Runner Full-Stack E2E

Test suite

Core Runner Compatibility

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

Pass rate100.0%1/1 passed

Tokens12,749182 input · 21 output

Cost$0.002069reported LLM + runtime estimate

Agent time51s28s lease

Execution1/10 retries · cleanup passed

Configuration matrix7 profiles · 2 environments · 1 selected

Agent profile Isolated locallocal · local Daytona 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

Tokens182 in · 21 out12,546 cached · 1/1 runs covered

LLM spend$0.0000001/1 runs provider-priced

Execution$0.002069 est.51s agent · 28s lease

core-compatibility.runner-acpx-codex.daytona.message-marker

Matchers and test context

Attempt: 1
Duration: 1m 15s
Agent runtime: 51s
Environment lease: 28s
Runtime: native
Provider: acpx
Model: gpt-5.6-sol
Issue: RUN-1

All invariants passed

Result	Matcher	Expectation	Detail
Pass	`message_exact`	{"kind":"message_exact","expected":"PAPERCLIP_E2E_OK_ab82d9c83832-1"}	matched
Pass	`message_occurrences`	{"kind":"message_occurrences","expected":"PAPERCLIP_E2E_OK_ab82d9c83832-1","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": 182,
      "outputTokens": 21,
      "cachedInputTokens": 12546,
      "totalTokens": 12749,
      "reportedCostUsd": 0,
      "costStatus": "reported"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 51289,
      "leaseDurationMs": 27845,
      "leaseCount": 1,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.0020688835,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.0020688835,
    "observedAndEstimatedCostUsd": 0.0020688835,
    "complete": true
  },
  "rawUsage": {
    "model": "gpt-5.6-sol",
    "biller": "openai",
    "costUsd": 0,
    "provider": "openai",
    "costStatus": "reported",
    "billingType": "unknown",
    "inputTokens": 182,
    "usageSource": "per_run",
    "freshSession": true,
    "outputTokens": 21,
    "sessionReused": false,
    "rawInputTokens": 182,
    "sessionRotated": false,
    "configFreshness": {
      "session": {
        "reset": true,
        "categories": [
          "adapter",
          "adapterConfig",
          "agentRuntimeConfig",
          "instructions",
          "issueOverrides",
          "workspaceConfig",
          "environment",
          "envBindings",
          "secrets",
          "runtimeSkills"
        ],
        "resetReasons": [],
        "nextFingerprint": "v1:sha256:7773948c0e088528fb8394b041937e74428fbb6dbec736c5c55331e6313f4e44",
        "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:fd45565a24a975e1e221f9d26c58be7e60406c2e4417fda0c3944c9643c20845",
        "workspaceReused": false,
        "activeWorkspaceId": null,
        "changedCategories": [],
        "storedFingerprint": null,
        "fingerprintVersion": 1,
        "inferredFingerprint": null,
        "previousWorkspaceId": null,
        "configSnapshotRefreshed": false,
        "storedFingerprintPresent": false
      }
    },
    "rawOutputTokens": 21,
    "cachedInputTokens": 12546,
    "taskSessionReused": false,
    "persistedSessionId": "01a08ca6-40b7-7c22-917e-d91aeda313dd",
    "cacheAdjustedCostUsd": 0,
    "rawCachedInputTokens": 12546,
    "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 profile	Isolated 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 profile	Isolated 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

Tokens794,975433,187 input · 5,399 output

Cost$0.0203reported LLM + runtime estimate

Agent time4m 33s4m 34s lease

Execution2/20 retries · cleanup passed

Configuration matrix2 profiles · 1 environments · 2 selected

Agent profile Daytona warm reusable sandboxdaytona · remote

Legacy Codexlegacycodex · gpt-5.6-sol

Daytona warm reusable sandboxdaytona · remote

Warm three-turn workspace continuity passed

Tokens361,633 in · 5,330 out285,441 cached · 3/3 runs covered

LLM spendunpriced0/3 runs provider-priced

Execution$0.0115 est.2m 33s agent · 2m 35s lease

daytona-warm-continuity.legacy-codex.daytona.warm-three-turn

Matchers and test context

Attempt: 1
Duration: 3m 25s
Agent runtime: 2m 33s
Environment lease: 2m 35s
Runtime: legacy
Provider: codex
Model: gpt-5.6-sol
Issue: RUN-1

All invariants passed

Turn	Run	Lease	Scheduler	Run duration	Response
1	`4a74f8e8-cc7a-4c8d-8198-6bff74d598d8`	created	240ms	1m 22s	1m 23s
2	`aee24b0c-7fdc-4e2f-8ed8-02f2bd8b61ba`	resumed	424ms	45s	45s
3	`e277738f-b6ba-408b-94d8-78339d045651`	resumed	405ms	26s	26s

Result	Matcher	Expectation	Detail
Pass	`message_exact`	{"kind":"message_exact","expected":"PAPERCLIP_E2E_WARM_T3_41abe887e13d-1"}	matched
Pass	`message_occurrences`	{"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T1_41abe887e13d-1","count":1}	matched
Pass	`message_occurrences`	{"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T2_41abe887e13d-1","count":1}	matched
Pass	`message_occurrences`	{"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T3_41abe887e13d-1","count":1}	matched
Pass	`message_ordered`	{"kind":"message_ordered","expected":["PAPERCLIP_E2E_WARM_T1_41abe887e13d-1","PAPERCLIP_E2E_WARM_T2_41abe887e13d-1","PAPERCLIP_E2E_WARM_T3_41abe887e13d-1"]}	matched
Pass	`file_exact`	{"kind":"file_exact","path":"daytona-warm-41abe887e13d-1.txt","expected":"T1-41abe887e13d-1\nT2-41abe887e13d-1\nT3-41abe887e13d-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": 361633,
      "outputTokens": 5330,
      "cachedInputTokens": 285441,
      "totalTokens": 652404,
      "reportedCostUsd": 0,
      "costStatus": "unpriced"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 152663,
      "leaseDurationMs": 154912,
      "leaseCount": 3,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.0115099616,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.0115099616,
    "observedAndEstimatedCostUsd": 0.0115099616,
    "complete": false
  },
  "rawUsage": {
    "runs": [
      {
        "runId": "4a74f8e8-cc7a-4c8d-8198-6bff74d598d8",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "provider": "openai",
          "costStatus": "unpriced",
          "billingType": "metered_api",
          "inputTokens": 171173,
          "usageSource": "per_run",
          "freshSession": true,
          "outputTokens": 2330,
          "sessionReused": false,
          "rawInputTokens": 171173,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": true,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:4fb920932dc79a0ab10add495c39bbd434c788fb6b095835fd4bed4584ee55ad",
              "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:ecdd3dd249f8cd59202a3c66d8144c62488bcddbfbde92b414a55b70ff27ec09",
              "workspaceReused": false,
              "activeWorkspaceId": "300ef07b-af2c-4a7c-8a10-00351e57a221",
              "changedCategories": [],
              "storedFingerprint": null,
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": null,
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": false
            }
          },
          "rawOutputTokens": 2330,
          "cachedInputTokens": 141939,
          "taskSessionReused": false,
          "persistedSessionId": "01a08ca5-f3b6-7503-ad78-844f45e8fd2c",
          "rawCachedInputTokens": 141939,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "aee24b0c-7fdc-4e2f-8ed8-02f2bd8b61ba",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "provider": "openai",
          "costStatus": "unpriced",
          "billingType": "metered_api",
          "inputTokens": 108120,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 2157,
          "sessionReused": true,
          "rawInputTokens": 108120,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:4fb920932dc79a0ab10add495c39bbd434c788fb6b095835fd4bed4584ee55ad",
              "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:ecdd3dd249f8cd59202a3c66d8144c62488bcddbfbde92b414a55b70ff27ec09",
              "workspaceReused": true,
              "activeWorkspaceId": "300ef07b-af2c-4a7c-8a10-00351e57a221",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:ecdd3dd249f8cd59202a3c66d8144c62488bcddbfbde92b414a55b70ff27ec09",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "300ef07b-af2c-4a7c-8a10-00351e57a221",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 2157,
          "cachedInputTokens": 83779,
          "taskSessionReused": true,
          "persistedSessionId": "01a08ca6-dd9d-7ed1-9e05-a9390858c9d8",
          "rawCachedInputTokens": 83779,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "e277738f-b6ba-408b-94d8-78339d045651",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "provider": "openai",
          "costStatus": "unpriced",
          "billingType": "metered_api",
          "inputTokens": 82340,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 843,
          "sessionReused": true,
          "rawInputTokens": 82340,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:4fb920932dc79a0ab10add495c39bbd434c788fb6b095835fd4bed4584ee55ad",
              "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:ecdd3dd249f8cd59202a3c66d8144c62488bcddbfbde92b414a55b70ff27ec09",
              "workspaceReused": true,
              "activeWorkspaceId": "300ef07b-af2c-4a7c-8a10-00351e57a221",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:ecdd3dd249f8cd59202a3c66d8144c62488bcddbfbde92b414a55b70ff27ec09",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "300ef07b-af2c-4a7c-8a10-00351e57a221",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 843,
          "cachedInputTokens": 59723,
          "taskSessionReused": true,
          "persistedSessionId": "01a08ca7-bcb1-79f2-9202-2f7f66f804e2",
          "rawCachedInputTokens": 59723,
          "sessionRotationReason": null
        }
      }
    ]
  }
}

Runner Codexnativecodex · gpt-5.6-sol

Daytona warm reusable sandboxdaytona · remote

Warm three-turn workspace continuity passed

Tokens71,554 in · 69 out70,948 cached · 3/3 runs covered

LLM spend$0.0000003/3 runs provider-priced

Execution$0.008822 est.2m 0s agent · 1m 59s lease

daytona-warm-continuity.runner-codex.daytona.warm-three-turn

Matchers and test context

Attempt: 1
Duration: 2m 54s
Agent runtime: 2m 0s
Environment lease: 1m 59s
Runtime: native
Provider: codex
Model: gpt-5.6-sol
Issue: RUN-1

All invariants passed

Turn	Run	Lease	Scheduler	Run duration	Response
1	`f606a87e-1d2d-4f85-94df-b2d0a4ac2e10`	created	233ms	1m 5s	1m 5s
2	`7b7a7a58-7c57-4e9f-a9d8-ad79d75093c3`	resumed	369ms	25s	26s
3	`0dadadab-2cac-41ea-bcf6-a93c926fcbb8`	resumed	363ms	30s	31s

Result	Matcher	Expectation	Detail
Pass	`message_exact`	{"kind":"message_exact","expected":"PAPERCLIP_E2E_WARM_T3_46fb041271ec-1"}	matched
Pass	`message_occurrences`	{"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T1_46fb041271ec-1","count":1}	matched
Pass	`message_occurrences`	{"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T2_46fb041271ec-1","count":1}	matched
Pass	`message_occurrences`	{"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T3_46fb041271ec-1","count":1}	matched
Pass	`message_ordered`	{"kind":"message_ordered","expected":["PAPERCLIP_E2E_WARM_T1_46fb041271ec-1","PAPERCLIP_E2E_WARM_T2_46fb041271ec-1","PAPERCLIP_E2E_WARM_T3_46fb041271ec-1"]}	matched
Pass	`file_exact`	{"kind":"file_exact","path":"daytona-warm-46fb041271ec-1.txt","expected":"T1-46fb041271ec-1\nT2-46fb041271ec-1\nT3-46fb041271ec-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": 71554,
      "outputTokens": 69,
      "cachedInputTokens": 70948,
      "totalTokens": 142571,
      "reportedCostUsd": 0,
      "costStatus": "reported"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 120394,
      "leaseDurationMs": 118732,
      "leaseCount": 3,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.008821787599999999,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.008821787599999999,
    "observedAndEstimatedCostUsd": 0.008821787599999999,
    "complete": true
  },
  "rawUsage": {
    "runs": [
      {
        "runId": "f606a87e-1d2d-4f85-94df-b2d0a4ac2e10",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 16078,
          "usageSource": "per_run",
          "freshSession": true,
          "outputTokens": 23,
          "sessionReused": false,
          "rawInputTokens": 16078,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": true,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:4715e4660a25f3ba9781f06f0d13ddb200f257e93c6e3c5f366f22c896ab90d0",
              "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:d76eaa9e9633bfe8f757411c18ee34b8ebbf6f573f2167efb1ad54583152adf6",
              "workspaceReused": false,
              "activeWorkspaceId": "e0a19572-4d37-4ea6-b3a0-398dca596d0b",
              "changedCategories": [],
              "storedFingerprint": null,
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": null,
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": false
            }
          },
          "rawOutputTokens": 23,
          "cachedInputTokens": 15869,
          "taskSessionReused": false,
          "persistedSessionId": "01a08ca6-203f-73d1-9a76-b28f7ae3341f",
          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 15869,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "7b7a7a58-7c57-4e9f-a9d8-ad79d75093c3",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 23948,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 23,
          "sessionReused": true,
          "rawInputTokens": 23948,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:4715e4660a25f3ba9781f06f0d13ddb200f257e93c6e3c5f366f22c896ab90d0",
              "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:d76eaa9e9633bfe8f757411c18ee34b8ebbf6f573f2167efb1ad54583152adf6",
              "workspaceReused": true,
              "activeWorkspaceId": "e0a19572-4d37-4ea6-b3a0-398dca596d0b",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:d76eaa9e9633bfe8f757411c18ee34b8ebbf6f573f2167efb1ad54583152adf6",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "e0a19572-4d37-4ea6-b3a0-398dca596d0b",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 23,
          "cachedInputTokens": 23749,
          "taskSessionReused": true,
          "persistedSessionId": "01a08ca6-203f-73d1-9a76-b28f7ae3341f",
          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 23749,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "0dadadab-2cac-41ea-bcf6-a93c926fcbb8",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 31528,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 23,
          "sessionReused": true,
          "rawInputTokens": 31528,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:4715e4660a25f3ba9781f06f0d13ddb200f257e93c6e3c5f366f22c896ab90d0",
              "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:d76eaa9e9633bfe8f757411c18ee34b8ebbf6f573f2167efb1ad54583152adf6",
              "workspaceReused": true,
              "activeWorkspaceId": "e0a19572-4d37-4ea6-b3a0-398dca596d0b",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:d76eaa9e9633bfe8f757411c18ee34b8ebbf6f573f2167efb1ad54583152adf6",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "e0a19572-4d37-4ea6-b3a0-398dca596d0b",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 23,
          "cachedInputTokens": 31330,
          "taskSessionReused": true,
          "persistedSessionId": "01a08ca6-203f-73d1-9a76-b28f7ae3341f",
          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 31330,
          "sessionRotationReason": null
        }
      }
    ]
  }
}

Core Runner Compatibility

Local Session Integrity

OpenRouter Model Breadth

Daytona Warm Continuity

Campaign trends