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 3sTest time
Runner E2E campaign status summary
380,520Input tokens
3,781Output tokens
319,474Cached tokens
$0.000000LLM reported subtotal
$0.0187Daytona list estimate
3m 12sAgent execution time
4m 12sDaytona 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
Tokens14,123178 input · 21 output
Cost$0.002258reported LLM + runtime estimate
Agent time32s30s 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
Tokens178 in · 21 out13,924 cached · 1/1 runs covered
LLM spend$0.0000001/1 runs provider-priced
Execution$0.002258 est.32s agent · 30s lease
core-compatibility.runner-acpx-codex.daytona.message-marker
Matchers and test context
Attempt
1
Duration
55s
Agent runtime
32s
Environment lease
30s
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_a45da16d6249-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_OK_a45da16d6249-1","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": 178,
      "outputTokens": 21,
      "cachedInputTokens": 13924,
      "totalTokens": 14123,
      "reportedCostUsd": 0,
      "costStatus": "reported"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 32077,
      "leaseDurationMs": 30387,
      "leaseCount": 1,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.0022577541,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.0022577541,
    "observedAndEstimatedCostUsd": 0.0022577541,
    "complete": true
  },
  "rawUsage": {
    "model": "gpt-5.6-sol",
    "biller": "openai",
    "costUsd": 0,
    "provider": "openai",
    "costStatus": "reported",
    "billingType": "unknown",
    "inputTokens": 178,
    "usageSource": "per_run",
    "freshSession": true,
    "outputTokens": 21,
    "sessionReused": false,
    "rawInputTokens": 178,
    "sessionRotated": false,
    "configFreshness": {
      "session": {
        "reset": true,
        "categories": [
          "adapter",
          "adapterConfig",
          "agentRuntimeConfig",
          "instructions",
          "issueOverrides",
          "workspaceConfig",
          "environment",
          "envBindings",
          "secrets",
          "runtimeSkills"
        ],
        "resetReasons": [],
        "nextFingerprint": "v1:sha256:d4e9d22166984e82c515cc1ec4238f47d53be841c7e127e71b58826d0617ed52",
        "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:sha256:47dd331ba3aa4ede5331c116e708ee92182912d9bcbefeaa5158605db2367760",
        "workspaceReused": false,
        "activeWorkspaceId": null,
        "changedCategories": [],
        "storedFingerprint": null,
        "fingerprintVersion": 1,
        "inferredFingerprint": null,
        "previousWorkspaceId": null,
        "configSnapshotRefreshed": false,
        "storedFingerprintPresent": false
      }
    },
    "rawOutputTokens": 21,
    "cachedInputTokens": 13924,
    "taskSessionReused": false,
    "persistedSessionId": "01a08991-c8f8-7c33-b5b9-14d6b89d2fe5",
    "cacheAdjustedCostUsd": 0,
    "rawCachedInputTokens": 13924,
    "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
Tokens689,652380,342 input · 3,760 output
Cost$0.0164reported LLM + runtime estimate
Agent time2m 40s3m 41s 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
Tokens308,090 in · 3,688 out234,008 cached · 3/3 runs covered
LLM spendunpriced0/3 runs provider-priced
Execution$0.008137 est.1m 22s agent · 1m 50s lease
daytona-warm-continuity.legacy-codex.daytona.warm-three-turn
Matchers and test context
Attempt
1
Duration
2m 2s
Agent runtime
1m 22s
Environment lease
1m 50s
Runtime
legacy
Provider
codex
Model
gpt-5.6-sol
Issue
RUN-1

All invariants passed

TurnRunLeaseSchedulerRun durationResponse
1 926a8a0e-7275-4888-8ae6-46454fcb9128 created 222ms 31s 31s
2 4e8012b4-49d7-4dd2-9d9f-891e70e0df54 resumed 397ms 31s 31s
3 5f6f42e3-89e0-4849-8acc-a1612e01b473 resumed 403ms 20s 21s
ResultMatcherExpectationDetail
Pass message_exact {"kind":"message_exact","expected":"PAPERCLIP_E2E_WARM_T3_8e69c76e7102-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T1_8e69c76e7102-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T2_8e69c76e7102-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T3_8e69c76e7102-1","count":1} matched
Pass message_ordered {"kind":"message_ordered","expected":["PAPERCLIP_E2E_WARM_T1_8e69c76e7102-1","PAPERCLIP_E2E_WARM_T2_8e69c76e7102-1","PAPERCLIP_E2E_WARM_T3_8e69c76e7102-1"]} matched
Pass file_exact {"kind":"file_exact","path":"daytona-warm-8e69c76e7102-1.txt","expected":"T1-8e69c76e7102-1\nT2-8e69c76e7102-1\nT3-8e69c76e7102-1\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": 308090,
      "outputTokens": 3688,
      "cachedInputTokens": 234008,
      "totalTokens": 545786,
      "reportedCostUsd": 0,
      "costStatus": "unpriced"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 82224,
      "leaseDurationMs": 109512,
      "leaseCount": 3,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.0081367416,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.0081367416,
    "observedAndEstimatedCostUsd": 0.0081367416,
    "complete": false
  },
  "rawUsage": {
    "runs": [
      {
        "runId": "926a8a0e-7275-4888-8ae6-46454fcb9128",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "provider": "openai",
          "costStatus": "unpriced",
          "billingType": "metered_api",
          "inputTokens": 141496,
          "usageSource": "per_run",
          "freshSession": true,
          "outputTokens": 1504,
          "sessionReused": false,
          "rawInputTokens": 141496,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": true,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:1e26e4479407c76d0b7fa28ebc6ff7d9e0928a4d645fffce448c6aaa2be31029",
              "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:sha256:03674ecca976cf25fe7ec8dd219e64d1e9c6de8f2b2ec84a27961e83028a7f36",
              "workspaceReused": false,
              "activeWorkspaceId": "a47ce9c8-a9f2-4dad-84fd-8db26d5da963",
              "changedCategories": [],
              "storedFingerprint": null,
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": null,
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": false
            }
          },
          "rawOutputTokens": 1504,
          "cachedInputTokens": 113416,
          "taskSessionReused": false,
          "persistedSessionId": "01a08990-d380-7331-94cf-29897e3b148f",
          "rawCachedInputTokens": 113416,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "4e8012b4-49d7-4dd2-9d9f-891e70e0df54",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "provider": "openai",
          "costStatus": "unpriced",
          "billingType": "metered_api",
          "inputTokens": 83734,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 1325,
          "sessionReused": true,
          "rawInputTokens": 83734,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:1e26e4479407c76d0b7fa28ebc6ff7d9e0928a4d645fffce448c6aaa2be31029",
              "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:sha256:03674ecca976cf25fe7ec8dd219e64d1e9c6de8f2b2ec84a27961e83028a7f36",
              "workspaceReused": true,
              "activeWorkspaceId": "a47ce9c8-a9f2-4dad-84fd-8db26d5da963",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:03674ecca976cf25fe7ec8dd219e64d1e9c6de8f2b2ec84a27961e83028a7f36",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "a47ce9c8-a9f2-4dad-84fd-8db26d5da963",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 1325,
          "cachedInputTokens": 60446,
          "taskSessionReused": true,
          "persistedSessionId": "01a08991-8322-7942-b58b-b787bf05536f",
          "rawCachedInputTokens": 60446,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "5f6f42e3-89e0-4849-8acc-a1612e01b473",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "provider": "openai",
          "costStatus": "unpriced",
          "billingType": "metered_api",
          "inputTokens": 82860,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 859,
          "sessionReused": true,
          "rawInputTokens": 82860,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:1e26e4479407c76d0b7fa28ebc6ff7d9e0928a4d645fffce448c6aaa2be31029",
              "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:sha256:03674ecca976cf25fe7ec8dd219e64d1e9c6de8f2b2ec84a27961e83028a7f36",
              "workspaceReused": true,
              "activeWorkspaceId": "a47ce9c8-a9f2-4dad-84fd-8db26d5da963",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:03674ecca976cf25fe7ec8dd219e64d1e9c6de8f2b2ec84a27961e83028a7f36",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "a47ce9c8-a9f2-4dad-84fd-8db26d5da963",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 859,
          "cachedInputTokens": 60146,
          "taskSessionReused": true,
          "persistedSessionId": "01a08992-0af9-7d00-8894-0ccd9172fa7e",
          "rawCachedInputTokens": 60146,
          "sessionRotationReason": null
        }
      }
    ]
  }
}
Runner Codexnativecodex · gpt-5.6-sol
Daytona warm reusable sandboxdaytona · remote
Warm three-turn workspace continuity passed
Tokens72,252 in · 72 out71,542 cached · 3/3 runs covered
LLM spend$0.0000003/3 runs provider-priced
Execution$0.008312 est.1m 18s agent · 1m 52s lease
daytona-warm-continuity.runner-codex.daytona.warm-three-turn
Matchers and test context
Attempt
1
Duration
2m 6s
Agent runtime
1m 18s
Environment lease
1m 52s
Runtime
native
Provider
codex
Model
gpt-5.6-sol
Issue
RUN-1

All invariants passed

TurnRunLeaseSchedulerRun durationResponse
1 53de7255-bd02-40be-b8c2-55908b78518a created 889ms 25s 26s
2 77f61ad7-9bd2-444f-9140-fa263225e719 resumed 385ms 26s 26s
3 3aa4c0f9-46eb-446a-b44b-aba001a6af90 resumed 384ms 27s 27s
ResultMatcherExpectationDetail
Pass message_exact {"kind":"message_exact","expected":"PAPERCLIP_E2E_WARM_T3_7474181adf67-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T1_7474181adf67-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T2_7474181adf67-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T3_7474181adf67-1","count":1} matched
Pass message_ordered {"kind":"message_ordered","expected":["PAPERCLIP_E2E_WARM_T1_7474181adf67-1","PAPERCLIP_E2E_WARM_T2_7474181adf67-1","PAPERCLIP_E2E_WARM_T3_7474181adf67-1"]} matched
Pass file_exact {"kind":"file_exact","path":"daytona-warm-7474181adf67-1.txt","expected":"T1-7474181adf67-1\nT2-7474181adf67-1\nT3-7474181adf67-1\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": 72252,
      "outputTokens": 72,
      "cachedInputTokens": 71542,
      "totalTokens": 143866,
      "reportedCostUsd": 0,
      "costStatus": "reported"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 77626,
      "leaseDurationMs": 111867,
      "leaseCount": 3,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.0083117181,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.0083117181,
    "observedAndEstimatedCostUsd": 0.0083117181,
    "complete": true
  },
  "rawUsage": {
    "runs": [
      {
        "runId": "53de7255-bd02-40be-b8c2-55908b78518a",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 16180,
          "usageSource": "per_run",
          "freshSession": true,
          "outputTokens": 24,
          "sessionReused": false,
          "rawInputTokens": 16180,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": true,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:d801fd01a1494323a40e914d2a0623bf34635d5bc669365b3dcee06cf3dc81bc",
              "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:c0ddf40532dc75d0058097406dadc998f5f0af179b81d21684a1772bfc561193",
              "workspaceReused": false,
              "activeWorkspaceId": "cb1f88f4-eb9a-49d7-a2da-e60df88def54",
              "changedCategories": [],
              "storedFingerprint": null,
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": null,
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": false
            }
          },
          "rawOutputTokens": 24,
          "cachedInputTokens": 15939,
          "taskSessionReused": false,
          "persistedSessionId": "01a08991-48a3-7a12-9aec-5b825a09532c",
          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 15939,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "77f61ad7-9bd2-444f-9140-fa263225e719",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 24181,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 24,
          "sessionReused": true,
          "rawInputTokens": 24181,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:d801fd01a1494323a40e914d2a0623bf34635d5bc669365b3dcee06cf3dc81bc",
              "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:c0ddf40532dc75d0058097406dadc998f5f0af179b81d21684a1772bfc561193",
              "workspaceReused": true,
              "activeWorkspaceId": "cb1f88f4-eb9a-49d7-a2da-e60df88def54",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:c0ddf40532dc75d0058097406dadc998f5f0af179b81d21684a1772bfc561193",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "cb1f88f4-eb9a-49d7-a2da-e60df88def54",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 24,
          "cachedInputTokens": 23939,
          "taskSessionReused": true,
          "persistedSessionId": "01a08991-48a3-7a12-9aec-5b825a09532c",
          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 23939,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "3aa4c0f9-46eb-446a-b44b-aba001a6af90",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 31891,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 24,
          "sessionReused": true,
          "rawInputTokens": 31891,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:d801fd01a1494323a40e914d2a0623bf34635d5bc669365b3dcee06cf3dc81bc",
              "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:c0ddf40532dc75d0058097406dadc998f5f0af179b81d21684a1772bfc561193",
              "workspaceReused": true,
              "activeWorkspaceId": "cb1f88f4-eb9a-49d7-a2da-e60df88def54",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:c0ddf40532dc75d0058097406dadc998f5f0af179b81d21684a1772bfc561193",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "cb1f88f4-eb9a-49d7-a2da-e60df88def54",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 24,
          "cachedInputTokens": 31664,
          "taskSessionReused": true,
          "persistedSessionId": "01a08991-48a3-7a12-9aec-5b825a09532c",
          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 31664,
          "sessionRotationReason": null
        }
      }
    ]
  }
}

History

Campaign trends

No historical campaigns have been published yet.