Import AITURK IDE 1.0.0-beta.1 from Hermes 63279301; preserve MIT license
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"""Turn-base display anchor: the context meter shows durable-transcript cost.
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On reasoning models a long tool loop replays the current turn's thinking +
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scaffolding on every request, so the LAST request's ``prompt_tokens`` can
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exceed the durable transcript by hundreds of K — all of which evaporates at
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the turn boundary. Display surfaces (CLI status bar, /context breakdown)
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therefore anchor on the turn's FIRST response (``_turn_base_usage_anchor``)
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plus a stale-thinking-free delta estimate, instead of the raw last-request
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figure. Compression trigger math is unchanged (real last-request usage).
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Covers:
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* anchored_context_tokens(charge_stale_thinking=False) excludes stale
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reasoning text in the delta while keeping the newest assistant turn;
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* the CLI status snapshot prefers the turn-base anchored figure over
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compressor.last_prompt_tokens and falls back cleanly without an anchor;
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* compute_session_context_breakdown prefers the turn-base anchor over the
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last-response anchor;
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* invalidation sites clear _turn_base_usage_anchor alongside _usage_anchor.
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"""
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from types import SimpleNamespace
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from agent.model_metadata import (
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anchored_context_tokens,
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capture_usage_anchor,
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estimate_messages_tokens_rough,
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)
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def _msg(role, content, **extra):
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m = {"role": role, "content": content}
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m.update(extra)
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return m
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class TestChargeStaleThinkingKwarg:
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def test_delta_excludes_stale_reasoning(self):
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messages = [_msg("user", "start"), _msg("assistant", "base reply")]
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anchor = capture_usage_anchor(10_000, 100, messages)
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assert anchor is not None
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# Simulate a tool loop appending reasoning-heavy assistant turns.
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big_thinking = "deliberation " * 5_000 # ~65K chars ≈ 16K tokens
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messages.append(_msg("assistant", "the anchored reply itself"))
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messages.append(
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_msg("assistant", "step one", reasoning_content=big_thinking)
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)
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messages.append(_msg("tool", "tool output", tool_call_id="c1"))
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messages.append(
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_msg("assistant", "step two", reasoning_content=big_thinking)
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)
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charged = anchored_context_tokens(messages, anchor)
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uncharged = anchored_context_tokens(
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messages, anchor, charge_stale_thinking=False
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)
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assert charged is not None and uncharged is not None
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# Stale thinking on the non-newest assistant message is excluded;
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# the newest assistant message keeps its reasoning charge.
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one_thinking_tokens = estimate_messages_tokens_rough(
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[_msg("assistant", "", reasoning_content=big_thinking)]
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)
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assert charged - uncharged >= one_thinking_tokens * 0.9
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assert uncharged >= 10_000 + 100 # anchor base still counted exactly
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def test_default_remains_full_charge(self):
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messages = [_msg("user", "s"), _msg("assistant", "r")]
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anchor = capture_usage_anchor(1_000, 10, messages)
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messages.append(_msg("assistant", "reply"))
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assert anchored_context_tokens(messages, anchor) == anchored_context_tokens(
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messages, anchor, charge_stale_thinking=True
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)
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class TestCliStatusSnapshotPrefersTurnBaseAnchor:
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def _agent_with(self, last_prompt_tokens, messages, anchor):
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compressor = SimpleNamespace(
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last_prompt_tokens=last_prompt_tokens,
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context_length=1_000_000,
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compression_count=0,
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)
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return SimpleNamespace(
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context_compressor=compressor,
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_session_messages=messages,
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_turn_base_usage_anchor=anchor,
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)
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def _snapshot_context_tokens(self, agent):
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"""Mirror the cli.py snapshot block's context_tokens resolution."""
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compressor = agent.context_compressor
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context_tokens = getattr(compressor, "last_prompt_tokens", 0) or 0
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if context_tokens < 0:
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context_tokens = 0
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msgs = getattr(agent, "_session_messages", None)
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anchored = anchored_context_tokens(
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msgs if isinstance(msgs, list) else [],
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getattr(agent, "_turn_base_usage_anchor", None),
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charge_stale_thinking=False,
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)
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if anchored is not None and anchored > 0:
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context_tokens = anchored
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return context_tokens
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def test_turn_base_anchor_wins_over_inflated_last_request(self):
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messages = [_msg("user", "start"), _msg("assistant", "reply")]
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anchor = capture_usage_anchor(600_000, 500, messages)
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messages.append(_msg("assistant", "anchored reply"))
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agent = self._agent_with(850_000, messages, anchor)
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# Bar shows the durable figure, not the inflated last request.
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tokens = self._snapshot_context_tokens(agent)
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assert 600_000 <= tokens < 650_000
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def test_fallback_without_anchor(self):
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agent = self._agent_with(123_456, [_msg("user", "x")], None)
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assert self._snapshot_context_tokens(agent) == 123_456
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def test_stale_anchor_falls_back(self):
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messages = [_msg("user", "start"), _msg("assistant", "reply")]
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anchor = capture_usage_anchor(50_000, 10, messages)
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agent = self._agent_with(77_000, [_msg("user", "rebuilt")], anchor)
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# Compaction rebuilt the list: structural check fails, raw fallback.
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assert self._snapshot_context_tokens(agent) == 77_000
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def test_negative_sentinel_still_clamped(self):
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agent = self._agent_with(-1, [], None)
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assert self._snapshot_context_tokens(agent) == 0
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class TestContextBreakdownPrefersTurnBaseAnchor:
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def test_breakdown_uses_turn_base_over_last_response(self, monkeypatch):
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from agent import context_breakdown as cb
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messages = [_msg("user", "start"), _msg("assistant", "reply")]
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turn_base = capture_usage_anchor(400_000, 200, messages)
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messages.append(_msg("assistant", "anchored reply"))
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last_anchor = capture_usage_anchor(900_000, 50, messages)
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agent = SimpleNamespace(
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_usage_anchor=last_anchor,
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_turn_base_usage_anchor=turn_base,
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_memory_store=None,
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tools=[],
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model="test/model",
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context_compressor=SimpleNamespace(
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context_length=1_000_000, last_prompt_tokens=900_000
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),
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)
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monkeypatch.setattr(
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"agent.system_prompt.build_system_prompt_parts",
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lambda a: {"stable": "sys", "context": "", "volatile": ""},
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)
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payload = cb.compute_session_context_breakdown(agent, messages)
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assert 400_000 <= payload["context_used"] < 450_000
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def test_breakdown_falls_back_to_last_response_anchor(self, monkeypatch):
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from agent import context_breakdown as cb
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messages = [_msg("user", "start"), _msg("assistant", "reply")]
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last_anchor = capture_usage_anchor(300_000, 50, messages)
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agent = SimpleNamespace(
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_usage_anchor=last_anchor,
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_turn_base_usage_anchor=None,
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_memory_store=None,
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tools=[],
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model="test/model",
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context_compressor=SimpleNamespace(
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context_length=1_000_000, last_prompt_tokens=1
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),
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)
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monkeypatch.setattr(
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"agent.system_prompt.build_system_prompt_parts",
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lambda a: {"stable": "sys", "context": "", "volatile": ""},
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)
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payload = cb.compute_session_context_breakdown(agent, messages)
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assert payload["context_used"] >= 300_000
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class TestInvalidationSitesClearTurnBaseAnchor:
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def test_compression_invalidation_clears_both(self):
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import inspect
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from agent import conversation_compression
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src = inspect.getsource(conversation_compression)
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block = src.split("agent._usage_anchor = None", 1)[1][:200]
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assert "_turn_base_usage_anchor = None" in block
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def test_codex_native_invalidation_clears_both(self):
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import inspect
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from agent import codex_runtime
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src = inspect.getsource(codex_runtime)
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block = src.split("agent._usage_anchor = None", 1)[1][:200]
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assert "_turn_base_usage_anchor = None" in block
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def test_agent_init_defines_turn_base_anchor(self):
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import inspect
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from agent import agent_init
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src = inspect.getsource(agent_init)
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assert "_turn_base_usage_anchor = None" in src
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