mid-conversation-effort-example changedbuild-with-claude/mid-conversation-effort-example
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Lines+64added
Lines−48removed
From line
40
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First seen
14 Aug 2026
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Recorded edits11to this page, all time
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from line 40, old and new numbered
/
from line 40
4040 MODEL = "claude-opus-5-5"
4141 EFFORT = "xhigh"
4242
43 SYSTEM_PROMPT = "You are a helpful general-purpose agent. Answer the user's request directly."
43 SYSTEM_PROMPT = (
44 "You are a helpful general-purpose agent. Answer the user's request directly."
45 )
4446
4547 REQUEST_TIMEOUT_SECONDS = 600
4648 BASH_TIMEOUT_SECONDS = 60
from line 164
162164 }
163165 return normal
164166 }
165
166167 ```
167168
168169 ```java Java
from line 284
283284 "description for standing consent, granularity guidance, and quality patterns. Work solo "
284285 "only on conversational or trivial turns."
285286 )
286 MODE_REFRESH = (
287 "Orchestration mode is still on. Use the Workflow tool; see its standing consent section."
288 )
287 MODE_REFRESH = "Orchestration mode is still on. Use the Workflow tool; see its standing consent section."
289288 MODE_EXIT = (
290289 "Orchestration mode is off. The Workflow tool's standard opt-in rule applies again."
291290 )
from line 326
327326 modeRefresh = "Orchestration mode is still on. Use the Workflow tool; see its standing consent section."
328327 modeExit = "Orchestration mode is off. The Workflow tool's standard opt-in rule applies again."
329328 )
330
331329 ```
332330
333331 ```java Java
from line 420
422420 "input_schema": {
423421 "type": "object",
424422 "properties": {
425 "summary": {"type": "string", "description": "Two or three sentences of synthesis"},
423 "summary": {
424 "type": "string",
425 "description": "Two or three sentences of synthesis",
426 },
426427 "findings": {
427428 "type": "array",
428429 "items": {
429430 "type": "object",
430431 "properties": {
431 "claim": {"type": "string", "description": "The finding, one sentence"},
432 "claim": {
433 "type": "string",
434 "description": "The finding, one sentence",
435 },
432436 "evidence": {
433437 "type": "string",
434438 "description": "How it was verified (file, line, or command output)",
435439 },
436 "severity": {"type": "string", "enum": ["high", "medium", "low", "info"]},
440 "severity": {
441 "type": "string",
442 "enum": ["high", "medium", "low", "info"],
443 },
437444 },
438445 "required": ["claim", "evidence", "severity"],
439446 },
from line 472
465472 "opt-in is standing. Author and run a workflow for every substantive task by default, " +
466473 "and lean toward verifying findings adversarially. Work solo only on conversational " +
467474 "turns or trivial mechanical edits. When a system message says the mode is off, " +
468 "revert to the opt-in rule above.",
475 "revert to the opt-in rule above."
469476 ].join("\n\n"),
470477 input_schema: {
471478 type: "object",
from line 480
473480 subtasks: {
474481 type: "array",
475482 items: { type: "string" },
476 description: "Independent subtask prompts to run as parallel agents",
477 },
483 description: "Independent subtask prompts to run as parallel agents"
484 }
478485 },
479 required: ["subtasks"],
480 },
486 required: ["subtasks"]
487 }
481488 };
482489
483490 const BASH_TOOL: Anthropic.ToolBash20250124 = { type: "bash_20250124", name: "bash" };
from line 506
499506 claim: { type: "string", description: "The finding, one sentence" },
500507 evidence: {
501508 type: "string",
502 description: "How it was verified (file, line, or command output)",
509 description: "How it was verified (file, line, or command output)"
503510 },
504 severity: { type: "string", enum: ["high", "medium", "low", "info"] },
511 severity: { type: "string", enum: ["high", "medium", "low", "info"] }
505512 },
506 required: ["claim", "evidence", "severity"],
507 },
508 },
513 required: ["claim", "evidence", "severity"]
514 }
515 }
509516 },
510 required: ["summary", "findings"],
511 },
517 required: ["summary", "findings"]
518 }
512519 };
513520 ```
514521
from line 658
651658 },
652659 },
653660 }
654
655661 ```
656662
657663 ```java Java
from line 902
896902 return f"command timed out after {BASH_TIMEOUT_SECONDS}s", True
897903 output = (proc.stdout + proc.stderr).strip() or "(no output)"
898904 if len(output) > TOOL_RESULT_MAX_CHARS:
899 output = output[:TOOL_RESULT_MAX_CHARS] + f"\n(truncated at {TOOL_RESULT_MAX_CHARS} chars)"
905 output = (
906 output[:TOOL_RESULT_MAX_CHARS]
907 + f"\n(truncated at {TOOL_RESULT_MAX_CHARS} chars)"
908 )
900909 if proc.returncode != 0:
901910 output = f"(exit code {proc.returncode})\n{output}"
902911 return output, proc.returncode != 0
from line 936
927936 return n if n < 2 else fib(n - 1) + fib(n - 2)
928937
929938 print(fib(10))
930 `,
939 `
931940 );
932941 }
933942
from line 947
938947 shell: "/bin/bash",
939948 cwd: WORK_DIR,
940949 timeout: BASH_TIMEOUT_SECONDS * 1000,
941 maxBuffer: 16 * 1024 * 1024,
950 maxBuffer: 16 * 1024 * 1024
942951 };
943952 return new Promise((resolve) => {
944953 exec(command, options, (error, stdout, stderr) => {
from line 1141
11321141 }
11331142 return runBash(ctx, input.Command)
11341143 }
1135
11361144 ```
11371145
11381146 ```java Java
from line 1434
14261434 if response.stop_reason == "pause_turn":
14271435 continue
14281436 if response.stop_reason != "tool_use":
1429 text = "".join(block.text for block in response.content if block.type == "text")
1437 text = "".join(
1438 block.text for block in response.content if block.type == "text"
1439 )
14301440 if response.stop_reason == "max_tokens":
14311441 text += "\n\n(warning: subagent response was truncated at max_tokens)"
14321442 return text
from line 1485
14751485 system: subagentSystem,
14761486 output_config: { effort: EFFORT },
14771487 tools: [BASH_TOOL, REPORT_TOOL],
1478 messages,
1488 messages
14791489 },
1480 { signal: AbortSignal.timeout(REQUEST_TIMEOUT_SECONDS * 1000) },
1490 { signal: AbortSignal.timeout(REQUEST_TIMEOUT_SECONDS * 1000) }
14811491 )
14821492 .finalMessage();
14831493 messages.push({ role: "assistant", content: response.content });
from line 1525
15151525 type: "tool_result",
15161526 tool_use_id: block.id,
15171527 content: outcome.output,
1518 is_error: outcome.isError,
1528 is_error: outcome.isError
15191529 });
15201530 }
15211531 if (report !== null) {
from line 1702
16921702 }
16931703 return "(subagent hit the turn limit before finishing)", nil
16941704 }
1695
16961705 ```
16971706
16981707 ```java Java
from line 1985
19761985 with open(temp, "w") as file:
19771986 json.dump(journal, file)
19781987 os.replace(temp, JOURNAL_PATH) # atomic on POSIX and Windows
1979 except OSError as error: # the journal is best-effort; never discard a computed result
1988 # A failed journal write must not lose the computed result
1989 except OSError as error:
19801990 print(f"[journal] write failed: {error}", file=sys.stderr)
19811991 return result
19821992 ```
from line 2123
21132123 }
21142124 return result, nil
21152125 }
2116
21172126 ```
21182127
21192128 ```java Java
from line 2288
22792288 def run_one(prompt: str) -> str:
22802289 try:
22812290 return journaled(prompt, lambda: run_subagent(model, prompt))
2282 except Exception as error: # isolation boundary: one bad subagent should not end the run
2291 # One failed subagent must not end the run
2292 except Exception as error:
22832293 return f"(subagent failed: {type(error).__name__}: {error})"
22842294
22852295 with concurrent.futures.ThreadPoolExecutor(max_workers=MAX_CONCURRENT) as pool:
22862296 results = list(pool.map(run_one, subtasks))
22872297 print(f"[workflow] verifying {len(results)} results", file=sys.stderr)
2288 verify_prompts = [verify_prompt_for(task, result) for task, result in zip(subtasks, results)]
2298 verify_prompts = [
2299 verify_prompt_for(task, result) for task, result in zip(subtasks, results)
2300 ]
22892301 verdicts = list(pool.map(run_one, verify_prompts))
22902302
22912303 joined = "\n\n".join(
from line 2306
22942306
22952307 [verify {index + 1}]
22962308 {verdict}"""
2297 for index, (task, result, verdict) in enumerate(zip(subtasks, results, verdicts))
2309 for index, (task, result, verdict) in enumerate(
2310 zip(subtasks, results, verdicts)
2311 )
22982312 )
22992313 if dropped > 0:
23002314 joined = (
from line 2334
23202334 return [];
23212335 }
23222336 return value
2323 .filter((task): task is string => typeof task === "string")
2337 .filter((task) => typeof task === "string")
23242338 .map((task) => task.trim())
23252339 .filter((task) => task.length > 0);
23262340 }
from line 2358
23442358 async function mapWithLimit<In, Out>(
23452359 items: readonly In[],
23462360 limit: number,
2347 task: (item: In) => Promise<Out>,
2361 task: (item: In) => Promise<Out>
23482362 ): Promise<Out[]> {
23492363 const results = new Array<Out>(items.length);
23502364 let cursor = 0;
from line 2389
23752389 return await journaled(prompt, () => runSubagent(model, prompt));
23762390 } catch (error) {
23772391 // Isolation boundary: one bad subagent should not end the run.
2378 const reason = error instanceof Error ? `${error.name}: ${error.message}` : String(error);
2392 const reason =
2393 error instanceof Error ? `${error.name}: ${error.message}` : String(error);
23792394 return `(subagent failed: ${reason})`;
23802395 }
23812396 };
from line 2406
23912406 ${results[index]}
23922407
23932408 [verify ${index + 1}]
2394 ${verdicts[index]}`,
2409 ${verdicts[index]}`
23952410 )
23962411 .join("\n\n");
23972412 const droppedNote =
from line 2607
25922607 }
25932608 return joined, false
25942609 }
2595
25962610 ```
25972611
25982612 ```java Java
from line 3035
30213035 if response.stop_reason == "pause_turn":
30223036 continue
30233037 if response.stop_reason != "tool_use":
3024 text = "".join(block.text for block in response.content if block.type == "text")
3038 text = "".join(
3039 block.text for block in response.content if block.type == "text"
3040 )
30253041 if response.stop_reason == "max_tokens":
30263042 # Drop the truncated assistant message so later turns do not build on it.
30273043 self.messages.pop()
from line 3050
30343050 continue
30353051 match block.name:
30363052 case "Workflow":
3037 output, is_error = run_workflow(self.model, block.input.get("subtasks", []))
3053 output, is_error = run_workflow(
3054 self.model, block.input.get("subtasks", [])
3055 )
30383056 case "bash":
30393057 output, is_error = handle_bash_block(block)
30403058 case _:
from line 3131
31133131 system: SYSTEM_PROMPT, // static for the whole session
31143132 output_config: { effort: EFFORT },
31153133 tools: [WORKFLOW_TOOL, BASH_TOOL],
3116 messages: this.#messages,
3134 messages: this.#messages
31173135 },
3118 { signal: AbortSignal.timeout(REQUEST_TIMEOUT_SECONDS * 1000) },
3136 { signal: AbortSignal.timeout(REQUEST_TIMEOUT_SECONDS * 1000) }
31193137 )
31203138 .finalMessage();
31213139 this.#messages.push({ role: "assistant", content: response.content });
from line 3175
31573175 type: "tool_result",
31583176 tool_use_id: block.id,
31593177 content: outcome.output,
3160 is_error: outcome.isError,
3178 is_error: outcome.isError
31613179 });
31623180 }
31633181 this.#messages.push({ role: "user", content: toolResults });
from line 3422
34043422 }
34053423 return "(hit the main loop turn limit before finishing)", nil
34063424 }
3407
34083425 ```
34093426
34103427 ```java Java
from line 3854
38373854 fmt.Println(summary)
38383855 return nil
38393856 }
3840
38413857 ```
38423858
38433859 ```java Java
No line in this hunk matches that.