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
6m 21sTest time
Runner E2E campaign status summary
1,306,052Input tokens
10,293Output tokens
1,182,317Cached tokens
$0.000000LLM reported subtotal
$0.0202Daytona list estimate
4m 16sAgent execution time
4m 32sDaytona 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

Persistent Agent Chat

Task-backed conversations, session resets, and project plan handoff.

Configuration matrix4 profiles · 1 environments · 0 selected
Agent profileIsolated locallocal · local
Legacy Codexlegacycodex · gpt-5.6-sol
Isolated locallocal · local
Conversation continuity across restart not selected
agent-chat.legacy-codex.local.continuity-restart
Matchers and test context

Not selected

No matcher result was recorded.

Fresh context within preserved history not selected
agent-chat.legacy-codex.local.new-session
Matchers and test context

Not selected

No matcher result was recorded.

Stop, reset, and resume not selected
agent-chat.legacy-codex.local.stop-new-resume
Matchers and test context

Not selected

No matcher result was recorded.

Draft, revise, approve, and hand off a plan not selected
agent-chat.legacy-codex.local.plan-handoff
Matchers and test context

Not selected

No matcher result was recorded.

Clarify and reuse an existing project not selected
agent-chat.legacy-codex.local.clarify-reuse
Matchers and test context

Not selected

No matcher result was recorded.

Create a project with multiple repository URLs not selected
agent-chat.legacy-codex.local.multi-repository
Matchers and test context

Not selected

No matcher result was recorded.

Legacy Claudelegacyclaude · claude-sonnet-4-6
Isolated locallocal · local
Conversation continuity across restart not selected
agent-chat.legacy-claude.local.continuity-restart
Matchers and test context

Not selected

No matcher result was recorded.

Fresh context within preserved history not selected
agent-chat.legacy-claude.local.new-session
Matchers and test context

Not selected

No matcher result was recorded.

Stop, reset, and resume not selected
agent-chat.legacy-claude.local.stop-new-resume
Matchers and test context

Not selected

No matcher result was recorded.

Draft, revise, approve, and hand off a plan not selected
agent-chat.legacy-claude.local.plan-handoff
Matchers and test context

Not selected

No matcher result was recorded.

Clarify and reuse an existing project not selected
agent-chat.legacy-claude.local.clarify-reuse
Matchers and test context

Not selected

No matcher result was recorded.

Create a project with multiple repository URLs not selected
agent-chat.legacy-claude.local.multi-repository
Matchers and test context

Not selected

No matcher result was recorded.

Runner Codexnativecodex · gpt-5.6-sol
Isolated locallocal · local
Conversation continuity across restart not selected
agent-chat.runner-codex.local.continuity-restart
Matchers and test context

Not selected

No matcher result was recorded.

Fresh context within preserved history not selected
agent-chat.runner-codex.local.new-session
Matchers and test context

Not selected

No matcher result was recorded.

Stop, reset, and resume not selected
agent-chat.runner-codex.local.stop-new-resume
Matchers and test context

Not selected

No matcher result was recorded.

Draft, revise, approve, and hand off a plan not selected
agent-chat.runner-codex.local.plan-handoff
Matchers and test context

Not selected

No matcher result was recorded.

Clarify and reuse an existing project not selected
agent-chat.runner-codex.local.clarify-reuse
Matchers and test context

Not selected

No matcher result was recorded.

Create a project with multiple repository URLs not selected
agent-chat.runner-codex.local.multi-repository
Matchers and test context

Not selected

No matcher result was recorded.

Runner ACPX Claudenativeacpx · claude-sonnet-5
Isolated locallocal · local
Conversation continuity across restart not selected
agent-chat.runner-acpx-claude.local.continuity-restart
Matchers and test context

Not selected

No matcher result was recorded.

Fresh context within preserved history not selected
agent-chat.runner-acpx-claude.local.new-session
Matchers and test context

Not selected

No matcher result was recorded.

Stop, reset, and resume not selected
agent-chat.runner-acpx-claude.local.stop-new-resume
Matchers and test context

Not selected

No matcher result was recorded.

Draft, revise, approve, and hand off a plan not selected
agent-chat.runner-acpx-claude.local.plan-handoff
Matchers and test context

Not selected

No matcher result was recorded.

Clarify and reuse an existing project not selected
agent-chat.runner-acpx-claude.local.clarify-reuse
Matchers and test context

Not selected

No matcher result was recorded.

Create a project with multiple repository URLs not selected
agent-chat.runner-acpx-claude.local.multi-repository
Matchers and test context

Not selected

No matcher result was recorded.

Test suite

Core Runner Compatibility

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

Pass rate100.0%1/1 passed
Tokens74,4146 input · 438 output
Cost$0.002398reported LLM + runtime estimate
Agent time35s32s 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 passed
Tokens6 in · 438 out73,970 cached · 1/1 runs covered
LLM spend$0.0000001/1 runs provider-priced
Execution$0.002398 est.35s agent · 32s lease
core-compatibility.runner-acpx-claude.daytona.message-marker
Matchers and test context
Attempt
1
Duration
58s
Agent runtime
35s
Environment lease
32s
Runtime
native
Provider
acpx
Model
claude-sonnet-5
Issue
RUN-1

All invariants passed

ResultMatcherExpectationDetail
Pass message_exact {"kind":"message_exact","expected":"PAPERCLIP_E2E_OK_867945fd6702-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_OK_867945fd6702-1","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": 6,
      "outputTokens": 438,
      "cachedInputTokens": 73970,
      "totalTokens": 74414,
      "reportedCostUsd": 0,
      "costStatus": "reported"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 34910,
      "leaseDurationMs": 32278,
      "leaseCount": 1,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.0023982554,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.0023982554,
    "observedAndEstimatedCostUsd": 0.0023982554,
    "complete": true
  },
  "rawUsage": {
    "model": "claude-sonnet-5",
    "biller": "openai",
    "costUsd": 0,
    "provider": "openai",
    "costStatus": "reported",
    "billingType": "unknown",
    "inputTokens": 6,
    "usageSource": "per_run",
    "freshSession": true,
    "outputTokens": 438,
    "sessionReused": false,
    "rawInputTokens": 6,
    "sessionRotated": false,
    "configFreshness": {
      "session": {
        "reset": true,
        "categories": [
          "adapter",
          "adapterConfig",
          "agentRuntimeConfig",
          "instructions",
          "issueOverrides",
          "workspaceConfig",
          "environment",
          "envBindings",
          "secrets",
          "runtimeSkills"
        ],
        "resetReasons": [],
        "nextFingerprint": "v1:sha256:5e499f1e35a2f610809e681695ac8f3ba6e8502dce7d375993bf2a63c8e28946",
        "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:e546e727f1fb3463c1be87a29e7c76b644aaec1e483062fb3786394ac40a0500",
        "workspaceReused": false,
        "activeWorkspaceId": null,
        "changedCategories": [],
        "storedFingerprint": null,
        "fingerprintVersion": 1,
        "inferredFingerprint": null,
        "previousWorkspaceId": null,
        "configSnapshotRefreshed": false,
        "storedFingerprintPresent": false
      }
    },
    "rawOutputTokens": 438,
    "cachedInputTokens": 73970,
    "taskSessionReused": false,
    "persistedSessionId": "044e377d-d452-4558-b66d-b2fd5377c052",
    "cacheAdjustedCostUsd": 0,
    "rawCachedInputTokens": 73970,
    "sessionRotationReason": null
  }
}
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 not selected
core-compatibility.runner-acpx-codex.daytona.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

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
Tokens2,424,2481,306,046 input · 9,855 output
Cost$0.0178reported LLM + runtime estimate
Agent time3m 41s4m 0s 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
Tokens768,918 in · 7,227 out675,308 cached · 3/3 runs covered
LLM spendunpriced0/3 runs provider-priced
Execution$0.008954 est.1m 56s agent · 2m 1s lease
daytona-warm-continuity.legacy-codex.daytona.warm-three-turn
Matchers and test context
Attempt
1
Duration
2m 43s
Agent runtime
1m 56s
Environment lease
2m 1s
Runtime
legacy
Provider
codex
Model
gpt-5.6-sol
Issue
RUN-1

All invariants passed

TurnRunLeaseSchedulerRun durationResponse
1 1f2e3454-ed20-49dd-88d9-66f00aa901d3 created 236ms 1m 0s 1m 0s
2 6bbf8e02-99e5-4e24-abce-2d7897615ef1 resumed 364ms 30s 30s
3 bdf7e309-5e0b-4d71-b755-ac797062beda resumed 397ms 26s 27s
ResultMatcherExpectationDetail
Pass message_exact {"kind":"message_exact","expected":"PAPERCLIP_E2E_WARM_T3_911b6245dea0-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T1_911b6245dea0-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T2_911b6245dea0-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T3_911b6245dea0-1","count":1} matched
Pass message_ordered {"kind":"message_ordered","expected":["PAPERCLIP_E2E_WARM_T1_911b6245dea0-1","PAPERCLIP_E2E_WARM_T2_911b6245dea0-1","PAPERCLIP_E2E_WARM_T3_911b6245dea0-1"]} matched
Pass file_exact {"kind":"file_exact","path":"daytona-warm-911b6245dea0-1.txt","expected":"T1-911b6245dea0-1\nT2-911b6245dea0-1\nT3-911b6245dea0-1\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": 768918,
      "outputTokens": 7227,
      "cachedInputTokens": 675308,
      "totalTokens": 1451453,
      "reportedCostUsd": 0,
      "costStatus": "unpriced"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 116381,
      "leaseDurationMs": 120510,
      "leaseCount": 3,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.008953893000000001,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.008953893000000001,
    "observedAndEstimatedCostUsd": 0.008953893000000001,
    "complete": false
  },
  "rawUsage": {
    "runs": [
      {
        "runId": "1f2e3454-ed20-49dd-88d9-66f00aa901d3",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "provider": "openai",
          "costStatus": "unpriced",
          "billingType": "metered_api",
          "inputTokens": 83804,
          "usageSource": "per_run",
          "freshSession": true,
          "outputTokens": 1303,
          "sessionReused": false,
          "rawInputTokens": 83804,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": true,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:88315c42d373f4eeb5b0ca0ca32e709a86336cd052ce18be44c523ec654e1c02",
              "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:sha256:1f599bfc81c1970962ee3bc61988c47b9ae9c1fa3712f1b64e1daf95f9452a86",
              "workspaceReused": false,
              "activeWorkspaceId": "b7206690-1bad-456b-818d-289a1449d8a7",
              "changedCategories": [],
              "storedFingerprint": null,
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": null,
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": false
            }
          },
          "rawOutputTokens": 1303,
          "cachedInputTokens": 60489,
          "taskSessionReused": false,
          "persistedSessionId": "01a0a12f-6b43-7742-9b39-30700b5a104b",
          "rawCachedInputTokens": 60489,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "6bbf8e02-99e5-4e24-abce-2d7897615ef1",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "provider": "openai",
          "costStatus": "unpriced",
          "billingType": "metered_api",
          "inputTokens": 265412,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 2582,
          "sessionReused": true,
          "rawInputTokens": 265412,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:88315c42d373f4eeb5b0ca0ca32e709a86336cd052ce18be44c523ec654e1c02",
              "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:sha256:1f599bfc81c1970962ee3bc61988c47b9ae9c1fa3712f1b64e1daf95f9452a86",
              "workspaceReused": true,
              "activeWorkspaceId": "b7206690-1bad-456b-818d-289a1449d8a7",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:1f599bfc81c1970962ee3bc61988c47b9ae9c1fa3712f1b64e1daf95f9452a86",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "b7206690-1bad-456b-818d-289a1449d8a7",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 2582,
          "cachedInputTokens": 234215,
          "taskSessionReused": true,
          "persistedSessionId": "01a0a12f-6b43-7742-9b39-30700b5a104b",
          "rawCachedInputTokens": 234215,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "bdf7e309-5e0b-4d71-b755-ac797062beda",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "provider": "openai",
          "costStatus": "unpriced",
          "billingType": "metered_api",
          "inputTokens": 419702,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 3342,
          "sessionReused": true,
          "rawInputTokens": 419702,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:88315c42d373f4eeb5b0ca0ca32e709a86336cd052ce18be44c523ec654e1c02",
              "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:sha256:1f599bfc81c1970962ee3bc61988c47b9ae9c1fa3712f1b64e1daf95f9452a86",
              "workspaceReused": true,
              "activeWorkspaceId": "b7206690-1bad-456b-818d-289a1449d8a7",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:1f599bfc81c1970962ee3bc61988c47b9ae9c1fa3712f1b64e1daf95f9452a86",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "b7206690-1bad-456b-818d-289a1449d8a7",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 3342,
          "cachedInputTokens": 380604,
          "taskSessionReused": true,
          "persistedSessionId": "01a0a12f-6b43-7742-9b39-30700b5a104b",
          "rawCachedInputTokens": 380604,
          "sessionRotationReason": null
        }
      }
    ]
  }
}
Runner Codexnativecodex · gpt-5.6-sol
Daytona warm reusable sandboxdaytona · remote
Warm three-turn workspace continuity passed
Tokens537,128 in · 2,628 out433,039 cached · 3/3 runs covered
LLM spend$0.0000003/3 runs provider-priced
Execution$0.008868 est.1m 45s agent · 1m 59s lease
daytona-warm-continuity.runner-codex.daytona.warm-three-turn
Matchers and test context
Attempt
1
Duration
2m 41s
Agent runtime
1m 45s
Environment lease
1m 59s
Runtime
native
Provider
codex
Model
gpt-5.6-sol
Issue
RUN-1

All invariants passed

TurnRunLeaseSchedulerRun durationResponse
1 e926c39f-6a97-4124-a1bb-4f7348e083a2 created 294ms 52s 52s
2 72341ede-c3fe-418b-802b-32e0feaf0deb resumed 386ms 26s 26s
3 17d7f649-db1d-40ec-ad94-d8927c1a53e3 resumed 341ms 27s 28s
ResultMatcherExpectationDetail
Pass message_exact {"kind":"message_exact","expected":"PAPERCLIP_E2E_WARM_T3_0b52dc2eb172-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T1_0b52dc2eb172-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T2_0b52dc2eb172-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T3_0b52dc2eb172-1","count":1} matched
Pass message_ordered {"kind":"message_ordered","expected":["PAPERCLIP_E2E_WARM_T1_0b52dc2eb172-1","PAPERCLIP_E2E_WARM_T2_0b52dc2eb172-1","PAPERCLIP_E2E_WARM_T3_0b52dc2eb172-1"]} matched
Pass file_exact {"kind":"file_exact","path":"daytona-warm-0b52dc2eb172-1.txt","expected":"T1-0b52dc2eb172-1\nT2-0b52dc2eb172-1\nT3-0b52dc2eb172-1\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": 537128,
      "outputTokens": 2628,
      "cachedInputTokens": 433039,
      "totalTokens": 972795,
      "reportedCostUsd": 0,
      "costStatus": "reported"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 104952,
      "leaseDurationMs": 119349,
      "leaseCount": 3,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.0088676307,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.0088676307,
    "observedAndEstimatedCostUsd": 0.0088676307,
    "complete": true
  },
  "rawUsage": {
    "runs": [
      {
        "runId": "e926c39f-6a97-4124-a1bb-4f7348e083a2",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 62531,
          "usageSource": "per_run",
          "freshSession": true,
          "outputTokens": 422,
          "sessionReused": false,
          "rawInputTokens": 62531,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": true,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:787a7000ec9522e3469c244cce875f37b80649f8e798d470c49db2ec1a0b9f76",
              "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:sha256:8cbe0445cf9bf201f0eb03555e8a587846548a3c76a3bc189533e4899baf7f73",
              "workspaceReused": false,
              "activeWorkspaceId": "28456051-d7a4-45f9-80ff-293020e2a075",
              "changedCategories": [],
              "storedFingerprint": null,
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": null,
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": false
            }
          },
          "rawOutputTokens": 422,
          "cachedInputTokens": 41398,
          "taskSessionReused": false,
          "persistedSessionId": "01a0a12f-a00d-73e3-841b-82a76f5ff876",
          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 41398,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "72341ede-c3fe-418b-802b-32e0feaf0deb",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 164994,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 894,
          "sessionReused": true,
          "rawInputTokens": 164994,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:787a7000ec9522e3469c244cce875f37b80649f8e798d470c49db2ec1a0b9f76",
              "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:sha256:8cbe0445cf9bf201f0eb03555e8a587846548a3c76a3bc189533e4899baf7f73",
              "workspaceReused": true,
              "activeWorkspaceId": "28456051-d7a4-45f9-80ff-293020e2a075",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:8cbe0445cf9bf201f0eb03555e8a587846548a3c76a3bc189533e4899baf7f73",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "28456051-d7a4-45f9-80ff-293020e2a075",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 894,
          "cachedInputTokens": 130522,
          "taskSessionReused": true,
          "persistedSessionId": "01a0a12f-a00d-73e3-841b-82a76f5ff876",
          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 130522,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "17d7f649-db1d-40ec-ad94-d8927c1a53e3",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 309603,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 1312,
          "sessionReused": true,
          "rawInputTokens": 309603,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:787a7000ec9522e3469c244cce875f37b80649f8e798d470c49db2ec1a0b9f76",
              "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:sha256:8cbe0445cf9bf201f0eb03555e8a587846548a3c76a3bc189533e4899baf7f73",
              "workspaceReused": true,
              "activeWorkspaceId": "28456051-d7a4-45f9-80ff-293020e2a075",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:8cbe0445cf9bf201f0eb03555e8a587846548a3c76a3bc189533e4899baf7f73",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "28456051-d7a4-45f9-80ff-293020e2a075",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
            }
          },
          "rawOutputTokens": 1312,
          "cachedInputTokens": 261119,
          "taskSessionReused": true,
          "persistedSessionId": "01a0a12f-a00d-73e3-841b-82a76f5ff876",
          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 261119,
          "sessionRotationReason": null
        }
      }
    ]
  }
}

History

Campaign trends

No historical campaigns have been published yet.