The call record: every model call, for the operator's study (M6.6a)
nisse-core records each model call of every agent into a file beside its state store (<state>.calls.db), for the status page (L7, X6): - the request body exactly as sent (never headers), the raw response with its reasoning, the model asked and the one that answered, time, tokens and llama-server's own prompt reuse (timings.cache_n); - its work item, role, run and purpose: Driver.run and nisse-dev's delegation loop open runs, nested; compaction, expert consults, the classifier and the go-ahead reader label their calls; - provenance, worked out in BudgetedClient by comparing the events at each stage: each event sent with its log id and content as sent, which a compaction replaced, which fitting shortened (by how much) and dropped. Content is stored once by hash, compressed. It is diagnostic only: the agent never reads it, a failed write is logged once and recording stops while the call goes on, and the file is deleted when the agent starts, so its layout never migrates; CallReader refuses a layout it doesn't know. While recording, the system prompt ends with one sentence saying so. `call_record: false` in either agent's YAML turns it off. The benchmark records each run beside that run's own state store, and `--keep-runs DIR` keeps both for the page. Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01J5Utyfzw7gF7UhjRDEtjTk
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@@ -9,6 +9,7 @@ from nisse_core.knowledge.memory import Memory
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from nisse_core.knowledge.vault import Vault
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from nisse_core.loop.driver import Driver
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from nisse_core.loop.expert import ExpertDesk
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from nisse_core.models import calls
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from nisse_core.models.catalog import ModelCatalog
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from nisse_core.models.compact import Compactor
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from nisse_core.models.context import BudgetedClient
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@@ -94,6 +95,7 @@ def llm_client(config: ReviewConfig, oplog: OpLog | None = None) -> BudgetedClie
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safety_margin=tuning.safety_margin,
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enforces_tool_choice=lambda m: catalog.facts(m).supports_tool_choice is True,
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oplog=oplog, # a cut that fitting has to make is logged
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call_recorder=calls.recorder_for(config.state_db, config.call_record, oplog),
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)
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