SyncValsverifier → artifact → classifier → verdict
SyncVals · Trajectory

lru-cache

claude-code claude-haiku-4-5 ✓ resolved GOOD_SUCCESS 15 turns · 41 tok in · 27,428 tok out ↑ View task
Solved from the instruction alone, tests/ and solution/ were withheld from the agent's workspace and restored only for grading.
Reward = tests/test.sh exit code (0 → resolved); the classification below is post-hoc and cannot change it.
Classification , post-hoc; cannot change the reward
GOOD_SUCCESSLegitimate solve, implements the asked-for behavior; tests verify real functionality.
SubtypeLegitimate Solution
EvidenceAgent passed all 13 tests including `test_output_exists`, `test_shipped_input_correct`, `test_shipped_exercises_the_gate`, `test_shipped_invariants`, and 8 parametrized `test_hidden_inputs[seed]` tests. Agent trajectory shows systematic approach: read instruction, initial implementation, iterative refinement through 4 rewrites, manual verification with debug traces. Final output: `{\"get_results\": [100, 200, 100, 300, 100, 200, -1, 400, 100, 200, -1, 800, -1], \"final_probation\": [[2, 200]], \"final_protected\": [[1, 150], [8, 800]], \"total_weight\": 5, \"rejected\": 2}` matches reference simulation exactly. Implementation correctly handles: logical clock with TTL expiry (`e > current_clock`), frequency increment before operations, probation→protected promotion, demotion when protected_weight > protected_capacity, frequency-gated new-entry admission (new key strictly out-ranks all eviction candidates), update eviction (never evict updated key), frequency halving at `op_count % reset_interval == 0`.
Root causeAgent correctly implemented all rules of a complex segmented LRU cache with weight budgeting, frequency gating, and logical-clock expiry. Task specification is comprehensive (24 paragraphs), unambiguous, and well-tested with anti-hardcoding measures (8 seeded hidden traces with variable parameters). Agent demonstrated correct understanding through iterative refinement and manual trace verification.
RecommendationN/A - task is fine
Trajectory
Tool-by-tool agent trajectory
14 tool calls · 3 tool types · 25 steps
I'll build a program to replay this segmented cache trace step by step, following all the rules carefully.

<tmp>/workspace

contents
EISDIR: illegal operation on a directory, read '<tmp>/workspace'
Let me check the workspace structure:
shell
ls -la <tmp>/workspace/ 2>/dev/null || echo "Path not accessible"
output
total 40
drwxr-xr-x  7 jaykumar  staff   224 17 Jun 15:36 .
drwx------  4 jaykumar  staff   128 17 Jun 15:36 ..
drwxr-xr-x  3 jaykumar  staff    96 17 Jun 14:36 data
drwxr-xr-x  3 jaykumar  staff    96 17 Jun 14:36 environment
-rw-r--r--  1 jaykumar  staff  9746 17 Jun 14:36 instruction.md
-rw-r--r--  1 jaykumar  staff  1049 17 Jun 14:36 main.py
-rw-r--r--  1 jaykumar  staff   323 17 Jun 14:36 task.toml
Now let me read the trace data and the existing main.py:

<tmp>/workspace/data/operations.json

contents
1	{
2	  "capacity": 9,
3	  "protected_capacity": 4,
4	  "default_ttl": 8,
5	  "miss": -1,
6	  "reset_interval": 7,
7	  "operations": [
8	    ["put", 1, 100, 2],
9	    ["put", 2, 200, 2],
10	    ["put", 3, 300, 1],
11	    ["get", 1],
12	    ["get", 2],
13	    ["get", 1],
14	    ["put", 4, 400, 2],
15	    ["get", 3],
16	    ["get", 1],
17	    ["put", 5, 500, 2],
18	    ["get", 2],
19	    ["get", 99],
20	    ["put", 6, 600, 3],
21	    ["get", 4],
22	    ["put", 7, 700, 4],
23	    ["get", 1],
24	    ["get", 2],
25	    ["put", 8, 800, 1],
26	    ["get", 3],
27	    ["put", 1, 150, 2],
28	    ["get", 8],
29	    ["get", 77]
30	  ]
31	}
32

<tmp>/workspace/main.py

contents
1	# Read data/operations.json and write output/result.json.
2	#
3	# The input object carries: capacity, protected_capacity, default_ttl, miss,
4	# reset_interval, and operations (a list of ["put", key, value, cost] or
5	# ["get", key] entries).
6	#
7	# The output object must carry: get_results, final_probation, final_protected,
8	# total_weight, and rejected. See the task instructions for the exact rules
9	# (segmented recency, logical-clock expiry, weight budget, frequency-gated
10	# admission, demotion-on-overflow, and periodic frequency halving).
11	#
12	# TODO: implement the cache. The stub below writes an empty, incorrect result
13	# so that an unmodified program does not pass.
14	import json
15	import os
16	
17	with open("data/operations.json") as f:
18	    data = json.load(f)
19	
20	capacity = data["capacity"]
21	operations = data["operations"]
22	
23	result = {
24	    "get_results": [],
25	    "final_probation": [],
26	    "final_protected": [],
27	    "total_weight": 0,
28	    "rejected": 0,
29	}
30	
31	os.makedirs("output", exist_ok=True)
32	with open("output/result.json", "w") as f:
33	    json.dump(result, f)
34
Now I'll implement the complete cache logic. Let me write the full solution:
write · <tmp>/workspace/main.py
import json
import os

with open("data/operations.json") as f:
    data = json.load(f)

capacity = data["capacity"]
protected_capacity = data["protected_capacity"]
default_ttl = data["default_ttl"]
miss = data["miss"]
reset_interval = data["reset_interval"]
operations = data["operations"]

# Frequency estimates for all keys ever seen
frequencies = {}

# Probation segment: list of (key, value, cost, expiry)
probation = []
# Protected segment: list of (key, value, cost, expiry)
protected = []

get_results = []
rejected_count = 0
clock = 0

def get_frequency(key):
    return frequencies.get(key, 0)

def set_frequency(key, freq):
    frequencies[key] = freq

def increment_frequency(key):
    set_frequency(key, get_frequency(key) + 1)

def halve_all_frequencies():
    for key in frequencies:
        frequencies[key] //= 2

def sweep_expired(current_clock):
    """Remove expired entries from both segments."""
    global probation, protected
    probation = [(k, v, c, e) for k, v, c, e in probation if e > current_clock]
    protected = [(k, v, c, e) for k, v, c, e in protected if e > current_clock]

def get_probation_weight():
    return sum(c for _, _, c, _ in probation)

def get_protected_weight():
    return sum(c for _, _, c, _ in protected)

def find_in_probation(key):
    """Returns (index, entry) or (None, None)."""
    for i, (k, v, c, e) in enumerate(probation):
        if k == key:
            return i, (k, v, c, e)
    return None, None

def find_in_protected(key):
    """Returns (index, entry) or (None, None)."""
    for i, (k, v, c, e) in enumerate(protected):
        if k == key:
            return i, (k, v, c, e)
    return None, None

def promote_to_protected(key, value, cost, expiry):
    """Move entry from probation to protected as most recently used."""
    global probation, protected
    probation = [(k, v, c, e) for k, v, c, e in probation if k != key]
    protected.append((key, value, cost, expiry))

    # Handle demotion if protected segment exceeds capacity
    while get_protected_weight() > protected_capacity:
        # Take least recently used from protected (first element)
        demoted = protected.pop(0)
        demoted_key, demoted_value, demoted_cost, demoted_expiry = demoted
        # Insert as most recently used in probation
        probation.append((demoted_key, demoted_value, demoted_cost, demoted_expiry))

def evict_entries(amount_needed):
    """Evict entries until at least amount_needed weight is freed."""
    global probation, protected
    freed = 0

    # Evict from probation first (least recently used first)
    while freed < amount_needed and probation:
        key, value, cost, expiry = probation.pop(0)
        freed += cost

    # Then evict from protected if still needed
    while freed < amount_needed and protected:
        key, value, cost, expiry = protected.pop(0)
        freed += cost

def try_admit_new_entry(key, value, cost, current_clock):
    """Try to admit a new entry. Returns (admitted, new_entry)."""
    global probation, protected, rejected_count

    # Check if entry is too big for cache
    if cost > capacity:
        return False

    total_weight = get_probation_weight() + get_protected_weight()

    # If it fits without eviction, admit it
    if total_weight + cost <= capacity:
        return True

    # Calculate how much weight needs to be freed
    needed = total_weight + cost - capacity

    # Collect candidates for eviction in order: probation (LRU first), then protected (LRU first)
    candidates = []
    for i, entry in enumerate(probation):
        candidates.append(('probation', i, entry))
    for i, entry in enumerate(protected):
        candidates.append(('protected', i, entry))

    # Walk candidates and check if new key can beat them all
    freed = 0
    entries_to_evict = []
    new_key_freq = get_frequency(key)

    for segment, idx, (candidate_key, candidate_value, candidate_cost, candidate_expiry) in candidates:
        if freed >= needed:
            break

        candidate_freq = get_frequency(candidate_key)
        if new_key_freq <= candidate_freq:
            # New key loses
            rejected_count += 1
            return False

        entries_to_evict.append((segment, idx, candidate_cost))
        freed += candidate_cost

    # New key wins! Evict the entries
    # We need to evict in reverse order of index to avoid index shifting issues
    entries_to_evict.sort(key=lambda x: (x[0] == 'protected', -x[1]))

    for segment, idx, cost in entries_to_evict:
        if segment == 'probation':
            probation.pop(idx)
        else:
            protected.pop(idx)

    return True

for op_idx, op in enumerate(operations):
    # Advance clock
    clock += 1

    # Sweep expired entries
    sweep_expired(clock)

    # Get the key from the operation
    key = op[1]

    # Increment frequency for this key
    increment_frequency(key)

    # Apply operation
    if op[0] == "get":
        # Try to find key
        prob_idx, prob_entry = find_in_probation(key)
        prot_idx, prot_entry = find_in_protected(key)

        if prob_idx is not None:
            # Found in probation
            _, value, cost, _ = prob_entry
            # Refresh expiry and move to MRU
            probation.pop(prob_idx)
            new_expiry = clock + default_ttl
            probation.append((key, value, cost, new_expiry))

            # Promote to protected
            promote_to_protected(key, value, cost, new_expiry)

            get_results.append(value)
        elif prot_idx is not None:
            # Found in protected
            _, value, cost, _ = prot_entry
            # Refresh expiry and move to MRU
            protected.pop(prot_idx)
            new_expiry = clock + default_ttl
            protected.append((key, value, cost, new_expiry))

            get_results.append(value)
        else:
            # Not found
            get_results.append(miss)

    elif op[0] == "put":
        value = op[2]
        cost = op[
… (+2631 chars truncated)
I have an issue with my eviction logic. Let me rewrite this more carefully to handle all the edge cases properly:
write · <tmp>/workspace/main.py
import json
import os

with open("data/operations.json") as f:
    data = json.load(f)

capacity = data["capacity"]
protected_capacity = data["protected_capacity"]
default_ttl = data["default_ttl"]
miss = data["miss"]
reset_interval = data["reset_interval"]
operations = data["operations"]

# Frequency estimates for all keys ever seen
frequencies = {}

# Probation segment: list of (key, value, cost, expiry)
probation = []
# Protected segment: list of (key, value, cost, expiry)
protected = []

get_results = []
rejected_count = 0
clock = 0

def get_frequency(key):
    return frequencies.get(key, 0)

def set_frequency(key, freq):
    frequencies[key] = freq

def increment_frequency(key):
    set_frequency(key, get_frequency(key) + 1)

def halve_all_frequencies():
    for key in frequencies:
        frequencies[key] //= 2

def sweep_expired(current_clock):
    """Remove expired entries from both segments."""
    global probation, protected
    probation = [(k, v, c, e) for k, v, c, e in probation if e > current_clock]
    protected = [(k, v, c, e) for k, v, c, e in protected if e > current_clock]

def get_probation_weight():
    return sum(c for _, _, c, _ in probation)

def get_protected_weight():
    return sum(c for _, _, c, _ in protected)

def find_in_probation(key):
    """Returns (index, entry) or (None, None)."""
    for i, (k, v, c, e) in enumerate(probation):
        if k == key:
            return i, (k, v, c, e)
    return None, None

def find_in_protected(key):
    """Returns (index, entry) or (None, None)."""
    for i, (k, v, c, e) in enumerate(protected):
        if k == key:
            return i, (k, v, c, e)
    return None, None

def promote_to_protected(key, value, cost, expiry):
    """Move entry from probation to protected as most recently used."""
    global probation, protected
    probation = [(k, v, c, e) for k, v, c, e in probation if k != key]
    protected.append((key, value, cost, expiry))

    # Handle demotion if protected segment exceeds capacity
    while get_protected_weight() > protected_capacity:
        demoted = protected.pop(0)
        demoted_key, demoted_value, demoted_cost, demoted_expiry = demoted
        probation.append((demoted_key, demoted_value, demoted_cost, demoted_expiry))

def evict_to_fit(new_cost, skip_key=None):
    """Evict entries until cache has room for new_cost. Never evict skip_key."""
    global probation, protected

    while get_probation_weight() + get_protected_weight() + new_cost > capacity:
        evicted = False

        # Try to evict from probation first
        for i, (k, v, c, e) in enumerate(probation):
            if k != skip_key:
                probation.pop(i)
                evicted = True
                break

        if not evicted:
            # Try to evict from protected
            for i, (k, v, c, e) in enumerate(protected):
                if k != skip_key:
                    protected.pop(i)
                    evicted = True
                    break

        if not evicted:
            break

def try_admit_new_entry(key, value, cost, current_clock):
    """Try to admit a new entry. Returns True if admitted, False if rejected."""
    global probation, protected, rejected_count

    # Check if entry is too big for cache
    if cost > capacity:
        return False

    total_weight = get_probation_weight() + get_protected_weight()

    # If it fits without eviction, admit it
    if total_weight + cost <= capacity:
        return True

    # Calculate how much weight needs to be freed
    needed = total_weight + cost - capacity

    # Collect candidates for eviction in order: probation (LRU first), then protected (LRU first)
    candidates = []
    for i, entry in enumerate(probation):
        candidates.append(('probation', i, entry))
    for i, entry in enumerate(protected):
        candidates.append(('protected', i, entry))

    # Walk candidates and check if new key can beat them all
    freed = 0
    entries_to_evict = []
    new_key_freq = get_frequency(key)

    for segment, idx, (candidate_key, candidate_value, candidate_cost, candidate_expiry) in candidates:
        if freed >= needed:
            break

        candidate_freq = get_frequency(candidate_key)
        if new_key_freq <= candidate_freq:
            # New key loses the contest
            rejected_count += 1
            return False

        entries_to_evict.append((segment, idx, candidate_cost))
        freed += candidate_cost

    # New key wins! Evict the entries
    # Sort by segment and then by index in reverse to avoid index shifting
    entries_to_evict.sort(key=lambda x: (x[0] == 'probation', -x[1]))

    for segment, idx, cost in entries_to_evict:
        if segment == 'probation':
            probation.pop(idx)
        else:
            protected.pop(idx)

    return True

for op_idx, op in enumerate(operations):
    # Advance clock
    clock += 1

    # Sweep expired entries
    sweep_expired(clock)

    # Get the key from the operation
    key = op[1]

    # Increment frequency for this key
    increment_frequency(key)

    # Apply operation
    if op[0] == "get":
        # Try to find key
        prob_idx, prob_entry = find_in_probation(key)
        prot_idx, prot_entry = find_in_protected(key)

        if prob_idx is not None:
            # Found in probation
            _, value, cost, _ = prob_entry
            # Refresh expiry and move to MRU
            probation.pop(prob_idx)
            new_expiry = clock + default_ttl
            probation.append((key, value, cost, new_expiry))

            # Promote to protected
            promote_to_protected(key, value, cost, new_expiry)

            get_results.append(value)
        elif prot_idx is not None:
            # Found in protected
            _, value, cost, _ = prot_entry
            # Refresh expiry and move to MRU
            protected.pop(prot_idx)
            new_expiry = clock + default_ttl
            protected.append((key, value, cost, new_expiry))

    
… (+1728 chars truncated)
Now let me test the program:
shell
python main.py
output
Exit code 127
(eval):1: command not found: python
shell
python3 main.py
output
(Bash completed with no output)

<tmp>/workspace/output/result.json

contents
1	{"get_results": [100, 200, 100, 300, 100, 200, -1, 400, 100, 200, -1, 800, -1], "final_probation": [[2, 200]], "final_protected": [[1, 150], [8, 800]], "total_weight": 5, "rejected": 2}
The output was generated, but I think there may be issues with my logic. Let me trace through manually to verify correctness, especially around the promotion, demotion, and update eviction logic. The issue is in how I'm handling updates to existing entries that can cause overflow. Let me rewrite with more careful logic:
write · <tmp>/workspace/main.py
import json
import os

with open("data/operations.json") as f:
    data = json.load(f)

capacity = data["capacity"]
protected_capacity = data["protected_capacity"]
default_ttl = data["default_ttl"]
miss = data["miss"]
reset_interval = data["reset_interval"]
operations = data["operations"]

# Frequency estimates for all keys ever seen
frequencies = {}

# Probation segment: list of (key, value, cost, expiry)
probation = []
# Protected segment: list of (key, value, cost, expiry)
protected = []

get_results = []
rejected_count = 0
clock = 0

def get_frequency(key):
    return frequencies.get(key, 0)

def set_frequency(key, freq):
    frequencies[key] = freq

def increment_frequency(key):
    set_frequency(key, get_frequency(key) + 1)

def halve_all_frequencies():
    for key in frequencies:
        frequencies[key] //= 2

def sweep_expired(current_clock):
    """Remove expired entries from both segments."""
    global probation, protected
    probation = [(k, v, c, e) for k, v, c, e in probation if e > current_clock]
    protected = [(k, v, c, e) for k, v, c, e in protected if e > current_clock]

def get_probation_weight():
    return sum(c for _, _, c, _ in probation)

def get_protected_weight():
    return sum(c for _, _, c, _ in protected)

def find_in_probation(key):
    """Returns (index, entry) or (None, None)."""
    for i, (k, v, c, e) in enumerate(probation):
        if k == key:
            return i, (k, v, c, e)
    return None, None

def find_in_protected(key):
    """Returns (index, entry) or (None, None)."""
    for i, (k, v, c, e) in enumerate(protected):
        if k == key:
            return i, (k, v, c, e)
    return None, None

def demote_from_protected():
    """Move least recently used entry from protected to probation as MRU."""
    global probation, protected
    if protected:
        demoted = protected.pop(0)
        probation.append(demoted)

def promote_to_protected(key, value, cost, expiry):
    """Move entry from probation to protected as most recently used."""
    global probation, protected
    probation = [(k, v, c, e) for k, v, c, e in probation if k != key]
    protected.append((key, value, cost, expiry))

    # Handle demotion if protected segment exceeds capacity
    while get_protected_weight() > protected_capacity:
        demote_from_protected()

def evict_entries_until_fit(space_needed):
    """Evict entries until there's at least space_needed weight available."""
    global probation, protected

    while get_probation_weight() + get_protected_weight() + space_needed > capacity:
        evicted = False

        # Try to evict from probation first (least recently used)
        if probation:
            probation.pop(0)
            evicted = True

        if not evicted and protected:
            # Try to evict from protected (least recently used)
            protected.pop(0)
            evicted = True

        if not evicted:
            break

def try_admit_new_entry(key, value, cost, current_clock):
    """Try to admit a new entry. Returns True if admitted, False if rejected."""
    global probation, protected, rejected_count

    # Check if entry is too big for cache
    if cost > capacity:
        return False

    total_weight = get_probation_weight() + get_protected_weight()

    # If it fits without eviction, admit it
    if total_weight + cost <= capacity:
        return True

    # Calculate how much weight needs to be freed
    needed = total_weight + cost - capacity

    # Collect candidates for eviction in order: probation (LRU first), then protected (LRU first)
    candidates = []
    for i, entry in enumerate(probation):
        candidates.append(('probation', i, entry))
    for i, entry in enumerate(protected):
        candidates.append(('protected', i, entry))

    # Walk candidates and check if new key can beat them all
    freed = 0
    entries_to_evict = []
    new_key_freq = get_frequency(key)

    for segment, idx, (candidate_key, candidate_value, candidate_cost, candidate_expiry) in candidates:
        if freed >= needed:
            break

        candidate_freq = get_frequency(candidate_key)
        if new_key_freq <= candidate_freq:
            # New key loses the contest
            rejected_count += 1
            return False

        entries_to_evict.append((segment, idx, candidate_cost))
        freed += candidate_cost

    # New key wins! Evict the entries
    # Sort by segment first (probation before protected), then by index in reverse to avoid index shifting
    entries_to_evict.sort(key=lambda x: (x[0] == 'protected', -x[1]))

    for segment, idx, cost in entries_to_evict:
        if segment == 'probation':
            probation.pop(idx)
        else:
            protected.pop(idx)

    return True

for op_idx, op in enumerate(operations):
    # Advance clock
    clock += 1

    # Sweep expired entries
    sweep_expired(clock)

    # Get the key from the operation
    key = op[1]

    # Increment frequency for this key
    increment_frequency(key)

    # Apply operation
    if op[0] == "get":
        # Try to find key
        prob_idx, prob_entry = find_in_probation(key)
        prot_idx, prot_entry = find_in_protected(key)

        if prob_idx is not None:
            # Found in probation
            _, value, cost, _ = prob_entry
            # Refresh expiry and move to MRU
            probation.pop(prob_idx)
            new_expiry = clock + default_ttl
            probation.append((key, value, cost, new_expiry))

            # Promote to protected
            promote_to_protected(key, value, cost, new_expiry)

            get_results.append(value)
        elif prot_idx is not None:
            # Found in protected
            _, value, cost, _ = prot_entry
            # Refresh expiry and move to MRU
            protected.pop(prot_idx)
            new_expiry = clock + default_ttl
            protected.append((key, value, cost, new_expiry))

            get_results.append(value)
        else:
            # Not foun
… (+4240 chars truncated)
shell
python3 main.py && cat output/result.json
output
{"get_results": [100, 200, 100, 300, 100, 200, -1, 400, 100, 200, -1, 800, -1], "final_probation": [[2, 200]], "final_protected": [[1, 150], [8, 800]], "total_weight": 5, "rejected": 2}
I need to trace through the logic more carefully. The update eviction logic is still not quite right. Let me reconsider the algorithm for updates based on the instructions: evict until the cache fits, taking LRU from probation first, then LRU from protected, and never evicting the entry we just updated.
write · <tmp>/workspace/main.py
import json
import os

with open("data/operations.json") as f:
    data = json.load(f)

capacity = data["capacity"]
protected_capacity = data["protected_capacity"]
default_ttl = data["default_ttl"]
miss = data["miss"]
reset_interval = data["reset_interval"]
operations = data["operations"]

# Frequency estimates for all keys ever seen
frequencies = {}

# Probation segment: list of (key, value, cost, expiry)
probation = []
# Protected segment: list of (key, value, cost, expiry)
protected = []

get_results = []
rejected_count = 0
clock = 0

def get_frequency(key):
    return frequencies.get(key, 0)

def set_frequency(key, freq):
    frequencies[key] = freq

def increment_frequency(key):
    set_frequency(key, get_frequency(key) + 1)

def halve_all_frequencies():
    for key in frequencies:
        frequencies[key] //= 2

def sweep_expired(current_clock):
    """Remove expired entries from both segments."""
    global probation, protected
    probation = [(k, v, c, e) for k, v, c, e in probation if e > current_clock]
    protected = [(k, v, c, e) for k, v, c, e in protected if e > current_clock]

def get_probation_weight():
    return sum(c for _, _, c, _ in probation)

def get_protected_weight():
    return sum(c for _, _, c, _ in protected)

def find_in_probation(key):
    """Returns (index, entry) or (None, None)."""
    for i, (k, v, c, e) in enumerate(probation):
        if k == key:
            return i, (k, v, c, e)
    return None, None

def find_in_protected(key):
    """Returns (index, entry) or (None, None)."""
    for i, (k, v, c, e) in enumerate(protected):
        if k == key:
            return i, (k, v, c, e)
    return None, None

def demote_from_protected():
    """Move least recently used entry from protected to probation as MRU."""
    global probation, protected
    if protected:
        demoted = protected.pop(0)
        probation.append(demoted)

def promote_to_protected(key, value, cost, expiry):
    """Move entry from probation to protected as most recently used."""
    global probation, protected
    probation = [(k, v, c, e) for k, v, c, e in probation if k != key]
    protected.append((key, value, cost, expiry))

    # Handle demotion if protected segment exceeds capacity
    while get_protected_weight() > protected_capacity:
        demote_from_protected()

def evict_entries_for_update(updated_key):
    """Evict entries until cache fits. Never evict updated_key."""
    global probation, protected

    while get_probation_weight() + get_protected_weight() > capacity:
        evicted = False

        # Try to evict from probation first (least recently used), but not updated_key
        for i, (k, v, c, e) in enumerate(probation):
            if k != updated_key:
                probation.pop(i)
                evicted = True
                break

        if not evicted:
            # Try to evict from protected (least recently used), but not updated_key
            for i, (k, v, c, e) in enumerate(protected):
                if k != updated_key:
                    protected.pop(i)
                    evicted = True
                    break

        if not evicted:
            break

def try_admit_new_entry(key, value, cost, current_clock):
    """Try to admit a new entry. Returns True if admitted, False if rejected."""
    global probation, protected, rejected_count

    # Check if entry is too big for cache
    if cost > capacity:
        return False

    total_weight = get_probation_weight() + get_protected_weight()

    # If it fits without eviction, admit it
    if total_weight + cost <= capacity:
        return True

    # Calculate how much weight needs to be freed
    needed = total_weight + cost - capacity

    # Collect candidates for eviction in order: probation (LRU first), then protected (LRU first)
    candidates = []
    for i, entry in enumerate(probation):
        candidates.append(('probation', i, entry))
    for i, entry in enumerate(protected):
        candidates.append(('protected', i, entry))

    # Walk candidates and check if new key can beat them all
    freed = 0
    entries_to_evict = []
    new_key_freq = get_frequency(key)

    for segment, idx, (candidate_key, candidate_value, candidate_cost, candidate_expiry) in candidates:
        if freed >= needed:
            break

        candidate_freq = get_frequency(candidate_key)
        if new_key_freq <= candidate_freq:
            # New key loses the contest
            rejected_count += 1
            return False

        entries_to_evict.append((segment, idx, candidate_cost))
        freed += candidate_cost

    # New key wins! Evict the entries
    # Sort by segment first (probation before protected), then by index in reverse to avoid index shifting
    entries_to_evict.sort(key=lambda x: (x[0] == 'protected', -x[1]))

    for segment, idx, cost in entries_to_evict:
        if segment == 'probation':
            probation.pop(idx)
        else:
            protected.pop(idx)

    return True

for op_idx, op in enumerate(operations):
    # Advance clock
    clock += 1

    # Sweep expired entries
    sweep_expired(clock)

    # Get the key from the operation
    key = op[1]

    # Increment frequency for this key
    increment_frequency(key)

    # Apply operation
    if op[0] == "get":
        # Try to find key
        prob_idx, prob_entry = find_in_probation(key)
        prot_idx, prot_entry = find_in_protected(key)

        if prob_idx is not None:
            # Found in probation
            _, value, cost, _ = prob_entry
            # Refresh expiry and move to MRU
            probation.pop(prob_idx)
            new_expiry = clock + default_ttl
            probation.append((key, value, cost, new_expiry))

            # Promote to protected
            promote_to_protected(key, value, cost, new_expiry)

            get_results.append(value)
        elif prot_idx is not None:
            # Found in protected
            _, value, cost, _ = prot_entry
            # Refresh expiry a
… (+1874 chars truncated)
shell
python3 main.py && cat output/result.json
output
{"get_results": [100, 200, 100, 300, 100, 200, -1, 400, 100, 200, -1, 800, -1], "final_probation": [[2, 200]], "final_protected": [[1, 150], [8, 800]], "total_weight": 5, "rejected": 2}
Now let me trace through the operations manually to validate this is correct. Let me add some debug output:
shell
cat > /tmp/trace.py << 'EOF'
import json

with open("data/operations.json") as f:
    data = json.load(f)

capacity = data["capacity"]
protected_capacity = data["protected_capacity"]
default_ttl = data["default_ttl"]
miss = data["miss"]
reset_interval = data["reset_interval"]
operations = data["operations"]

frequencies = {}
probation = []
protected = []
get_results = []
rejected_count = 0
clock = 0

def get_frequency(key):
    return frequencies.get(key, 0)

def set_frequency(key, freq):
    frequencies[key] = freq

def increment_frequency(key):
    set_frequency(key, get_frequency(key) + 1)

def halve_all_frequencies():
    for key in frequencies:
        frequencies[key] //= 2

def sweep_expired(current_clock):
    global probation, protected
    probation = [(k, v, c, e) for k, v, c, e in probation if e > current_clock]
    protected = [(k, v, c, e) for k, v, c, e in protected if e > current_clock]

def get_probation_weight():
    return sum(c for _, _, c, _ in probation)

def get_protected_weight():
    return sum(c for _, _, c, _ in protected)

def find_in_probation(key):
    for i, (k, v, c, e) in enumerate(probation):
        if k == key:
            return i, (k, v, c, e)
    return None, None

def find_in_protected(key):
    for i, (k, v, c, e) in enumerate(protected):
        if k == key:
            return i, (k, v, c, e)
    return None, None

def promote_to_protected(key, value, cost, expiry):
    global probation, protected
    probation = [(k, v, c, e) for k, v, c, e in probation if k != key]
    protected.append((key, value, cost, expiry))
    while get_protected_weight() > protected_capacity:
        demoted = protected.pop(0)
        probation.append(demoted)

def evict_entries_for_update(updated_key):
    global probation, protected
    while get_probation_weight() + get_protected_weight() > capacity:
        evicted = False
        for i, (k, v, c, e) in enumerate(probation):
            if k != updated_key:
                probation.pop(i)
                evicted = True
                break
        if not evicted:
            for i, (k, v, c, e) in enumerate(protected):
                if k != updated_key:
                    protected.pop(i)
                    evicted = True
                    break
        if not evicted:
            break

def try_admit_new_entry(key, value, cost, current_clock):
    global probation, protected, rejected_count
    if cost > capacity:
        return False
    total_weight = get_probation_weight() + get_protected_weight()
    if total_weight + cost <= capacity:
        return True
    needed = total_weight + cost - capacity
    candidates = []
    for i, entry in enumerate(probation):
        candidates.append(('probation', i, entry))
    for i, entry in enumerate(protected):
        candidates.append(('protected', i, entry))
    freed = 0
    entries_to_evict = []
    new_key_freq = get_frequency(key)
    for segment, idx, (candidate_key, candidate_value, candidate_cost, candidate_expiry) in candidates:
        if freed >= needed:
            break
        candidate_freq = get_frequency(candidate_key)
        if new_key_freq <= candidate_freq:
            rejected_count += 1
            return False
        entries_to_evict.append((segment, idx, candidate_cost))
        freed += candidate_cost
    entries_to_evict.sort(key=lambda x: (x[0] == 'protected', -x[1]))
    for segment, idx, cost in entries_to_evict:
        if segment == 'probation':
            probation.pop(idx)
        else:
            protected.pop(idx)
    return True

for op_idx, op in enumerate(operations):
    clock += 1
    sweep_expired(clock)
    key = op[1]
    increment_frequency(key)
    
    print(f"Op {op_idx+1} (clock={clock}): {op}")
    print(f"  Frequencies: {frequencies}")
    
    if op[0] == "get":
        prob_idx, prob_entry = find_in_probation(key)
        prot_idx, prot_entry = find_in_protected(key)
        if prob_idx is not None:
            _, value, cost, _ = prob_entry
            probation.pop(prob_idx)
            new_expiry = clock + default_ttl
            probation.append((key, value, cost, new_expiry))
            promote_to_protected(key, value, cost, new_expiry)
            get_results.append(value)
            print(f"  GET {key}: FOUND in probation, value={value}, promoted to protected")
        elif prot_idx is not None:
            _, value, cost, _ = prot_entry
            protected.pop(prot_idx)
            new_expiry = clock + default_ttl
            protected.append((key, value, cost, new_expiry))
            get_results.append(value)
            print(f"  GET {key}: FOUND in protected, value={value}")
        else:
            get_results.append(miss)
            print(f"  GET {key}: NOT FOUND, miss={miss}")
    elif op[0] == "put":
        value = op[2]
        cost = op[3]
        new_expiry = clock + default_ttl
        prob_idx, prob_entry = find_in_probation(key)
        prot_idx, prot_entry = find_in_protected(key)
        if prob_idx is not None:
            probation.pop(prob_idx)
            probation.append((key, value, cost, new_expiry))
            evict_entries_for_update(key)
            print(f"  PUT {key} UPDATE in probation, value={value}, cost={cost}")
        elif prot_idx is not None:
            protected.pop(prot_idx)
            protected.append((key, value, cost, new_expiry))
            evict_entries_for_update(key)
            print(f"  PUT {key} UPDATE in protected, value={value}, cost={cost}")
        else:
            if try_admit_new_entry(key, value, cost, clock):
                probation.append((key, value, cost, new_expiry))
                print(f"  PUT {key} NEW in probation, value={value}, cost={cost}")
            else:
                print(f"  PUT {key} REJECTED")
    
    print(f"  Probation: {[(k, v, c) for k, v, c, _ in probation]} (weight={get_probation_weight()})")
    print(f"  Protected: {[(k, v, c) for k, v, c, _ in protected]} (weight={get_protected_weight()})")
    pri
… (+554 chars truncated)
output
Op 1 (clock=1): ['put', 1, 100, 2]
  Frequencies: {1: 1}
  PUT 1 NEW in probation, value=100, cost=2
  Probation: [(1, 100, 2)] (weight=2)
  Protected: [] (weight=0)
  Total weight: 2

Op 2 (clock=2): ['put', 2, 200, 2]
  Frequencies: {1: 1, 2: 1}
  PUT 2 NEW in probation, value=200, cost=2
  Probation: [(1, 100, 2), (2, 200, 2)] (weight=4)
  Protected: [] (weight=0)
  Total weight: 4

Op 3 (clock=3): ['put', 3, 300, 1]
  Frequencies: {1: 1, 2: 1, 3: 1}
  PUT 3 NEW in probation, value=300, cost=1
  Probation: [(1, 100, 2), (2, 200, 2), (3, 300, 1)] (weight=5)
  Protected: [] (weight=0)
  Total weight: 5

Op 4 (clock=4): ['get', 1]
  Frequencies: {1: 2, 2: 1, 3: 1}
  GET 1: FOUND in probation, value=100, promoted to protected
  Probation: [(2, 200, 2), (3, 300, 1)] (weight=3)
  Protected: [(1, 100, 2)] (weight=2)
  Total weight: 5

Op 5 (clock=5): ['get', 2]
  Frequencies: {1: 2, 2: 2, 3: 1}
  GET 2: FOUND in probation, value=200, promoted to protected
  Probation: [(3, 300, 1)] (weight=1)
  Protected: [(1, 100, 2), (2, 200, 2)] (weight=4)
  Total weight: 5

Op 6 (clock=6): ['get', 1]
  Frequencies: {1: 3, 2: 2, 3: 1}
  GET 1: FOUND in protected, value=100
  Probation: [(3, 300, 1)] (weight=1)
  Protected: [(2, 200, 2), (1, 100, 2)] (weight=4)
  Total weight: 5

Op 7 (clock=7): ['put', 4, 400, 2]
  Frequencies: {1: 3, 2: 2, 3: 1, 4: 1}
  PUT 4 NEW in probation, value=400, cost=2
  Probation: [(3, 300, 1), (4, 400, 2)] (weight=3)
  Protected: [(2, 200, 2), (1, 100, 2)] (weight=4)
  Total weight: 7
  AGE frequencies at op 7

Op 8 (clock=8): ['get', 3]
  Frequencies: {1: 1, 2: 1, 3: 1, 4: 0}
  GET 3: FOUND in probation, value=300, promoted to protected
  Probation: [(4, 400, 2), (2, 200, 2)] (weight=4)
  Protected: [(1, 100, 2), (3, 300, 1)] (weight=3)
  Total weight: 7

Op 9 (clock=9): ['get', 1]
  Frequencies: {1: 2, 2: 1, 3: 1, 4: 0}
  GET 1: FOUND in protected, value=100
  Probation: [(4, 400, 2), (2, 200, 2)] (weight=4)
  Protected: [(3, 300, 1), (1, 100, 2)] (weig
… (+3705 chars truncated)
Perfect! The trace shows the cache is working correctly. Let me verify the result by checking a few key transitions: 1. **Operation 8** (get 3): Key 3 was added at op 3 with expiry=11. At op 8 (clock=8), 8 ≤ 11, so it's still live. It gets promoted. 2. **Operation 14** (get 4): Key 4 was added at op 7 with expiry=14. At op 14 (clock=14), 14 is NOT > 14, so it should be expired. But the trace shows it was found. Let me check the expiry logic. Wait, I see the issue in my understanding. The instruction says: "An entry is considered expired...the moment the clock reaches or passes its expiry time. In other words, at clock time t any entry whose expiry time is less than or equal to t is dead." So at clock=14, entries with expiry ≤ 14 are dead. Key 4 was set to expiry=14 at clock 7. At clock 14, expiry=14, so 14 ≤ 14, it IS dead. But the trace shows it was found. Let me re-examine the sweep: Actually, looking at the trace again at op 14: - Before the operation, protected has [(2,200,2), (4,400,2)] - The sweep at clock 14 should check: is 14 > 14? No. So key 4 should be expired. But the trace shows it gets promoted. Let me check the expiry time calculation. Key 4 was put at op 7 (clock=7) with cost=2. It should have expiry=7+8=15. At clock=14, 14 > 15? No, so it's not expired. I miscalculated! The trace is actually correct. Let me verify the final result again. The program output matches the detailed trace, so the implementation is correct: **Result:** - `get_results`: [100, 200, 100, 300, 100, 200, -1, 400, 100, 200, -1, 800, -1] - `final_probation`: [[2, 200]] - `final_protected`: [[1, 150], [8, 800]] - `total_weight`: 5 - `rejected`: 2 The cache implementation is complete and working correctly!
Perfect! The trace shows the cache is working correctly. Let me verify the result by checking a few key transitions: 1. **Operation 8** (get 3): Key 3 was added at op 3 with expiry=11. At op 8 (clock=8), 8 ≤ 11, so it's still live. It gets promoted. 2. **Operation 14** (get 4): Key 4 was added at op 7 with expiry=14. At op 14 (clock=14), 14 is NOT > 14, so it should be expired. But the trace shows it was found. Let me check the expiry logic. Wait, I see the issue in my understanding. The instruction says: "An entry is considered expired...the moment the clock reaches or passes its expiry time. In other words, at clock time t any entry whose expiry time is less than or equal to t is dead." So at clock=14, entries with expiry ≤ 14 are dead. Key 4 was set to expiry=14 at clock 7. At clock 14, expiry=14, so 14 ≤ 14, it IS dead. But the trace shows it was found. Let me re-examine the sweep: Actually, looking at the trace again at op 14: - Before the operation, protected has [(2,200,2), (4,400,2)] - The sweep at clock 14 should check: is 14 > 14? No. So key 4 should be expired. But the trace shows it gets promoted. Let me check the expiry time calculation. Key 4 was put at op 7 (clock=7) with cost=2. It should have expiry=7+8=15. At clock=14, 14 > 15? No, so it's not expired. I miscalculated! The trace is actually correct. Let me verify the final result again. The program output matches the detailed trace, so the implementation is correct: **Result:** - `get_results`: [100, 200, 100, 300, 100, 200, -1, 400, 100, 200, -1, 800, -1] - `final_probation`: [[2, 200]] - `final_protected`: [[1, 150], [8, 800]] - `total_weight`: 5 - `rejected`: 2 The cache implementation is complete and working correctly!
Final diff , what the agent changed
--- a/main.py
+++ b/main.py
@@ -1,16 +1,3 @@
-# Read data/operations.json and write output/result.json.
-#
-# The input object carries: capacity, protected_capacity, default_ttl, miss,
-# reset_interval, and operations (a list of ["put", key, value, cost] or
-# ["get", key] entries).
-#
-# The output object must carry: get_results, final_probation, final_protected,
-# total_weight, and rejected. See the task instructions for the exact rules
-# (segmented recency, logical-clock expiry, weight budget, frequency-gated
-# admission, demotion-on-overflow, and periodic frequency halving).
-#
-# TODO: implement the cache. The stub below writes an empty, incorrect result
-# so that an unmodified program does not pass.
import json
import os
@@ -18,14 +5,248 @@
data = json.load(f)
capacity = data["capacity"]
+protected_capacity = data["protected_capacity"]
+default_ttl = data["default_ttl"]
+miss = data["miss"]
+reset_interval = data["reset_interval"]
operations = data["operations"]
+# Frequency estimates for all keys ever seen
+frequencies = {}
+
+# Probation segment: list of (key, value, cost, expiry)
+probation = []
+# Protected segment: list of (key, value, cost, expiry)
+protected = []
+
+get_results = []
+rejected_count = 0
+clock = 0
+
+def get_frequency(key):
+ return frequencies.get(key, 0)
+
+def set_frequency(key, freq):
+ frequencies[key] = freq
+
+def increment_frequency(key):
+ set_frequency(key, get_frequency(key) + 1)
+
+def halve_all_frequencies():
+ for key in frequencies:
+ frequencies[key] //= 2
+
+def sweep_expired(current_clock):
+ """Remove expired entries from both segments."""
+ global probation, protected
+ probation = [(k, v, c, e) for k, v, c, e in probation if e > current_clock]
+ protected = [(k, v, c, e) for k, v, c, e in protected if e > current_clock]
+
+def get_probation_weight():
+ return sum(c for _, _, c, _ in probation)
+
+def get_protected_weight():
+ return sum(c for _, _, c, _ in protected)
+
+def find_in_probation(key):
+ """Returns (index, entry) or (None, None)."""
+ for i, (k, v, c, e) in enumerate(probation):
+ if k == key:
+ return i, (k, v, c, e)
+ return None, None
+
+def find_in_protected(key):
+ """Returns (index, entry) or (None, None)."""
+ for i, (k, v, c, e) in enumerate(protected):
+ if k == key:
+ return i, (k, v, c, e)
+ return None, None
+
+def demote_from_protected():
+ """Move least recently used entry from protected to probation as MRU."""
+ global probation, protected
+ if protected:
+ demoted = protected.pop(0)
+ probation.append(demoted)
+
+def promote_to_protected(key, value, cost, expiry):
+ """Move entry from probation to protected as most recently used."""
+ global probation, protected
+ probation = [(k, v, c, e) for k, v, c, e in probation if k != key]
+ protected.append((key, value, cost, expiry))
+
+ # Handle demotion if protected segment exceeds capacity
+ while get_protected_weight() > protected_capacity:
+ demote_from_protected()
+
+def evict_entries_for_update(updated_key):
+ """Evict entries until cache fits. Never evict updated_key."""
+ global probation, protected
+
+ while get_probation_weight() + get_protected_weight() > capacity:
+ evicted = False
+
+ # Try to evict from probation first (least recently used), but not updated_key
+ for i, (k, v, c, e) in enumerate(probation):
+ if k != updated_key:
+ probation.pop(i)
+ evicted = True
+ break
+
+ if not evicted:
+ # Try to evict from protected (least recently used), but not updated_key
+ for i, (k, v, c, e) in enumerate(protected):
+ if k != updated_key:
+ protected.pop(i)
+ evicted = True
+ break
+
+ if not evicted:
+ break
+
+def try_admit_new_entry(key, value, cost, current_clock):
+ """Try to admit a new entry. Returns True if admitted, False if rejected."""
+ global probation, protected, rejected_count
+
+ # Check if entry is too big for cache
+ if cost > capacity:
+ return False
+
+ total_weight = get_probation_weight() + get_protected_weight()
+
+ # If it fits without eviction, admit it
+ if total_weight + cost <= capacity:
+ return True
+
+ # Calculate how much weight needs to be freed
+ needed = total_weight + cost - capacity
+
+ # Collect candidates for eviction in order: probation (LRU first), then protected (LRU first)
+ candidates = []
+ for i, entry in enumerate(probation):
+ candidates.append(('probation', i, entry))
+ for i, entry in enumerate(protected):
+ candidates.append(('protected', i, entry))
+
+ # Walk candidates and check if new key can beat them all
+ freed = 0
+ entries_to_evict = []
+ new_key_freq = get_frequency(key)
+
+ for segment, idx, (candidate_key, candidate_value, candidate_cost, candidate_expiry) in candidates:
+ if freed >= needed:
+ break
+
+ candidate_freq = get_frequency(candidate_key)
+ if new_key_freq <= candidate_freq:
+ # New key loses the contest
+ rejected_count += 1
+ return False
+
+ entries_to_evict.append((segment, idx, candidate_cost))
+ freed += candidate_cost
+
+ # New key wins! Evict the entries
+ # Sort by segment first (probation before protected), then by index in reverse to avoid index shifting
+ entries_to_evict.sort(key=lambda x: (x[0] == 'protected', -x[1]))
+
+ for segment, idx, cost in entries_to_evict:
+ if segment == 'probation':
+ probation.pop(idx)
+ else:
+ protected.pop(idx)
+
+ return True
+
+for op_idx, op in enumerate(operations):
+ # Advance clock
+ clock += 1
+
+ # Sweep expired entries
+ sweep_expired(clock)
+
+ # Get the key from the operation
+ key = op[1]
+
+ # Increment frequency for this key
+ increment_frequency(key)
+
+ # Apply operation
+ if op[0] == "get":
+ # Try to find key
+ prob_idx, prob_entry = find_in_probation(key)
+ prot_idx, prot_entry = find_in_protected(key)
+
+ if prob_idx is not None:
+ # Found in probation
+ _, value, cost, _ = prob_entry
+ # Refresh expiry and move to MRU
+ probation.pop(prob_idx)
+ new_expiry = clock + default_ttl
+ probation.append((key, value, cost, new_expiry))
+
+ # Promote to protected
+ promote_to_protected(key, value, cost, new_expiry)
+
+ get_results.append(value)
+ elif prot_idx is not None:
+ # Found in protected
+ _, value, cost, _ = prot_entry
+ # Refresh expiry and move to MRU
+ protected.pop(prot_idx)
+ new_expiry = clock + default_ttl
+ protected.append((key, value, cost, new_expiry))
+
+ get_results.append(value)
+ else:
+ # Not found
+ get_results.append(miss)
+
+ elif op[0] == "put":
+ value = op[2]
+ cost = op[3]
+ new_expiry = clock + default_ttl
+
+ # Check if key already exists as live entry
+ prob_idx, prob_entry = find_in_probation(key)
+ prot_idx, prot_entry = find_in_protected(key)
+
+ if prob_idx is not None:
+ # Update in probation
+ probation.pop(prob_idx)
+ probation.append((key, value, cost, new_expiry))
+
+ # Evict if needed, excluding the key we just updated
+ evict_entries_for_update(key)
+
+ elif prot_idx is not None:
+ # Update in protected
+ protected.pop(prot_idx)
+ protected.append((key, value, cost, new_expiry))
+
+ # Evict if needed, excluding the key we just updated
+ evict_entries_for_update(key)
+
+ else:
+ # Try to admit new entry
+ if try_admit_new_entry(key, value, cost, clock):
+ probation.append((key, value, cost, new_expiry))
+
+ # Check if we should age frequencies
+ if (op_idx + 1) % reset_interval == 0:
+ halve_all_frequencies()
+
+# Prepare output
+final_probation = [[k, v] for k, v, c, e in probation]
+final_protected = [[k, v] for k, v, c, e in protected]
+total_weight = get_probation_weight() + get_protected_weight()
+
result = {
- "get_results": [],
- "final_probation": [],
- "final_protected": [],
- "total_weight": 0,
- "rejected": 0,
+ "get_results": get_results,
+ "final_probation": final_probation,
+ "final_protected": final_protected,
+ "total_weight": total_weight,
+ "rejected": rejected_count,
}
os.makedirs("output", exist_ok=True)
--- /dev/null
+++ b/output/result.json
@@ -0,0 +1 @@
+{"get_results": [100, 200, 100, 300, 100, 200, -1, 400, 100, 200, -1, 800, -1], "final_probation": [[2, 200]], "final_protected": [[1, 150], [8, 800]], "total_weight": 5, "rejected": 2}
Verifier output , the proof behind the reward
tests/test.sh
============================= test session starts ==============================
platform darwin -- Python 3.12.4, pytest-8.4.1, pluggy-1.6.0 -- /Library/Frameworks/Python.framework/Versions/3.12/bin/python3
cachedir: .pytest_cache
rootdir: <tmp>/workspace
plugins: anyio-4.12.1, respx-0.22.0, mock-3.15.1, asyncio-0.21.1
asyncio: mode=Mode.STRICT
collecting ... collected 13 items

tests/test_outputs.py::test_output_exists PASSED                         [  7%]
tests/test_outputs.py::test_shipped_input_correct PASSED                 [ 15%]
tests/test_outputs.py::test_shipped_exercises_the_gate PASSED            [ 23%]
tests/test_outputs.py::test_shipped_invariants PASSED                    [ 30%]
tests/test_outputs.py::test_hidden_inputs[3] PASSED                      [ 38%]
tests/test_outputs.py::test_hidden_inputs[4] PASSED                      [ 46%]
tests/test_outputs.py::test_hidden_inputs[8] PASSED                      [ 53%]
tests/test_outputs.py::test_hidden_inputs[11] PASSED                     [ 61%]
tests/test_outputs.py::test_hidden_inputs[13] PASSED                     [ 69%]
tests/test_outputs.py::test_hidden_inputs[16] PASSED                     [ 76%]
tests/test_outputs.py::test_hidden_inputs[33] PASSED                     [ 84%]
tests/test_outputs.py::test_hidden_inputs[47] PASSED                     [ 92%]
tests/test_outputs.py::test_hidden_inputs_are_nontrivial PASSED          [100%]

============================== 13 passed in 0.22s ==============================

Reproduce this trial: git checkout 2f94510 && PYTHONPATH=src python3 scripts/build_site.py , then open trial/trial_791f16943c944bd4. Re-running the agent live requires EVAL_PLATFORM_ENABLE_OAUTH_SMOKE=1 and is non-deterministic.

Trial trial_791f16943c944bd4 · verifier authoritative; classifier explanatory.