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 11sTest time
Runner E2E campaign status summary
363,551Input tokens
3,295Output tokens
303,406Cached tokens
$0.000000LLM reported subtotal
$0.0192Daytona list estimate
3m 17sAgent execution time
4m 18sDaytona 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
Tokens14,410181 input · 21 output
Cost$0.002319reported LLM + runtime estimate
Agent time34s31s 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
Tokens181 in · 21 out14,208 cached · 1/1 runs covered
LLM spend$0.0000001/1 runs provider-priced
Execution$0.002319 est.34s agent · 31s lease
core-compatibility.runner-acpx-codex.daytona.message-marker
Matchers and test context
Attempt
1
Duration
57s
Agent runtime
34s
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_30b460dfec41-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_OK_30b460dfec41-1","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": 181,
      "outputTokens": 21,
      "cachedInputTokens": 14208,
      "totalTokens": 14410,
      "reportedCostUsd": 0,
      "costStatus": "reported"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 34174,
      "leaseDurationMs": 31218,
      "leaseCount": 1,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.0023194974,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.0023194974,
    "observedAndEstimatedCostUsd": 0.0023194974,
    "complete": true
  },
  "rawUsage": {
    "model": "gpt-5.6-sol",
    "biller": "openai",
    "costUsd": 0,
    "provider": "openai",
    "costStatus": "reported",
    "billingType": "unknown",
    "inputTokens": 181,
    "usageSource": "per_run",
    "freshSession": true,
    "outputTokens": 21,
    "sessionReused": false,
    "rawInputTokens": 181,
    "sessionRotated": false,
    "configFreshness": {
      "session": {
        "reset": true,
        "categories": [
          "adapter",
          "adapterConfig",
          "agentRuntimeConfig",
          "instructions",
          "issueOverrides",
          "workspaceConfig",
          "environment",
          "envBindings",
          "secrets",
          "runtimeSkills"
        ],
        "resetReasons": [],
        "nextFingerprint": "v1:sha256:400e8cda138d1061d281a6da78368a8dbe07e527c6f3ee63773f31684770e1c0",
        "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:sha256:7d1831e01b37b847be86bc98735941a0c35ff2bf288133e2483137e2f192251b",
        "workspaceReused": false,
        "activeWorkspaceId": null,
        "changedCategories": [],
        "storedFingerprint": null,
        "fingerprintVersion": 1,
        "inferredFingerprint": null,
        "previousWorkspaceId": null,
        "configSnapshotRefreshed": false,
        "storedFingerprintPresent": false
      }
    },
    "rawOutputTokens": 21,
    "cachedInputTokens": 14208,
    "taskSessionReused": false,
    "persistedSessionId": "01a08abb-4124-7a73-b548-834d4c4ffd20",
    "cacheAdjustedCostUsd": 0,
    "rawCachedInputTokens": 14208,
    "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
Tokens655,842363,370 input · 3,274 output
Cost$0.0169reported LLM + runtime estimate
Agent time2m 43s3m 47s 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
Tokens290,572 in · 3,199 out217,018 cached · 3/3 runs covered
LLM spendunpriced0/3 runs provider-priced
Execution$0.008107 est.1m 20s agent · 1m 49s lease
daytona-warm-continuity.legacy-codex.daytona.warm-three-turn
Matchers and test context
Attempt
1
Duration
2m 3s
Agent runtime
1m 20s
Environment lease
1m 49s
Runtime
legacy
Provider
codex
Model
gpt-5.6-sol
Issue
RUN-1

All invariants passed

TurnRunLeaseSchedulerRun durationResponse
1 00038fb7-d074-4dcd-8644-99e849a1ee98 created 252ms 31s 32s
2 1d9d1ee9-4d6c-4641-acab-d5980b4d1c61 resumed 435ms 26s 26s
3 45ea24d5-2d3c-411a-b9a2-0a665dddd188 resumed 426ms 23s 23s
ResultMatcherExpectationDetail
Pass message_exact {"kind":"message_exact","expected":"PAPERCLIP_E2E_WARM_T3_25ac0eec5bb4-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T1_25ac0eec5bb4-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T2_25ac0eec5bb4-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T3_25ac0eec5bb4-1","count":1} matched
Pass message_ordered {"kind":"message_ordered","expected":["PAPERCLIP_E2E_WARM_T1_25ac0eec5bb4-1","PAPERCLIP_E2E_WARM_T2_25ac0eec5bb4-1","PAPERCLIP_E2E_WARM_T3_25ac0eec5bb4-1"]} matched
Pass file_exact {"kind":"file_exact","path":"daytona-warm-25ac0eec5bb4-1.txt","expected":"T1-25ac0eec5bb4-1\nT2-25ac0eec5bb4-1\nT3-25ac0eec5bb4-1\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": 290572,
      "outputTokens": 3199,
      "cachedInputTokens": 217018,
      "totalTokens": 510789,
      "reportedCostUsd": 0,
      "costStatus": "unpriced"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 79511,
      "leaseDurationMs": 109111,
      "leaseCount": 3,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.008106947299999999,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.008106947299999999,
    "observedAndEstimatedCostUsd": 0.008106947299999999,
    "complete": false
  },
  "rawUsage": {
    "runs": [
      {
        "runId": "00038fb7-d074-4dcd-8644-99e849a1ee98",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "provider": "openai",
          "costStatus": "unpriced",
          "billingType": "metered_api",
          "inputTokens": 55988,
          "usageSource": "per_run",
          "freshSession": true,
          "outputTokens": 1226,
          "sessionReused": false,
          "rawInputTokens": 55988,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": true,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:6bd71aec6b57c83c8f21095dc3c29a165d5d7ba08094707e14e434a66963f025",
              "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:sha256:3a1fcbb5ad8bfb7823c3628b95fd7e9fcbf2a4a00883dc01bcaede1831a1e937",
              "workspaceReused": false,
              "activeWorkspaceId": "1aac1e39-245b-4d88-93ec-108b05265730",
              "changedCategories": [],
              "storedFingerprint": null,
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": null,
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": false
            }
          },
          "rawOutputTokens": 1226,
          "cachedInputTokens": 34611,
          "taskSessionReused": false,
          "persistedSessionId": "01a08aba-5d05-75e2-b62e-2c5396f387e2",
          "rawCachedInputTokens": 34611,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "1d9d1ee9-4d6c-4641-acab-d5980b4d1c61",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "provider": "openai",
          "costStatus": "unpriced",
          "billingType": "metered_api",
          "inputTokens": 151841,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 1171,
          "sessionReused": true,
          "rawInputTokens": 151841,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:6bd71aec6b57c83c8f21095dc3c29a165d5d7ba08094707e14e434a66963f025",
              "changedCategories": [],
              "taskSessionReused": true,
              "fingerprintVersion": 1,
              "taskSessionAvailable": true,
              "storedFingerprintPresent": true
            },
            "version": 1,
            "workspace": {
              "action": "reuse",
              "reasons": [],
              "categories": [
                "mode",
                "projectWorkspace",
                "strategy",
                "repo",
                "lifecycleCommands",
                "runtimeServices",
                "environment",
                "realization"
              ],
              "reuseRequested": true,
              "nextFingerprint": "v1:sha256:3a1fcbb5ad8bfb7823c3628b95fd7e9fcbf2a4a00883dc01bcaede1831a1e937",
              "workspaceReused": true,
              "activeWorkspaceId": "1aac1e39-245b-4d88-93ec-108b05265730",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:3a1fcbb5ad8bfb7823c3628b95fd7e9fcbf2a4a00883dc01bcaede1831a1e937",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "1aac1e39-245b-4d88-93ec-108b05265730",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 1171,
          "cachedInputTokens": 122315,
          "taskSessionReused": true,
          "persistedSessionId": "01a08aba-fbd1-7663-9811-f0baa80b4afc",
          "rawCachedInputTokens": 122315,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "45ea24d5-2d3c-411a-b9a2-0a665dddd188",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "provider": "openai",
          "costStatus": "unpriced",
          "billingType": "metered_api",
          "inputTokens": 82743,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 802,
          "sessionReused": true,
          "rawInputTokens": 82743,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:6bd71aec6b57c83c8f21095dc3c29a165d5d7ba08094707e14e434a66963f025",
              "changedCategories": [],
              "taskSessionReused": true,
              "fingerprintVersion": 1,
              "taskSessionAvailable": true,
              "storedFingerprintPresent": true
            },
            "version": 1,
            "workspace": {
              "action": "reuse",
              "reasons": [],
              "categories": [
                "mode",
                "projectWorkspace",
                "strategy",
                "repo",
                "lifecycleCommands",
                "runtimeServices",
                "environment",
                "realization"
              ],
              "reuseRequested": true,
              "nextFingerprint": "v1:sha256:3a1fcbb5ad8bfb7823c3628b95fd7e9fcbf2a4a00883dc01bcaede1831a1e937",
              "workspaceReused": true,
              "activeWorkspaceId": "1aac1e39-245b-4d88-93ec-108b05265730",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:3a1fcbb5ad8bfb7823c3628b95fd7e9fcbf2a4a00883dc01bcaede1831a1e937",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "1aac1e39-245b-4d88-93ec-108b05265730",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 802,
          "cachedInputTokens": 60092,
          "taskSessionReused": true,
          "persistedSessionId": "01a08abb-8919-7c23-b176-82b86c330015",
          "rawCachedInputTokens": 60092,
          "sessionRotationReason": null
        }
      }
    ]
  }
}
Runner Codexnativecodex · gpt-5.6-sol
Daytona warm reusable sandboxdaytona · remote
Warm three-turn workspace continuity passed
Tokens72,798 in · 75 out72,180 cached · 3/3 runs covered
LLM spend$0.0000003/3 runs provider-priced
Execution$0.008755 est.1m 24s agent · 1m 58s lease
daytona-warm-continuity.runner-codex.daytona.warm-three-turn
Matchers and test context
Attempt
1
Duration
2m 11s
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 8c1c7eec-594f-48e7-b0e8-2810dbb336bd created 218ms 29s 29s
2 f7a04c75-dd30-4f2a-9758-8a97b536ed8f resumed 351ms 28s 28s
3 2947d092-4997-4963-8d3b-98d55229da99 resumed 339ms 26s 27s
ResultMatcherExpectationDetail
Pass message_exact {"kind":"message_exact","expected":"PAPERCLIP_E2E_WARM_T3_b4b3235deb0e-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T1_b4b3235deb0e-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T2_b4b3235deb0e-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T3_b4b3235deb0e-1","count":1} matched
Pass message_ordered {"kind":"message_ordered","expected":["PAPERCLIP_E2E_WARM_T1_b4b3235deb0e-1","PAPERCLIP_E2E_WARM_T2_b4b3235deb0e-1","PAPERCLIP_E2E_WARM_T3_b4b3235deb0e-1"]} matched
Pass file_exact {"kind":"file_exact","path":"daytona-warm-b4b3235deb0e-1.txt","expected":"T1-b4b3235deb0e-1\nT2-b4b3235deb0e-1\nT3-b4b3235deb0e-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
{
  "billing": {
    "llm": {
      "runCount": 3,
      "runsWithTokenUsage": 3,
      "runsWithReportedCost": 3,
      "inputTokens": 72798,
      "outputTokens": 75,
      "cachedInputTokens": 72180,
      "totalTokens": 145053,
      "reportedCostUsd": 0,
      "costStatus": "reported"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 83565,
      "leaseDurationMs": 117838,
      "leaseCount": 3,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.0087553634,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.0087553634,
    "observedAndEstimatedCostUsd": 0.0087553634,
    "complete": true
  },
  "rawUsage": {
    "runs": [
      {
        "runId": "8c1c7eec-594f-48e7-b0e8-2810dbb336bd",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 16251,
          "usageSource": "per_run",
          "freshSession": true,
          "outputTokens": 25,
          "sessionReused": false,
          "rawInputTokens": 16251,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": true,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:1114e5d15738ac7605c7e5dc72c75b62393133788cf38f70380bdc7978ed3944",
              "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:a88ade70ce50238bb8c7211f4345079ee2d7a53a848c9009248ffaae2b66e0b0",
              "workspaceReused": false,
              "activeWorkspaceId": "0d98f772-7096-4670-b892-14ae10250461",
              "changedCategories": [],
              "storedFingerprint": null,
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": null,
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": false
            }
          },
          "rawOutputTokens": 25,
          "cachedInputTokens": 16038,
          "taskSessionReused": false,
          "persistedSessionId": "01a08aba-90c5-7443-be54-badcf71f8eeb",
          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 16038,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "f7a04c75-dd30-4f2a-9758-8a97b536ed8f",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 24357,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 25,
          "sessionReused": true,
          "rawInputTokens": 24357,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:1114e5d15738ac7605c7e5dc72c75b62393133788cf38f70380bdc7978ed3944",
              "changedCategories": [],
              "taskSessionReused": true,
              "fingerprintVersion": 1,
              "taskSessionAvailable": true,
              "storedFingerprintPresent": true
            },
            "version": 1,
            "workspace": {
              "action": "reuse",
              "reasons": [],
              "categories": [
                "mode",
                "projectWorkspace",
                "strategy",
                "repo",
                "lifecycleCommands",
                "runtimeServices",
                "environment",
                "realization"
              ],
              "reuseRequested": true,
              "nextFingerprint": "v1:sha256:a88ade70ce50238bb8c7211f4345079ee2d7a53a848c9009248ffaae2b66e0b0",
              "workspaceReused": true,
              "activeWorkspaceId": "0d98f772-7096-4670-b892-14ae10250461",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:a88ade70ce50238bb8c7211f4345079ee2d7a53a848c9009248ffaae2b66e0b0",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "0d98f772-7096-4670-b892-14ae10250461",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 25,
          "cachedInputTokens": 24154,
          "taskSessionReused": true,
          "persistedSessionId": "01a08aba-90c5-7443-be54-badcf71f8eeb",
          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 24154,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "2947d092-4997-4963-8d3b-98d55229da99",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 32190,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 25,
          "sessionReused": true,
          "rawInputTokens": 32190,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:1114e5d15738ac7605c7e5dc72c75b62393133788cf38f70380bdc7978ed3944",
              "changedCategories": [],
              "taskSessionReused": true,
              "fingerprintVersion": 1,
              "taskSessionAvailable": true,
              "storedFingerprintPresent": true
            },
            "version": 1,
            "workspace": {
              "action": "reuse",
              "reasons": [],
              "categories": [
                "mode",
                "projectWorkspace",
                "strategy",
                "repo",
                "lifecycleCommands",
                "runtimeServices",
                "environment",
                "realization"
              ],
              "reuseRequested": true,
              "nextFingerprint": "v1:sha256:a88ade70ce50238bb8c7211f4345079ee2d7a53a848c9009248ffaae2b66e0b0",
              "workspaceReused": true,
              "activeWorkspaceId": "0d98f772-7096-4670-b892-14ae10250461",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:a88ade70ce50238bb8c7211f4345079ee2d7a53a848c9009248ffaae2b66e0b0",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "0d98f772-7096-4670-b892-14ae10250461",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 25,
          "cachedInputTokens": 31988,
          "taskSessionReused": true,
          "persistedSessionId": "01a08aba-90c5-7443-be54-badcf71f8eeb",
          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 31988,
          "sessionRotationReason": null
        }
      }
    ]
  }
}

History

Campaign trends

No historical campaigns have been published yet.