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workflow.execute

trace_id: trace_00001j · tenant: acme

4 spans·4951msok

Context growing unboundedly: 517 → 2101 tokens across 3 calls

Input token counts are climbing with each LLM call in this trace (517 → 1844 → 2101). This is the unbounded conversation history pattern — cost and latency grow O(N²) as the session continues. At this rate, long sessions will become expensive and slow.

Fix: trim context with a rolling window or summarisation

fix.py
# Option 1: rolling window — keep only the last N messages
MAX_MESSAGES = 10
messages = messages[-MAX_MESSAGES:]

# Option 2: summarise when context exceeds a threshold
def trim_context(messages, max_tokens=3000):
    total = count_tokens(messages)
    if total <= max_tokens:
        return messages
    # Summarise the oldest half, keep the recent half verbatim
    old = messages[:-5]
    recent = messages[-5:]
    summary = llm.summarise(old)
    return [{"role": "system", "content": f"Earlier context: {summary}"}] + recent

Waterfall

workflow › execute

workflow.execute

user: u_heavy_5
anthropic › messages › create

anthropic.messages.create

claude-sonnet-4-62.6k tok$0.020faithful 0.84user: u_heavy_5
Input

Summarize the Q3 earnings report attached. Focus on revenue, margin, and guidance.

Output

(answer to: Summarize the Q3 earnings report attache…)

anthropic › messages › create

anthropic.messages.create

claude-sonnet-4-63.8k tok$0.030faithful 0.90user: u_heavy_5
Input

Given the customer ticket below, draft a refund response that follows policy P-204.

Output

(answer to: Given the customer ticket below, draft a…)

anthropic › messages › create

anthropic.messages.create

claude-sonnet-4-63.2k tok$0.025faithful 0.98user: u_heavy_5
Input

Translate the user manual section to Japanese, preserving the table structure.

Output

(answer to: Translate the user manual section to Jap…)

Faithfulness · anthropic.messages.create0.25

1 supported · 1 contradicted · 2 unsupported of 4 claims

  • supported

    Day 1 plan fits under the $200/day soft cap.

  • contradicted

    Belém Tower opens at 9am.

  • unsupported

    Time Out Market lunch costs $18.

  • unsupported

    Castelo dinner costs $42.