update

backend/agents.py

@@ -162,11 +162,12 @@ async def _opencode_slot() -> None:
 # free memory new processes wait instead of starting. Gates admission only — running
 # processes are never touched.
 _RAM_GATE_FLOOR = 2                # below this many running: always admit (deadlock guard)
-_RAM_PER_PROC_KB = 350 * 1024      # commit estimate: RSS ramps up slowly after spawn
+_RAM_PER_PROC_KB = 350 * 1024      # commit estimate for a batch agent (opencode/claude, no MCP)
+_RAM_PER_PROC_FULL_KB = 1250 * 1024  # `full` agent: opencode + 3 MCP servers (~300 MB each)
 _RAM_COMMIT_WINDOW_S = 10.0        # fresh admissions count as already-spent RAM
 _RAM_POLL_S = 2.0
-_opencode_running = 0              # opencode spawns only (stagger path), not claude
+_cli_running = 0                   # CLI spawns (opencode AND claude) — the deadlock-floor counter
-_opencode_recent_starts: list[float] = []  # monotonic timestamps of admissions
+_cli_recent_starts: list[tuple[float, int]] = []  # (monotonic ts, est_kb) of recent admissions
 
 
 def _meminfo() -> tuple[int, int] | None:
@@ -181,10 +182,11 @@ def _meminfo() -> tuple[int, int] | None:
     return int(m["MemAvailable"]), int(m["MemTotal"])
 
 
-async def _ram_gate(agent_key: str) -> bool:
+async def _ram_gate(agent_key: str, est_kb: int) -> bool:
     """True = start admitted (commit registered), False = scope cancelled while waiting.
-    Check and commit-append happen in the same synchronous block (no await between) —
+    Gates ALL CLI spawns (opencode + claude). `est_kb` = this spawn's RAM estimate (a `full`
-    concurrent waiters on the loop cannot double-admit on the same free RAM."""
+    agent drags 3 MCP servers). Check and commit-append happen in the same synchronous block
+    (no await between) — concurrent waiters cannot double-admit on the same free RAM."""
     if RAM_MIN_FREE_PCT <= 0:
         return True
     waited = False
@@ -192,19 +194,20 @@ async def _ram_gate(agent_key: str) -> bool:
         if _scope_cancelled(agent_key):
             return False
         mem = _meminfo()
-        if mem is None or _opencode_running < _RAM_GATE_FLOOR:
+        if mem is None or _cli_running < _RAM_GATE_FLOOR:
             break  # fail open / floor
         avail_kb, total_kb = mem
         now = time.monotonic()
-        _opencode_recent_starts[:] = [t for t in _opencode_recent_starts
+        _cli_recent_starts[:] = [(t, kb) for t, kb in _cli_recent_starts
-                                      if now - t < _RAM_COMMIT_WINDOW_S]
+                                 if now - t < _RAM_COMMIT_WINDOW_S]
-        if avail_kb - len(_opencode_recent_starts) * _RAM_PER_PROC_KB >= total_kb * RAM_MIN_FREE_PCT / 100:
+        committed_kb = sum(kb for _, kb in _cli_recent_starts)
+        if avail_kb - committed_kb >= total_kb * RAM_MIN_FREE_PCT / 100:
             break
         if not waited:
             log.info("agent %s: RAM gate waiting (%.0f%% free)", agent_key, avail_kb * 100 / total_kb)
             waited = True
         await asyncio.sleep(_RAM_POLL_S)
-    _opencode_recent_starts.append(time.monotonic())
+    _cli_recent_starts.append((time.monotonic(), est_kb))
     return True
 
 _SLIM_CONFIG = Path(__file__).resolve().parent.parent / "dev-ops" / "opencode-slim.json"
@@ -377,7 +380,7 @@ async def run_agent(
                     log.debug("on_event failed", exc_info=True)
 
 
-async def _communicate(agent_key: str, cmd: list[str], stdin_data: bytes | None, timeout: int, stagger: bool = False, on_line=None, label: str = "", env: dict | None = None) -> tuple[int, str, str]:
+async def _communicate(agent_key: str, cmd: list[str], stdin_data: bytes | None, timeout: int, stagger: bool = False, on_line=None, label: str = "", env: dict | None = None, est_kb: int = _RAM_PER_PROC_KB) -> tuple[int, str, str]:
     start = time.monotonic()
 
     async def spawn():
@@ -390,14 +393,14 @@ async def _communicate(agent_key: str, cmd: list[str], stdin_data: bytes | None,
             env=env,
         )
 
-    global _opencode_running
+    global _cli_running
     if stagger:
-        if not await _ram_gate(agent_key):
+        if not await _ram_gate(agent_key, est_kb):
             return 1, "", "cancelled"     # like the cancelled path in run_agent
         await _opencode_slot()  # gate BEFORE the start slot: an admission wave still gets spaced
     process = await spawn()
     if stagger:
-        _opencode_running += 1
+        _cli_running += 1
     # Collision-safe tracking: identical keys (e.g. same chunk label from parallel cards)
     # get a ~n suffix — prefix-based kill/cancel still matches, nothing becomes an orphan.
     track_key = agent_key
@@ -446,7 +449,7 @@ async def _communicate(agent_key: str, cmd: list[str], stdin_data: bytes | None,
         return process.returncode, stdout.decode("utf-8", errors="replace"), stderr.decode("utf-8", errors="replace")
     finally:
         if stagger:
-            _opencode_running -= 1
+            _cli_running -= 1
         # Pop only on identity: a slot restart under the same key must not evict
         # the NEW process from tracking.
         if _active_processes.get(track_key) is process:
@@ -462,7 +465,8 @@ async def _run_claude_cli(agent_key: str, prompt: str, timeout: int, model: str,
     if tools:
         cmd += ["--allowedTools", tools]
     cmd += ["--dangerously-skip-permissions"]
-    return await _communicate(agent_key, cmd, prompt.encode("utf-8"), timeout, label=label)
+    # stagger=True: claude-CLI (~310 MB) also passes the RAM gate — previously ungated.
+    return await _communicate(agent_key, cmd, prompt.encode("utf-8"), timeout, stagger=True, label=label)
 
 
 _OPENCODE_DB = Path.home() / ".local" / "share" / "opencode" / "opencode.db"
@@ -516,7 +520,9 @@ async def _run_opencode(agent_key: str, prompt: str, timeout: int, provider: str
         # at the mcp-free config copy; only `full` (research/supplement) keeps the servers.
         env = {**os.environ, "OPENCODE_CONFIG": str(_SLIM_CONFIG)}
     try:
-        rc, stdout, stderr = await _communicate(agent_key, cmd, None, timeout, stagger=True, on_line=on_line, label=label, env=env)
+        # `full` keeps the 3 MCP servers (~300 MB each) → charge the gate accordingly.
+        est_kb = _RAM_PER_PROC_FULL_KB if capabilities == "full" else _RAM_PER_PROC_KB
+        rc, stdout, stderr = await _communicate(agent_key, cmd, None, timeout, stagger=True, on_line=on_line, label=label, env=env, est_kb=est_kb)
         return rc, (stdout if on_line is not None else _clean_opencode_output(stdout)), stderr
     finally:
         prompt_path.unlink(missing_ok=True)

backend/learning.py

@@ -269,7 +269,13 @@ def _rating_text(rating: dict) -> str:
 
 # Deterministic guard against double questions — the AI critic misses "…, and which…".
 _QUESTION_WORD = r"(was|welche[rsnm]?|wie|wieso|warum|wofür|wozu|wann|wo|wer|wem|wen|nenne)"
-_DOUBLE_RE = re.compile(r"[,;]?\s+(und|sowie|außerdem|bzw\.?)\s+" + _QUESTION_WORD + r"\b", re.IGNORECASE)
+# Optional preposition between the conjunction and the question word — the second question
+# hides behind it: "und IN welcher Datei", "und UNTER welcher Bedingung".
+_PREP = r"(?:in|unter|auf|für|mit|bei|zu[rm]?|von|vom|über|durch|aus|nach|an|am|um|gegen|ohne|wobei)\s+"
+_DOUBLE_RE = re.compile(
+    r"[,;]?\s+(?:und|sowie|außerdem|bzw\.?)\s+(?:" + _PREP + r")?" + _QUESTION_WORD + r"\b",
+    re.IGNORECASE,
+)
 
 
 def _double_question_flaw(question: str) -> str | None:
@@ -368,9 +374,9 @@ def _avoid_block(avoid: list[str] | None) -> str:
 # the model takes the easy path (mere recall) — the cues lift higher tiers to apply/analyze/transfer.
 TIER_ROLE = {
     "beginner": "The learner is a BEGINNER. Cognitive: REMEMBER/UNDERSTAND. Ask about the basic understanding — the core concept, simple and direct.",
-    "advanced": "The learner is ADVANCED. Cognitive: APPLY. Pose a small concrete situation and have the concept applied to it — don't just ask for the definition.",
+    "advanced": "The learner is ADVANCED. Cognitive: APPLY. Have the concept applied to ONE minimal case — name the case in a half-sentence (no story, no roles, no backstory), then ask ONE single thing.",
-    "expert": "The learner is an EXPERT. Cognitive: ANALYZE. Have them distinguish/compare, classify a special case or uncover a typical pitfall (hurdle) — don't quiz textbook knowledge.",
+    "expert": "The learner is an EXPERT. Cognitive: ANALYZE. Ask for ONE distinction, comparison, or typical pitfall — a single question, no scenario prose.",
-    "master": "The learner is at MASTER level. Cognitive: EVALUATE/TRANSFER. Have the concept transferred to a NEW problem, justify a decision or weigh a trade-off.",
+    "master": "The learner is at MASTER level. Cognitive: EVALUATE/TRANSFER. Have them justify ONE decision or weigh ONE trade-off — one question, no build-up, no second sub-question.",
 }
 
 
@@ -409,18 +415,27 @@ async def exam_question_variant(
     pattern: str, tier: str = "beginner", provider: str = DEFAULT_PROVIDER,
 ) -> str | None:
     """Action 'question' with a pattern: from a predefined pattern, phrase a concrete question in
-    the addressee role of the tier. No critic (the pattern is build-checked).
+    the addressee role of the tier. No AI critic (the pattern is build-checked), but the
-    The style guard stays as a cheap protection against double questions · None on error."""
+    deterministic double-question guard runs and forces a regenerate on a flaw · None on error."""
     try:
         section_block, compact_block = _section_blocks(section, compact)
-        data = await _gen_call(
+        kritik_block = "(none)"
-            "Block-Question-Variante", "guide", _question_schema, provider, lane="batch",
+        question = None
-            topic=topic, block=block, section_block=section_block,
+        for _ in range(CRITIC_MAX_ROUNDS):
-            compact_block=compact_block, pattern=pattern, tier_block=_tier_block(tier),
+            data = await _gen_call(
-        )
+                "Block-Question-Variante", "guide", _question_schema, provider, lane="batch",
-        if data is None:
+                topic=topic, block=block, section_block=section_block,
-            return None
+                compact_block=compact_block, pattern=pattern, tier_block=_tier_block(tier),
-        return data["question"]
+                kritik_block=kritik_block,
+            )
+            if data is None:
+                return None
+            question = data["question"]
+            flaw = _double_question_flaw(question)
+            if not flaw:
+                return question
+            kritik_block = _critique_block(question, [flaw])
+        return question  # best-effort after the last round
     except Exception:
         log.warning("[%s] Question variant failed (%s)", topic, block, exc_info=True)
         return None

backend/tests/test_agents_api.py

@@ -196,56 +196,73 @@ async def test_api_truncation_flagged(monkeypatch):
 def ram_gate(monkeypatch):
     monkeypatch.setattr(agents, "RAM_MIN_FREE_PCT", 20)
     monkeypatch.setattr(agents, "_RAM_POLL_S", 0.01)
-    monkeypatch.setattr(agents, "_opencode_recent_starts", [])
+    monkeypatch.setattr(agents, "_cli_recent_starts", [])
     return monkeypatch
 
 
+_EST = agents._RAM_PER_PROC_KB  # default batch-agent estimate
+
+
 async def test_ram_gate_admits_with_free_ram(ram_gate):
-    ram_gate.setattr(agents, "_opencode_running", 5)
+    ram_gate.setattr(agents, "_cli_running", 5)
     ram_gate.setattr(agents, "_meminfo", lambda: (4_000_000, 8_000_000))  # 50 % frei
-    assert await agents._ram_gate("k") is True
+    assert await agents._ram_gate("k", _EST) is True
-    assert len(agents._opencode_recent_starts) == 1  # Commit registriert
+    assert len(agents._cli_recent_starts) == 1  # Commit registriert
 
 
 async def test_ram_gate_waits_when_low(ram_gate):
-    ram_gate.setattr(agents, "_opencode_running", 5)
+    ram_gate.setattr(agents, "_cli_running", 5)
     ram_gate.setattr(agents, "_meminfo", lambda: (800_000, 8_000_000))  # 10 % frei
     with pytest.raises(asyncio.TimeoutError):
-        await asyncio.wait_for(agents._ram_gate("k"), 0.1)
+        await asyncio.wait_for(agents._ram_gate("k", _EST), 0.1)
     # RAM wird frei → Gate lässt nach ≥1 Poll durch
     vals = iter([(800_000, 8_000_000)])
     ram_gate.setattr(agents, "_meminfo", lambda: next(vals, (4_000_000, 8_000_000)))
-    assert await agents._ram_gate("k") is True
+    assert await agents._ram_gate("k", _EST) is True
 
 
 async def test_ram_gate_floor_and_fail_open(ram_gate):
     ram_gate.setattr(agents, "_meminfo", lambda: (100_000, 8_000_000))  # fast nichts frei
-    ram_gate.setattr(agents, "_opencode_running", 1)  # unter Floor
+    ram_gate.setattr(agents, "_cli_running", 1)  # unter Floor
-    assert await agents._ram_gate("k") is True
+    assert await agents._ram_gate("k", _EST) is True
-    ram_gate.setattr(agents, "_opencode_running", 5)
+    ram_gate.setattr(agents, "_cli_running", 5)
     ram_gate.setattr(agents, "_meminfo", lambda: None)  # kein /proc/meminfo
-    assert await agents._ram_gate("k") is True
+    assert await agents._ram_gate("k", _EST) is True
     ram_gate.setattr(agents, "RAM_MIN_FREE_PCT", 0)  # Gate aus
     ram_gate.setattr(agents, "_meminfo", lambda: pytest.fail("Gate aus liest kein meminfo"))
-    assert await agents._ram_gate("k") is True
+    assert await agents._ram_gate("k", _EST) is True
 
 
 async def test_ram_gate_commit_accounting(ram_gate):
-    """Knapp über der Schwelle, aber 2 frische Zulassungen → deren geschätzter RSS zählt."""
+    """Knapp über der Schwelle, aber 2 frische Zulassungen → deren geschätzter RSS zählt.
+    Ein `full`-Spawn wiegt mehr (MCP-Server) und drückt die verfügbare RAM stärker."""
     import time as _time
-    ram_gate.setattr(agents, "_opencode_running", 5)
+    ram_gate.setattr(agents, "_cli_running", 5)
     ram_gate.setattr(agents, "_meminfo", lambda: (1_700_000, 8_000_000))  # 21 % frei
-    agents._opencode_recent_starts.extend([_time.monotonic(), _time.monotonic()])
+    agents._cli_recent_starts.extend([(_time.monotonic(), _EST), (_time.monotonic(), _EST)])
     with pytest.raises(asyncio.TimeoutError):
-        await asyncio.wait_for(agents._ram_gate("k"), 0.1)
+        await asyncio.wait_for(agents._ram_gate("k", _EST), 0.1)
+
+
+async def test_ram_gate_full_weighs_more(ram_gate):
+    """Ein frischer Vorgänger belegt Commit für das Fenster. Ein leichter (350 MB) lässt den
+    nächsten noch durch; ein `full` (1250 MB, MCP-Server) reißt die Schwelle → nächster wartet."""
+    import time as _time
+    ram_gate.setattr(agents, "_cli_running", 5)
+    ram_gate.setattr(agents, "_meminfo", lambda: (2_000_000, 8_000_000))  # 25 % frei
+    agents._cli_recent_starts[:] = [(_time.monotonic(), _EST)]  # leichter Vorgänger
+    assert await agents._ram_gate("nach-leicht", _EST) is True
+    agents._cli_recent_starts[:] = [(_time.monotonic(), agents._RAM_PER_PROC_FULL_KB)]  # full-Vorgänger
+    with pytest.raises(asyncio.TimeoutError):
+        await asyncio.wait_for(agents._ram_gate("nach-full", _EST), 0.1)
 
 
 async def test_ram_gate_cancelled_scope(ram_gate):
-    ram_gate.setattr(agents, "_opencode_running", 5)
+    ram_gate.setattr(agents, "_cli_running", 5)
     ram_gate.setattr(agents, "_meminfo", lambda: (800_000, 8_000_000))
     agents.cancel_scope("blocks-cxl-")
     try:
-        assert await agents._ram_gate("blocks-cxl-x") is False
+        assert await agents._ram_gate("blocks-cxl-x", _EST) is False
     finally:
         agents.clear_scope("blocks-cxl-")
 

backend/tests/test_events.py

@@ -218,7 +218,7 @@ async def test_opencode_cmd_sets_title(monkeypatch):
     """Der Agent-Key wird Session-Titel — der Join-Schlüssel fürs Token-Logging."""
     seen = {}
 
-    async def fake_comm(agent_key, cmd, stdin, timeout, stagger=False, on_line=None, label="", env=None):
+    async def fake_comm(agent_key, cmd, stdin, timeout, stagger=False, on_line=None, label="", env=None, est_kb=None):
         seen["cmd"] = cmd
         return 0, "", ""
 

templates/Prompt/Block-Question-Variante.md

@@ -27,5 +27,8 @@ HARD RULES:
 - Address the learner directly, in clear German, no fluff.
 - `$…$` ONLY for real mathematics. Code, paths, namespaces, file names, JSON and identifiers ALWAYS in backticks (`` `…` ``) — NEVER as bare text, NEVER in `$…$` (not `$Acme\Example$`, but `` `Acme\Example` ``).
 
+CHECKER'S NOTES ON THE LAST VERSION:
+{kritik_block}
+
 Output ONLY this JSON (no other text):
 {{"question": "exactly one short question"}}