PRYAJA3 Run

расскажи подробнее что за изменение кода? зачем оно?

Full run report surface: plan, LangGraph checkpoints, step evaluations, tools, artifacts, approvals, costs and trace links.

Run state

Canonical status, graph runtime state and live progress.

Status
completed
Mode
chat
Difficulty
complex
Execution
degraded
Plan steps
3
Step runs
3
Tool calls
20
Approvals
0
Artifacts
14
Subtasks
0
Browser artifacts
1
Cost rows
4
completedlanggraphtarget-worker-minimal-recovery-v1canonical-worker-v3Open task cardOpen JSON reportOpen Markdown reportOpen trace JSONOpen Phoenix trace
Canonical worker completed and persisted the final result.

Identity and task binding

The channel/user/thread/task context selected before strategy execution.

Run ID
run-cbed1ca8
Task ID
task-d3b4157c
User
Sergey (user-c2bd75c8)
Thread
Task progress (thread-c87de37f)
Started
17 апр. 2026 г., 14:54
Completed
17 апр. 2026 г., 14:56
Updated
17 апр. 2026 г., 14:56
Final answer
В текущих вводных данных нет информации о каких-либо изменениях в коде. Наш текущий рабочий контекст полностью сфокусирован на задаче по созданию вишлиста на день рождения (поиск подарков, проверка цен и оригинальности, а также подбор альтернативы сервису Lester Wish). Чтобы я мог провести технический анализ и детально объяснить суть и назначение изменений кода, пожалуйста, предоставьте сам фрагмент, ссылку на репозиторий (коммит или пулл-реквест) или уточните, о каком именно проекте идет речь. Как только данные будут получены, я выполню разбор.

Dynamic subtask graph

Capability-first DAG for external “do it end-to-end” workflows: employees, required capabilities, candidate MCP/tools and blockers.

Agentic workflow
off
Subtasks
0
Capabilities
0
Credentials
0
Browser/MCP artifacts
1
Source
n/a
No dynamic subtask graph is linked to this run.
Credential requests and browser/MCP evidence
{
  "credential_requests": [],
  "browser_artifacts": [
    {
      "artifact_id": "artifact-5ed1cfb8cc54",
      "kind": "browser_session",
      "uri": "urn:pryaja3:artifact:browser-session:run-cbed1ca8:WORK-1",
      "metadata": {
        "session": {
          "session_id": "browser-session-22c63bb9fc55",
          "user_id": "user-c2bd75c8",
          "service_domain": "external-service",
          "profile_scope": "user_service",
          "state_uri": "urn:pryaja3:vault:browser-session:browser-session-22c63bb9fc55",
          "created_by_run_id": "run-cbed1ca8",
          "sensitivity": "secret",
          "expires_at": null,
          "prompt_visibility": "redacted"
        },
        "vault_policy": "state_uri is redacted; cookies/passwords are never written to normal memory or LLM-visible artifacts"
      }
    }
  ]
}

Agent handoff timeline

Visual path through strategy roles, from intake to tools, evaluation, approval and finish.

intake->plannerINTAKE-1completed
Понять цель запроса и проверить корректность привязки к цепочке.
tools: [object Object] · impact: positive
planner->memoryWORK-1completed
Выполнить задачу в рамках доступных инструментов и бюджета.
tools: [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object] · impact: positive
memory->finishMEMORY-1completed
Сохранить релевантные обновления памяти и эпизод взаимодействия.
tools: [object Object] · impact: positive

PlanSpec

Planner output that was executed by the graph runtime.

Plan ID
plan-e3d4b7b8
Version
target-worker-minimal-recovery-v1
Goal
No goal.
Source
planner_minimal_recovery
Step budget
Replans
1
INTAKE-1completedchat1 tool calls
Понять цель запроса и проверить корректность привязки к цепочке.
goal clarified; thread binding preserved
context.inspect
WORK-1completedchat18 tool calls
Выполнить задачу в рамках доступных инструментов и бюджета.
user gets a useful result; limits are explicit
browser.session.vaultcontext.inspectartifact.writecredential.requestexternal.action.policyhuman.approvalmcp.catalog.searchmemory.extractoperator.active_runsoperator.agents
MEMORY-1completedchat1 tool calls
Сохранить релевантные обновления памяти и эпизод взаимодействия.
memory write prepared; future continuation is easier
memory.extract

Tool calls

Concrete tool executions with policy decisions, status, evidence and errors.

context.inspectcompletedINTAKE-1
policy: allow
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:54
completed:
No output summary stored.
browser.session.vaultcompletedWORK-1
policy: allow
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
No output summary stored.
context.inspectcompletedWORK-1
policy: allow
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
No output summary stored.
artifact.writecompletedWORK-1
policy: allow
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
No output summary stored.
credential.requestskippedWORK-1
policy: allow
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
No output summary stored.
external.action.policyskippedWORK-1
policy: deny
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
{"reason": "tool_call_budget_exceeded", "tool_call_budget": 4, "step_id": "WORK-1"}
human.approvalskippedWORK-1
policy: deny
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
{"reason": "tool_call_budget_exceeded", "tool_call_budget": 4, "step_id": "WORK-1"}
mcp.catalog.searchskippedWORK-1
policy: deny
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
{"reason": "tool_call_budget_exceeded", "tool_call_budget": 4, "step_id": "WORK-1"}
memory.extractskippedWORK-1
policy: deny
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
{"reason": "tool_call_budget_exceeded", "tool_call_budget": 4, "step_id": "WORK-1"}
operator.active_runsskippedWORK-1
policy: deny
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
{"reason": "tool_call_budget_exceeded", "tool_call_budget": 4, "step_id": "WORK-1"}
operator.agentsskippedWORK-1
policy: deny
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
{"reason": "tool_call_budget_exceeded", "tool_call_budget": 4, "step_id": "WORK-1"}
operator.approvalsskippedWORK-1
policy: deny
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
{"reason": "tool_call_budget_exceeded", "tool_call_budget": 4, "step_id": "WORK-1"}
operator.memoryskippedWORK-1
policy: deny
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
{"reason": "tool_call_budget_exceeded", "tool_call_budget": 4, "step_id": "WORK-1"}
operator.openprojectskippedWORK-1
policy: deny
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
{"reason": "tool_call_budget_exceeded", "tool_call_budget": 4, "step_id": "WORK-1"}
operator.runsskippedWORK-1
policy: deny
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
{"reason": "tool_call_budget_exceeded", "tool_call_budget": 4, "step_id": "WORK-1"}
operator.system_overviewskippedWORK-1
policy: deny
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
{"reason": "tool_call_budget_exceeded", "tool_call_budget": 4, "step_id": "WORK-1"}
operator.tasksskippedWORK-1
policy: deny
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
{"reason": "tool_call_budget_exceeded", "tool_call_budget": 4, "step_id": "WORK-1"}
operator.tracesskippedWORK-1
policy: deny
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
{"reason": "tool_call_budget_exceeded", "tool_call_budget": 4, "step_id": "WORK-1"}
operator.usersskippedWORK-1
policy: deny
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
{"reason": "tool_call_budget_exceeded", "tool_call_budget": 4, "step_id": "WORK-1"}
memory.extractcompletedMEMORY-1
policy: allow
risk: unknown
side effect: unknown
started: 17 апр. 2026 г., 14:55
completed:
No output summary stored.

LangGraph checkpoint and hooks

Execution coordinates, checkpoints and hook counts.

Checkpoint backend
file_json
Checkpoint ns
execution
Completed steps
3
Trace events
51
Trace tools
20
Trace replans
0
{
  "checkpoint_state": {
    "resume_supported": true,
    "completed_step_ids": [
      "INTAKE-1",
      "WORK-1",
      "MEMORY-1"
    ],
    "last_step_id": "MEMORY-1",
    "backend": "file_json",
    "thread_id": "run-cbed1ca8",
    "checkpoint_ns": "execution",
    "checkpoint_id": "1f13a6d6-ee95-63f0-8007-60f3d43755ec",
    "checkpoint_path": "/checkpoints/langgraph/langgraph-checkpoints.json",
    "phase": "completed",
    "approval_state": "not_required",
    "post_execution_backend": "file_json",
    "post_execution_thread_id": "run-cbed1ca8",
    "post_execution_checkpoint_ns": "post_execution",
    "post_execution_checkpoint_id": "1f13a6d8-7d52-63cb-800e-b2227129cc75",
    "post_execution_checkpoint_parent_id": "1f13a6d8-7d4f-6134-800d-8a846dac2889",
    "post_execution_checkpoint_path": "/checkpoints/langgraph/langgraph-checkpoints.json"
  },
  "graph_runtime": {
    "engine": "langgraph",
    "visited_nodes": [
      "select_step",
      "execute_step",
      "select_step",
      "execute_step",
      "select_step",
      "execute_step",
      "select_step"
    ],
    "post_execution_visited_nodes": [
      "evaluate_post_execution",
      "decide_replan",
      "collect_approvals",
      "evaluate_promotion_gate",
      "finalize_post_execution"
    ],
    "post_execution_phase": "completed",
    "post_execution_canonical_status": "completed"
  },
  "hook_counts": {
    "before_step": 5,
    "after_step": 5,
    "before_tool": 20,
    "after_tool": 20,
    "on_finish": 1
  }
}

Routing and memory context

Auto-context selection, memory read/write sets and context pack size.

Route
continue_existing
Decision
heuristic_threshold_degraded
Memory reads
0
Memory writes
0
Selected memory
12
Graph items
15
{
  "route_evidence": {
    "message_preview": "расскажи подробнее что за изменение кода? зачем оно?",
    "looks_like_followup": false,
    "reply_thread_id": null,
    "query_semantic_tokens": [
      "зачем",
      "изменени",
      "изменение",
      "кода",
      "оно",
      "подробне",
      "подробнее",
      "расскаж",
      "расскажи",
      "что"
    ],
    "candidate_count": 21,
    "selected_candidate": {
      "thread_id": "thread-c87de37f",
      "title": "Task progress",
      "score": 1867,
      "support_score": 1754,
      "support_sources": [
        "memory",
        "task",
        "context"
      ],
      "matched_tokens": [
        "зачем",
        "расскаж",
        "расскажи",
        "что"
      ],
      "matched_graph_labels": []
    },
    "top_candidates": [
      {
        "thread_id": "thread-c87de37f",
        "title": "Task progress",
        "score": 1867,
        "support_score": 1754,
        "support_sources": [
          "memory",
          "task",
          "context"
        ],
        "matched_tokens": [
          "зачем",
          "расскаж",
          "расскажи",
          "что"
        ],
        "matched_graph_labels": []
      },
      {
        "thread_id": "thread-18a8d854",
        "title": "Human approval queue",
        "score": 841,
        "support_score": 803,
        "support_sources": [
          "memory",
          "task",
          "context"
        ],
        "matched_tokens": [
          "что"
        ],
        "matched_graph_labels": []
      },
      {
        "thread_id": "thread-91d440ff",
        "title": "Мне в глаз попало несколько капель брызгами от средства ph up для гидропонной ф…",
        "score": 588,
        "support_score": 538,
        "support_sources": [
          "memory",
          "task",
          "context"
        ],
        "matched_tokens": [
          "что"
        ],
        "matched_graph_labels": []
      },
      {
        "thread_id": "thread-ab4f8821",
        "title": "Human approval queue",
        "score": 139,
        "support_score": 76,
        "support_sources": [
          "task",
          "context"
        ],
        "matched_tokens": [
          "расскаж",
          "расскажи"
        ],
        "matched_graph_labels": []
      },
      {
        "thread_id": "thread-83aa444d",
        "title": "Human approval queue",
        "score": 139,
        "support_score": 76,
        "support_sources": [
          "task",
          "context"
        ],
        "matched_tokens": [
          "расскаж",
          "расскажи"
        ],
        "matched_graph_labels": []
      }
    ],
    "judge_error": "The read operation timed out"
  },
  "context_pack": {
    "selected_memory_count": 12,
    "graph_count": 15,
    "message_count": 1
  },
  "degraded_flags": [
    "heuristic_route_threshold",
    "route_model_judge_failed",
    "planner_recovered_after_internal_error"
  ],
  "hard_degraded_flags": [
    "heuristic_route_threshold",
    "route_model_judge_failed"
  ]
}

Approvals and promotion

Human gates, child verification runs and promotion state.

Approvals
0
Promotion state
not required
Ready for merge
no
Family runs
1
Child runs
0
Approval child runs
0
No approvals are linked to this run.

Artifacts, costs and audit

Operational evidence that the run produced.

Artifacts
14
Costs
4
Audit events
99
Phoenix spans
26
orchestration_trace
urn:pryaja3:artifact:trace:run-cbed1ca8
phoenix_trace_export
urn:pryaja3:artifact:phoenix-trace:run-cbed1ca8
plan_recovery
urn:pryaja3:artifact:plan-recovery:run-cbed1ca8
step_run_snapshot
urn:pryaja3:artifact:step-run:run-cbed1ca8:INTAKE-1
engineering_report
urn:pryaja3:artifact:engineering-report:run-cbed1ca8:WORK-1
browser_session
urn:pryaja3:artifact:browser-session:run-cbed1ca8:WORK-1
step_run_snapshot
urn:pryaja3:artifact:step-run:run-cbed1ca8:WORK-1
step_run_snapshot
urn:pryaja3:artifact:step-run:run-cbed1ca8:MEMORY-1
llm_prompt
urn:pryaja3:artifact:llm-prompt:run-cbed1ca8:answer
llm_response
urn:pryaja3:artifact:llm-response:run-cbed1ca8:answer
llm_prompt
urn:pryaja3:artifact:llm-prompt:run-cbed1ca8:memory
llm_response
urn:pryaja3:artifact:llm-response:run-cbed1ca8:memory

Raw run metadata

Low-level diagnostics for engineering/debug review.

{
  "source": "target-runtime",
  "route_type": "continue_existing",
  "decision_source": "heuristic_threshold_degraded",
  "candidate_retrieval_strategy": "semantic_graph_ranker_v3",
  "route_evidence": {
    "message_preview": "расскажи подробнее что за изменение кода? зачем оно?",
    "looks_like_followup": false,
    "reply_thread_id": null,
    "query_semantic_tokens": [
      "зачем",
      "изменени",
      "изменение",
      "кода",
      "оно",
      "подробне",
      "подробнее",
      "расскаж",
      "расскажи",
      "что"
    ],
    "candidate_count": 21,
    "selected_candidate": {
      "thread_id": "thread-c87de37f",
      "title": "Task progress",
      "score": 1867,
      "support_score": 1754,
      "support_sources": [
        "memory",
        "task",
        "context"
      ],
      "matched_tokens": [
        "зачем",
        "расскаж",
        "расскажи",
        "что"
      ],
      "matched_graph_labels": []
    },
    "top_candidates": [
      {
        "thread_id": "thread-c87de37f",
        "title": "Task progress",
        "score": 1867,
        "support_score": 1754,
        "support_sources": [
          "memory",
          "task",
          "context"
        ],
        "matched_tokens": [
          "зачем",
          "расскаж",
          "расскажи",
          "что"
        ],
        "matched_graph_labels": []
      },
      {
        "thread_id": "thread-18a8d854",
        "title": "Human approval queue",
        "score": 841,
        "support_score": 803,
        "support_sources": [
          "memory",
          "task",
          "context"
        ],
        "matched_tokens": [
          "что"
        ],
        "matched_graph_labels": []
      },
      {
        "thread_id": "thread-91d440ff",
        "title": "Мне в глаз попало несколько капель брызгами от средства ph up для гидропонной ф…",
        "score": 588,
        "support_score": 538,
        "support_sources": [
          "memory",
          "task",
          "context"
        ],
        "matched_tokens": [
          "что"
        ],
        "matched_graph_labels": []
      },
      {
        "thread_id": "thread-ab4f8821",
        "title": "Human approval queue",
        "score": 139,
        "support_score": 76,
        "support_sources": [
          "task",
          "context"
        ],
        "matched_tokens": [
          "расскаж",
          "расскажи"
        ],
        "matched_graph_labels": []
      },
      {
        "thread_id": "thread-83aa444d",
        "title": "Human approval queue",
        "score": 139,
        "support_score": 76,
        "support_sources": [
          "task",
          "context"
        ],
        "matched_tokens": [
          "расскаж",
          "расскажи"
        ],
        "matched_graph_labels": []
      }
    ],
    "judge_error": "The read operation timed out"
  },
  "degraded_flags": [
    "heuristic_route_threshold",
    "route_model_judge_failed",
    "planner_recovered_after_internal_error"
  ],
  "source_message_id": "672",
  "reply_to_message_id": null,
  "ingress_metadata": {
    "telegramChatId": 613610837,
    "telegramUsername": "Myasnikov_S",
    "telegramFirstName": "Sergey",
    "sourceMessageId": "672",
    "userId": "telegram:613610837",
    "agentMode": "chat",
    "agentDifficulty": "complex",
    "currentDate": "2026-04-17",
    "channelIdentity": {
      "userId": "telegram:613610837",
      "channel": "telegram",
      "externalUserId": "613610837",
      "externalChatId": "613610837",
      "username": "Myasnikov_S",
      "displayName": "Sergey",
      "metadata": {
        "telegramChatId": 613610837,
        "telegramUsername": "Myasnikov_S",
        "telegramFirstName": "Sergey"
      },
      "linkedAt": "2026-04-07T15:22:19.189Z",
      "updatedAt": "2026-04-17T14:53:50.167Z"
    },
    "ingress_source": "telegram",
    "telegram_source_user_id": "613610837",
    "telegram_chat_id": "613610837",
    "telegram_source_message_id": "672",
    "telegram_reply_to_message_id": null,
    "reply_thread_binding_resolved": false,
    "telegram_reply_delivery": null,
    "telegram_reply_delivery_source": null,
    "reply_approval_id": null,
    "request_id": "req-d8f1b08fce924268",
    "trace_id": "trace-f3d81c6ac5e64512",
    "request_run_id": null,
    "request_path": "https://pryaja.uvvu.ru/traces/phoenix/v1/telegram/ingress/execute",
    "operator_intent_classification": {
      "route_type": "none",
      "confidence": 0,
      "reason": "llm_error:JSONDecodeError"
    }
  },
  "request_id": "req-d8f1b08fce924268",
  "trace_id": "trace-f3d81c6ac5e64512",
  "request_path": "https://pryaja.uvvu.ru/traces/phoenix/v1/telegram/ingress/execute",
  "recorded_at": "2026-04-17T14:56:27.519323+00:00",
  "current_date": "2026-04-17",
  "message": "расскажи подробнее что за изменение кода? зачем оно?",
  "message_length": 52,
  "worker_id": "worker-1",
  "runtime_path": "canonical-worker-v3",
  "current_stage": "worker.completed",
  "progress_percent": 100,
  "progress_summary": "Canonical worker completed and persisted the final result.",
  "current_step_id": null,
  "last_progress_at": "2026-04-17T14:56:27.519323+00:00",
  "selected_memory_count": 12,
  "graph_count": 15,
  "message_count": 1,
  "agentic_workflow_decision": {
    "enabled": false,
    "confidence": 0.95,
    "workflow_kind": "code_explanation",
    "objective": "Explain the details and purpose of the code change mentioned in the context.",
    "reason": "The user is asking a follow-up question to understand a specific code change and its rationale. This does not require an external agentic workflow, but rather a conversational explanation based on the context.",
    "required_capabilities": [],
    "capability_needs": [],
    "policy_constraints": {
      "risk_flags": [],
      "required_human_input": [],
      "human_gate_only_if": []
    },
    "service_candidates": [],
    "must_create_subtask_graph": false,
    "must_use_mcp_or_browser_if_available": false,
    "must_verify_external_result": false,
    "must_not_claim_done_without_artifact": false,
    "operator_overview": false,
    "development_patch_proposal": false,
    "lightweight_strategy": true,
    "source_grounded_answer": true,
    "decision_notes": [
      "User is asking for an explanation of a code change.",
      "No external actions required.",
      "Lightweight conversational response grounded in the context of the code change."
    ],
    "source": "llm_semantic_classifier",
    "model": "gemini-3.1-pro-preview",
    "json_repaired": false
  },
  "timeout_scope": "answer",
  "timeout_budget_ms": 135000,
  "timeout_deadline_at": "2026-04-17T14:57:55.738678+00:00",
  "heartbeat_seq": 2,
  "heartbeat_scope": "answer",
  "heartbeat_at": "2026-04-17T14:55:50.777939+00:00",
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