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.

1/1Passed
0Failed
53sTest time
Runner E2E campaign status summary
13,012Input tokens
22Output tokens
12,840Cached tokens
$0.000000LLM reported subtotal
$0.002366Daytona list estimate
34sAgent execution time
32sDaytona lease time
1/1Runs provider-priced

Model spend is the provider-reported subtotal; unpriced or unavailable runs are excluded, never counted as free. Daytona runtime is a public-list-price estimate from captured lease time and pinned resources, before credits, discounts, storage allowance, or invoice adjustments. Local execution has no external runtime meter.

Test suite

Core Runner Compatibility

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

Pass rate100.0%1/1 passed
Tokens25,87413,012 input · 22 output
Cost$0.002366reported LLM + runtime estimate
Agent time34s32s 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 passed
Tokens13,012 in · 22 out12,840 cached · 1/1 runs covered
LLM spend$0.0000001/1 runs provider-priced
Execution$0.002366 est.34s agent · 32s lease
core-compatibility.runner-codex.daytona.message-marker
Matchers and test context
Attempt
1
Duration
53s
Agent runtime
34s
Environment lease
32s
Runtime
native
Provider
codex
Model
gpt-5.6-sol
Issue
RUN-1

All invariants passed

ResultMatcherExpectationDetail
Pass message_exact {"kind":"message_exact","expected":"PAPERCLIP_E2E_OK_edee76d0cbf9-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_OK_edee76d0cbf9-1","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": 13012,
      "outputTokens": 22,
      "cachedInputTokens": 12840,
      "totalTokens": 25874,
      "reportedCostUsd": 0,
      "costStatus": "reported"
    },
    "runtime": {
      "provider": "daytona",
      "agentRunDurationMs": 33865,
      "leaseDurationMs": 31842,
      "leaseCount": 1,
      "cpuCores": 4,
      "memoryGiB": 4,
      "diskGiB": 10,
      "estimatedListCostUsd": 0.0023658606,
      "costStatus": "estimated",
      "costSource": "daytona_public_list_price",
      "pricingAsOf": "2026-08-27",
      "pricingUrl": "https://www.daytona.io/pricing"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0.0023658606,
    "observedAndEstimatedCostUsd": 0.0023658606,
    "complete": true
  },
  "rawUsage": {
    "model": "gpt-5.6-sol",
    "biller": "openai",
    "costUsd": 0,
    "provider": "openai",
    "costStatus": "reported",
    "billingType": "unknown",
    "inputTokens": 13012,
    "usageSource": "per_run",
    "freshSession": true,
    "outputTokens": 22,
    "sessionReused": false,
    "rawInputTokens": 13012,
    "sessionRotated": false,
    "configFreshness": {
      "session": {
        "reset": true,
        "categories": [
          "adapter",
          "adapterConfig",
          "agentRuntimeConfig",
          "instructions",
          "issueOverrides",
          "workspaceConfig",
          "environment",
          "envBindings",
          "secrets",
          "runtimeSkills"
        ],
        "resetReasons": [],
        "nextFingerprint": "v1:sha256:cc9fe7802bda480522a306d5a92adf1cb7907bea441c87802c2f9c596aecc539",
        "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:f2d90659465f1a5d2e6681c263c02aaab60d3855475d4d397cb5a11b41809c3c",
        "workspaceReused": false,
        "activeWorkspaceId": null,
        "changedCategories": [],
        "storedFingerprint": null,
        "fingerprintVersion": 1,
        "inferredFingerprint": null,
        "previousWorkspaceId": null,
        "configSnapshotRefreshed": false,
        "storedFingerprintPresent": false
      }
    },
    "rawOutputTokens": 22,
    "cachedInputTokens": 12840,
    "taskSessionReused": false,
    "persistedSessionId": "01a07d78-7d19-7800-8792-b634723fdcae",
    "cacheAdjustedCostUsd": 0,
    "rawCachedInputTokens": 12840,
    "sessionRotationReason": null
  }
}
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 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.

Configuration matrix2 profiles · 1 environments · 0 selected
Agent profileDaytona warm reusable sandboxdaytona · remote
Legacy Codexlegacycodex · gpt-5.6-sol
Daytona warm reusable sandboxdaytona · remote
Warm three-turn workspace continuity not selected
daytona-warm-continuity.legacy-codex.daytona.warm-three-turn
Matchers and test context

Not selected

No matcher result was recorded.

Runner Codexnativecodex · gpt-5.6-sol
Daytona warm reusable sandboxdaytona · remote
Warm three-turn workspace continuity not selected
daytona-warm-continuity.runner-codex.daytona.warm-three-turn
Matchers and test context

Not selected

No matcher result was recorded.

History

Campaign trends

No historical campaigns have been published yet.

Screenshot evidence
Duration Tokens Tests