589-47d6-bc77-7ca555ef7a78",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "provider": "openai",
          "costStatus": "unpriced",
          "billingType": "metered_api",
          "inputTokens": 170995,
          "usageSource": "per_run",
          "freshSession": true,
          "outputTokens": 2404,
          "sessionReused": false,
          "rawInputTokens": 170995,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": true,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:47fa2e86fc618a2f3e27b8ce87d85d220d23361ba68d5a2dd268cf4632e8a73c",
              "changedCategories": [],
              "taskSessionReused": false,
              "fingerprintVersion": 1,
              "taskSessionAvailable": false,
              "storedFingerprintPresent": false
            },
            "version": 1,
            "workspace": {
              "action": "create",
              "reasons": [],
              "categories": [
                "mode",
                "projectWorkspace",
                "strategy",
                "repo",
                "lifecycleCommands",
                "runtimeServices",
                "environment",
                "realization"
              ],
              "reuseRequested": false,
              "nextFingerprint": "v1:sha256:4c577196123cb093ab87f187b07d1e1df833b42dbc88868a8f013b49aa012c2f",
              "workspaceReused": false,
              "activeWorkspaceId": "ee23f1bc-18b1-4fe7-aff4-ce72582ace9f",
              "changedCategories": [],
              "storedFingerprint": null,
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": null,
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": false
            }
          },
          "rawOutputTokens": 2404,
          "cachedInputTokens": 141788,
          "taskSessionReused": false,
          "persistedSessionId": "01a08d05-1b4e-7a63-8207-65634ce1b9bf",
          "rawCachedInputTokens": 141788,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "574f2704-51c2-45d8-a3ac-c7ddea55deae",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "provider": "openai",
          "costStatus": "unpriced",
          "billingType": "metered_api",
          "inputTokens": 210442,
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Runner Codexnativecodex · gpt-5.6-sol
Daytona warm reusable sandboxdaytona · remote
Warm three-turn workspace continuity passed
Tokens72,858 in · 75 out72,187 cached · 3/3 runs covered
LLM spend$0.0000003/3 runs provider-priced
Execution$0.008778 est.1m 24s agent · 1m 58s lease
daytona-warm-continuity.runner-codex.daytona.warm-three-turn
Matchers and test context
Attempt
1
Duration
2m 13s
Agent runtime
1m 24s
Environment lease
1m 58s
Runtime
native
Provider
codex
Model
gpt-5.6-sol
Issue
RUN-1

All invariants passed

TurnRunLeaseSchedulerRun durationResponse
1 117bd786-e88f-438c-a23e-5f8fd7dc847a created 185ms 31s 31s
2 b590b80e-53e2-4b5a-81e7-3d9eafc5c23a resumed 327ms 27s 28s
3 bd4596c0-9445-4cbb-ae56-3ab219d20dc9 resumed 407ms 26s 26s
ResultMatcherExpectationDetail
Pass message_exact {"kind":"message_exact","expected":"PAPERCLIP_E2E_WARM_T3_b6a822b789b9-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T1_b6a822b789b9-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T2_b6a822b789b9-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T3_b6a822b789b9-1","count":1} matched
Pass message_ordered {"kind":"message_ordered","expected":["PAPERCLIP_E2E_WARM_T1_b6a822b789b9-1","PAPERCLIP_E2E_WARM_T2_b6a822b789b9-1","PAPERCLIP_E2E_WARM_T3_b6a822b789b9-1"]} matched
Pass file_exact {"kind":"file_exact","path":"daytona-warm-b6a822b789b9-1.txt","expected":"T1-b6a822b789b9-1\nT2-b6a822b789b9-1\nT3-b6a822b789b9-1\n"} matched
Pass issue_status {"kind":"issue_status","expected":"done"} matched
Pass run_status {"kind":"run_status","expected":"succeeded"} matched
Pass runtime_mode {"kind":"runtime_mode","expected":"native"} matched
Pass environment {"kind":"environment","expected":"daytona"} matched
Usage and billing metadata
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      "cachedInputTokens": 72187,
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      "reportedCostUsd": 0,
      "costStatus": "reported"
    },
    "runtime": {
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      "agentRunDurationMs": 84133,
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      "leaseCount": 3,
      "cpuCores": 4,
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      "diskGiB": 10,
      "estimatedListCostUsd": 0.008777802,
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      "costSource": "daytona_public_list_price",
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    "reportedCostUsd": 0,
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    "observedAndEstimatedCostUsd": 0.008777802,
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