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
7m 0sTest time
Runner E2E campaign status summary
1,505,564Input tokens
14,615Output tokens
1,372,887Cached tokens
$0.000000LLM reported subtotal
$0.0225Daytona list estimate
4m 42sAgent execution time
5m 3sDaytona 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
Tokens94,6546 input · 407 output
Cost$0.002876reported LLM + runtime estimate
Agent time39s39s 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 · 407 out94,241 cached · 1/1 runs covered
LLM spend$0.0000001/1 runs provider-priced
Execution$0.002876 est.39s agent · 39s lease
core-compatibility.runner-acpx-claude.daytona.message-marker
Matchers and test context
Attempt
1
Duration
1m 7s
Agent runtime
39s
Environment lease
39s
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_d1ddfd5908ca-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_OK_d1ddfd5908ca-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": 407,
      "cachedInputTokens": 94241,
      "totalTokens": 94654,
      "reportedCostUsd": 0,
      "costStatus": "reported"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 38976,
      "leaseDurationMs": 38711,
      "leaseCount": 1,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.0028762273,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.0028762273,
    "observedAndEstimatedCostUsd": 0.0028762273,
    "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": 407,
    "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:b27af6b822dc95a364a3a2e400da59f2ab1bb0d85aa0910fef3229e1730f36f5",
        "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:d61e956ae1096aa30f2f6b5cfc9ce65a120b01dfb153ae6dce6a84aad56c2e84",
        "workspaceReused": false,
        "activeWorkspaceId": null,
        "changedCategories": [],
        "storedFingerprint": null,
        "fingerprintVersion": 1,
        "inferredFingerprint": null,
        "previousWorkspaceId": null,
        "configSnapshotRefreshed": false,
        "storedFingerprintPresent": false
      }
    },
    "rawOutputTokens": 407,
    "cachedInputTokens": 94241,
    "taskSessionReused": false,
    "persistedSessionId": "8c5c6703-b443-4559-9bc1-bbf05f8685ab",
    "cacheAdjustedCostUsd": 0,
    "rawCachedInputTokens": 94241,
    "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
Tokens2,798,4121,505,558 input · 14,208 output
Cost$0.0196reported LLM + runtime estimate
Agent time4m 3s4m 24s 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
Tokens971,712 in · 11,586 out848,193 cached · 3/3 runs covered
LLM spendunpriced0/3 runs provider-priced
Execution$0.0110 est.2m 20s agent · 2m 28s lease
daytona-warm-continuity.legacy-codex.daytona.warm-three-turn
Matchers and test context
Attempt
1
Duration
3m 14s
Agent runtime
2m 20s
Environment lease
2m 28s
Runtime
legacy
Provider
codex
Model
gpt-5.6-sol
Issue
RUN-1

All invariants passed

TurnRunLeaseSchedulerRun durationResponse
1 4e3025cd-8e1e-49e9-8976-d57fa65cc6b4 created 268ms 1m 23s 1m 24s
2 f37f3b7d-f2be-4370-98af-89663afbd92b resumed 362ms 34s 34s
3 01c2134b-4812-4c40-988c-d41e398fc97b resumed 348ms 23s 24s
ResultMatcherExpectationDetail
Pass message_exact {"kind":"message_exact","expected":"PAPERCLIP_E2E_WARM_T3_384c320d2000-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T1_384c320d2000-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T2_384c320d2000-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T3_384c320d2000-1","count":1} matched
Pass message_ordered {"kind":"message_ordered","expected":["PAPERCLIP_E2E_WARM_T1_384c320d2000-1","PAPERCLIP_E2E_WARM_T2_384c320d2000-1","PAPERCLIP_E2E_WARM_T3_384c320d2000-1"]} matched
Pass file_exact {"kind":"file_exact","path":"daytona-warm-384c320d2000-1.txt","expected":"T1-384c320d2000-1\nT2-384c320d2000-1\nT3-384c320d2000-1\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
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      "runsWithTokenUsage": 3,
      "runsWithReportedCost": 0,
      "inputTokens": 971712,
      "outputTokens": 11586,
      "cachedInputTokens": 848193,
      "totalTokens": 1831491,
      "reportedCostUsd": 0,
      "costStatus": "unpriced"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 140050,
      "leaseDurationMs": 148328,
      "leaseCount": 3,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.011020770400000001,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.011020770400000001,
    "observedAndEstimatedCostUsd": 0.011020770400000001,
    "complete": false
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        "usage": {
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          "usageSource": "per_run",
          "freshSession": true,
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          "sessionReused": false,
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          "sessionRotated": false,
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          "rawOutputTokens": 2702,
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          "taskSessionReused": false,
          "persistedSessionId": "01a0a0f6-483a-7e30-91d7-788afe8ccd87",
          "rawCachedInputTokens": 108635,
          "sessionRotationReason": null
        }
      },
      {
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        "usage": {
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          "billingType": "metered_api",
          "inputTokens": 340006,
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              "changedCategories": [],
              "taskSessionReused": true,
              "fingerprintVersion": 1,
              "taskSessionAvailable": true,
              "storedFingerprintPresent": true
            },
            "version": 1,
            "workspace": {
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              "reasons": [],
              "categories": [
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                "projectWorkspace",
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              "reuseRequested": true,
              "nextFingerprint": "v1:sha256:e9dc37e58099ae46e5bcdcb308d9a400426d0494b68de856c772a545f6f872cb",
              "workspaceReused": true,
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              "changedCategories": [],
              "storedFingerprint": "v1:sha256:e9dc37e58099ae46e5bcdcb308d9a400426d0494b68de856c772a545f6f872cb",
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          "taskSessionReused": true,
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          "rawCachedInputTokens": 294811,
          "sessionRotationReason": null
        }
      },
      {
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        "usage": {
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          "costStatus": "unpriced",
          "billingType": "metered_api",
          "inputTokens": 497800,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 4823,
          "sessionReused": true,
          "rawInputTokens": 497800,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:ae1b0bb2db30815aca083e08d36263eeffbdfb4adce422ca36bc5ebbb175dcb0",
              "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:e9dc37e58099ae46e5bcdcb308d9a400426d0494b68de856c772a545f6f872cb",
              "workspaceReused": true,
              "activeWorkspaceId": "7bd4690c-45d7-48bb-85c5-b8b3528477c3",
              "changedCategories": [],
              "storedFingerprint": "v1:sha256:e9dc37e58099ae46e5bcdcb308d9a400426d0494b68de856c772a545f6f872cb",
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": "7bd4690c-45d7-48bb-85c5-b8b3528477c3",
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": true
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          },
          "rawOutputTokens": 4823,
          "cachedInputTokens": 444747,
          "taskSessionReused": true,
          "persistedSessionId": "01a0a0f6-483a-7e30-91d7-788afe8ccd87",
          "rawCachedInputTokens": 444747,
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}
Runner Codexnativecodex · gpt-5.6-sol
Daytona warm reusable sandboxdaytona · remote
Warm three-turn workspace continuity passed
Tokens533,846 in · 2,622 out430,453 cached · 3/3 runs covered
LLM spend$0.0000003/3 runs provider-priced
Execution$0.008610 est.1m 43s agent · 1m 56s lease
daytona-warm-continuity.runner-codex.daytona.warm-three-turn
Matchers and test context
Attempt
1
Duration
2m 39s
Agent runtime
1m 43s
Environment lease
1m 56s
Runtime
native
Provider
codex
Model
gpt-5.6-sol
Issue
RUN-1

All invariants passed

TurnRunLeaseSchedulerRun durationResponse
1 9cf1b2fd-7dfc-45e4-acf0-b7d52378832e created 298ms 50s 50s
2 8240574b-0f7e-4638-a606-79b5fdcb38bf resumed 292ms 28s 28s
3 48b528a7-5e74-4183-b52e-60e522fa79da resumed 509ms 25s 25s
ResultMatcherExpectationDetail
Pass message_exact {"kind":"message_exact","expected":"PAPERCLIP_E2E_WARM_T3_24ce02607db3-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T1_24ce02607db3-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T2_24ce02607db3-1","count":1} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_WARM_T3_24ce02607db3-1","count":1} matched
Pass message_ordered {"kind":"message_ordered","expected":["PAPERCLIP_E2E_WARM_T1_24ce02607db3-1","PAPERCLIP_E2E_WARM_T2_24ce02607db3-1","PAPERCLIP_E2E_WARM_T3_24ce02607db3-1"]} matched
Pass file_exact {"kind":"file_exact","path":"daytona-warm-24ce02607db3-1.txt","expected":"T1-24ce02607db3-1\nT2-24ce02607db3-1\nT3-24ce02607db3-1\n"} matched
Pass issue_status {"kind":"issue_status","expected":"done"} matched
Pass run_status {"kind":"run_status","expected":"succeeded"} matched
Pass runtime_mode {"kind":"runtime_mode","expected":"native"} matched
Pass environment {"kind":"environment","expected":"daytona"} matched
Usage and billing metadata
{
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      "runCount": 3,
      "runsWithTokenUsage": 3,
      "runsWithReportedCost": 3,
      "inputTokens": 533846,
      "outputTokens": 2622,
      "cachedInputTokens": 430453,
      "totalTokens": 966921,
      "reportedCostUsd": 0,
      "costStatus": "reported"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 102511,
      "leaseDurationMs": 115879,
      "leaseCount": 3,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.0086098097,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.0086098097,
    "observedAndEstimatedCostUsd": 0.0086098097,
    "complete": true
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  "rawUsage": {
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          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 62261,
          "usageSource": "per_run",
          "freshSession": true,
          "outputTokens": 430,
          "sessionReused": false,
          "rawInputTokens": 62261,
          "sessionRotated": false,
          "configFreshness": {
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              "resetReasons": [],
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              "fingerprintVersion": 1,
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              "storedFingerprintPresent": false
            },
            "version": 1,
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          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 129813,
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      },
      {
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          "sessionReused": true,
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          "sessionRotated": false,
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              "categories": [
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              "resetReasons": [],
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              "fingerprintVersion": 1,
              "taskSessionAvailable": true,
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            "version": 1,
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              "nextFingerprint": "v1:sha256:bde945fbe3cdc29cf1edc5acb3443713ac327b06eb2175b742347f19e175b132",
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}

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