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. Visual evidence is retained in the access-controlled workflow artifact; public history contains inert structured evidence only.

2/2Passed
0Failed
2m 1sTest time
21,728Input tokens
785Output tokens
13,056Cached tokens
$0.001763LLM reported subtotal
$0.000000Daytona list estimate
1m 7sAgent execution time
0msDaytona lease time
1/4Runs 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%2/2 passed
Tokens35,56921,728 input · 785 output
Cost$0.001763reported LLM + runtime estimate
Agent time1m 7s0ms lease
Execution2/20 retries · cleanup passed
Configuration matrix7 profiles · 2 environments · 2 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 passed
Tokens21,728 in · 785 out13,056 cached · 1/1 runs covered
LLM spend$0.0017631/1 runs provider-priced
ExecutionLocal · not metered10s agent
core-compatibility.legacy-opencode.local.ask-question
Matchers and test context
Attempt
1
Duration
27s
Agent runtime
10s
Runtime
legacy
Provider
opencode
Model
openrouter/deepseek/deepseek-v4-flash-0731
Issue
RUN-1

All invariants passed

ResultMatcherExpectationDetail
Pass message_exact {"kind":"message_exact","expected":"E2E_ASK_12_2482b7d1433b-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"E2E_ASK_12_2482b7d1433b-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":"legacy"} matched
Pass environment {"kind":"environment","expected":"local"} matched
Usage and billing metadata
{
  "billing": {
    "llm": {
      "runCount": 1,
      "runsWithTokenUsage": 1,
      "runsWithReportedCost": 1,
      "inputTokens": 21728,
      "outputTokens": 785,
      "cachedInputTokens": 13056,
      "totalTokens": 35569,
      "reportedCostUsd": 0.001762516,
      "costStatus": "reported"
    },
    "runtime": {
      "provider": "local",
      "agentRunDurationMs": 9792,
      "leaseDurationMs": null,
      "leaseCount": 0,
      "costStatus": "not_metered",
      "costSource": "local_not_metered"
    },
    "reportedCostUsd": 0.001762516,
    "estimatedRuntimeCostUsd": 0,
    "observedAndEstimatedCostUsd": 0.001762516,
    "complete": true
  },
  "rawUsage": {
    "model": "openrouter/deepseek/deepseek-v4-flash-0731",
    "biller": "openrouter",
    "costUsd": 0.001762516,
    "provider": "openrouter",
    "costStatus": "reported",
    "billingType": "unknown",
    "inputTokens": 21728,
    "freshSession": true,
    "outputTokens": 785,
    "sessionReused": false,
    "rawInputTokens": 21728,
    "sessionRotated": false,
    "configFreshness": {
      "session": {
        "reset": true,
        "categories": [
          "adapter",
          "adapterConfig",
          "agentRuntimeConfig",
          "instructions",
          "issueOverrides",
          "workspaceConfig",
          "environment",
          "envBindings",
          "secrets",
          "runtimeSkills"
        ],
        "resetReasons": [],
        "nextFingerprint": "v1:sha256:2d8105bec15fc7d20938548a8d80aef9d452b5e740e5156e5461cb81af5ea87a",
        "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:fdfdc1df0e995ac2395f2e1eec8d79e77c3f2f8ac76c75ceb39954902a3a2623",
        "workspaceReused": false,
        "activeWorkspaceId": null,
        "changedCategories": [],
        "storedFingerprint": null,
        "fingerprintVersion": 1,
        "inferredFingerprint": null,
        "previousWorkspaceId": null,
        "configSnapshotRefreshed": false,
        "storedFingerprintPresent": false
      }
    },
    "rawOutputTokens": 785,
    "cachedInputTokens": 13056,
    "taskSessionReused": false,
    "persistedSessionId": "ses_f923ed441ffeQ42ZfNjspcOHNP",
    "cacheAdjustedCostUsd": 0.001762516,
    "rawCachedInputTokens": 13056,
    "sessionRotationReason": null
  }
}
Daytona sandboxdaytona · remote
Basic response not selected
core-compatibility.legacy-opencode.daytona.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.legacy-opencode.daytona.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.legacy-opencode.daytona.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Runner Codexnativecodex · gpt-5.6-sol
Isolated locallocal · local
Basic response not selected
core-compatibility.runner-codex.local.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.runner-codex.local.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.runner-codex.local.ask-question
Matchers and test context

Not selected

No matcher result was recorded.
Daytona sandboxdaytona · remote
Basic response not selected
core-compatibility.runner-codex.daytona.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.runner-codex.daytona.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.runner-codex.daytona.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Runner OpenCodenativeopencode · openrouter/deepseek/deepseek-v4-flash-0731
Isolated locallocal · local
Basic response not selected
core-compatibility.runner-opencode.local.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.runner-opencode.local.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.runner-opencode.local.ask-question
Matchers and test context

Not selected

No matcher result was recorded.
Daytona sandboxdaytona · remote
Basic response not selected
core-compatibility.runner-opencode.daytona.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.runner-opencode.daytona.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.runner-opencode.daytona.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Runner ACPX Claudenativeacpx · claude-sonnet-5
Isolated locallocal · local
Basic response not selected
core-compatibility.runner-acpx-claude.local.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.runner-acpx-claude.local.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.runner-acpx-claude.local.ask-question
Matchers and test context

Not selected

No matcher result was recorded.
Daytona sandboxdaytona · remote
Basic response not selected
core-compatibility.runner-acpx-claude.daytona.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement not selected
core-compatibility.runner-acpx-claude.daytona.plan-revise-accept
Matchers and test context

Not selected

No matcher result was recorded.

Ask mode question not selected
core-compatibility.runner-acpx-claude.daytona.ask-question
Matchers and test context

Not selected

No matcher result was recorded.

Runner ACPX Codexnativeacpx · gpt-5.6-sol
Isolated locallocal · local
Basic response not selected
core-compatibility.runner-acpx-codex.local.message-marker
Matchers and test context

Not selected

No matcher result was recorded.

Plan, revise, accept, implement passed
Tokens0 in · 0 out0 cached · 0/3 runs covered
LLM spendunavailable0/3 runs provider-priced
ExecutionLocal · not metered58s agent
core-compatibility.runner-acpx-codex.local.plan-revise-accept
Matchers and test context
Attempt
1
Duration
1m 34s
Agent runtime
58s
Runtime
native
Provider
acpx
Model
gpt-5.6-sol
Issue
RUN-1

All invariants passed

ResultMatcherExpectationDetail
Pass message_exact {"kind":"message_exact","expected":"PAPERCLIP_E2E_PLAN_DONE_d7b989f28495-1"} matched
Pass message_occurrences {"kind":"message_occurrences","expected":"PAPERCLIP_E2E_PLAN_DONE_d7b989f28495-1","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":"local"} matched
Usage and billing metadata
{
  "billing": {
    "llm": {
      "runCount": 3,
      "runsWithTokenUsage": 0,
      "runsWithReportedCost": 0,
      "inputTokens": 0,
      "outputTokens": 0,
      "cachedInputTokens": 0,
      "totalTokens": 0,
      "reportedCostUsd": 0,
      "costStatus": "unavailable"
    },
    "runtime": {
      "provider": "local",
      "agentRunDurationMs": 57528,
      "leaseDurationMs": null,
      "leaseCount": 0,
      "costStatus": "not_metered",
      "costSource": "local_not_metered"
    },
    "reportedCostUsd": 0,
    "estimatedRuntimeCostUsd": 0,
    "observedAndEstimatedCostUsd": 0,
    "complete": false
  },
  "rawUsage": {
    "runs": [
      {
        "runId": "de6c05f7-1185-497b-b5f4-b21922941684",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 0,
          "usageSource": "per_run",
          "freshSession": true,
          "outputTokens": 0,
          "sessionReused": false,
          "rawInputTokens": 0,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": true,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:7143331e2857463a74f4c51c672c74faa2053315e5f5b1a6031267b8073fba73",
              "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:fab2b35de1f2884baf9023ea6d89aaa06820c26890d2cf0d82a3006190ca4624",
              "workspaceReused": false,
              "activeWorkspaceId": null,
              "changedCategories": [],
              "storedFingerprint": null,
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": null,
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": false
            }
          },
          "rawOutputTokens": 0,
          "cachedInputTokens": 0,
          "taskSessionReused": false,
          "persistedSessionId": "01a06dc1-8a26-72c1-aa15-80e7b45b3c8f",
          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 0,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "48098685-c0ad-4775-89f8-60b55688a572",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 0,
          "usageSource": "per_run",
          "freshSession": false,
          "outputTokens": 0,
          "sessionReused": true,
          "rawInputTokens": 0,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": false,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [],
              "nextFingerprint": "v1:sha256:7143331e2857463a74f4c51c672c74faa2053315e5f5b1a6031267b8073fba73",
              "changedCategories": [],
              "taskSessionReused": true,
              "fingerprintVersion": 1,
              "taskSessionAvailable": true,
              "storedFingerprintPresent": true
            },
            "version": 1,
            "workspace": {
              "action": "create",
              "reasons": [],
              "categories": [
                "mode",
                "projectWorkspace",
                "strategy",
                "repo",
                "lifecycleCommands",
                "runtimeServices",
                "environment",
                "realization"
              ],
              "reuseRequested": false,
              "nextFingerprint": "v1:sha256:fab2b35de1f2884baf9023ea6d89aaa06820c26890d2cf0d82a3006190ca4624",
              "workspaceReused": false,
              "activeWorkspaceId": null,
              "changedCategories": [],
              "storedFingerprint": null,
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": null,
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": false
            }
          },
          "rawOutputTokens": 0,
          "cachedInputTokens": 0,
          "taskSessionReused": true,
          "persistedSessionId": "01a06dc1-8a26-72c1-aa15-80e7b45b3c8f",
          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 0,
          "sessionRotationReason": null
        }
      },
      {
        "runId": "41b03160-9209-4185-be77-7e1349feae37",
        "usage": {
          "model": "gpt-5.6-sol",
          "biller": "openai",
          "costUsd": 0,
          "provider": "openai",
          "costStatus": "reported",
          "billingType": "unknown",
          "inputTokens": 0,
          "usageSource": "per_run",
          "freshSession": true,
          "outputTokens": 0,
          "sessionReused": false,
          "rawInputTokens": 0,
          "sessionRotated": false,
          "configFreshness": {
            "session": {
              "reset": true,
              "categories": [
                "adapter",
                "adapterConfig",
                "agentRuntimeConfig",
                "instructions",
                "issueOverrides",
                "workspaceConfig",
                "environment",
                "envBindings",
                "secrets",
                "runtimeSkills"
              ],
              "resetReasons": [
                "effective run configuration changed: adapter config",
                "forceFreshSession was requested"
              ],
              "nextFingerprint": "v1:sha256:9871c69b70d96e838a2c7e70c1d224d90f79221cecc7db920e08392570e2edaa",
              "changedCategories": [
                "adapterConfig"
              ],
              "taskSessionReused": false,
              "fingerprintVersion": 1,
              "taskSessionAvailable": true,
              "storedFingerprintPresent": true
            },
            "version": 1,
            "workspace": {
              "action": "create",
              "reasons": [],
              "categories": [
                "mode",
                "projectWorkspace",
                "strategy",
                "repo",
                "lifecycleCommands",
                "runtimeServices",
                "environment",
                "realization"
              ],
              "reuseRequested": false,
              "nextFingerprint": "v1:sha256:fab2b35de1f2884baf9023ea6d89aaa06820c26890d2cf0d82a3006190ca4624",
              "workspaceReused": false,
              "activeWorkspaceId": null,
              "changedCategories": [],
              "storedFingerprint": null,
              "fingerprintVersion": 1,
              "inferredFingerprint": null,
              "previousWorkspaceId": null,
              "configSnapshotRefreshed": false,
              "storedFingerprintPresent": false
            }
          },
          "rawOutputTokens": 0,
          "cachedInputTokens": 0,
          "taskSessionReused": false,
          "persistedSessionId": "01a06dc2-62d3-76b1-b7b3-71526aa44478",
          "cacheAdjustedCostUsd": 0,
          "rawCachedInputTokens": 0,
          "sessionRotationReason": null
        }
      }
    ]
  }
}
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
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#3 Tencent HY 3nativeopencode · openrouter/tencent/hy3
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#4 Nemotron 3 Ultra 550B A55B (free)nativeopencode · openrouter/nvidia/nemotron-3-ultra-550b-a55b:free
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#5 GPT-5.6 Lunanativeopencode · openrouter/openai/gpt-5.6-luna
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