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arxiv: https://arxiv.org/abs/2606.19782
提出 AgentFinVQA 多智能体流水线,将金融图表问答分解为规划、OCR、图例对齐、视觉检验与验证步骤并生成可追溯的模型评估包,实现可审计的本地部署且不牺牲准确率。
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Summary
Add a lean, PromptChain-native Docker code-execution component (e.g. promptchain/utils/docker_executor.py) usable as a
Callable instruction or a registered tool, so chains and AgenticStepProcessor ...
Raw metrics accumulate indefinitely. Add a configurable retention policy.\n\nWhat to implement:\n- Add a
prune_metrics(older_than_seconds: int) - int function to database.py (returns count of deleted rows)\n- ...
backend
feature
Complete the ANOMALY branch in app/alerts/engine.py. The AlertRuleKind.ANOMALY enum value and stddev_factor field on
AlertRule are already defined.\n\nWhat to implement:\n- evaluate_rule fires for an ANOMALY ...
backend
feature
Unskip and implement the skipped tests in tests/test_notifiers.py.\n\nWhat to implement:\n- TestWebhookNotifier: mock
urllib.request.urlopen, assert payload shape, verify HMAC header, test retry behaviour\n- ...
backend
testing
Complete app/aggregator.py. Currently compute_rollup() always returns None.\n\nWhat to implement:\n- For the given
window ( 1h , 24h , 7d ), query the last N seconds of raw metrics from the DB\n- Compute ...
backend
feature
Complete app/notifiers/email_notifier.py. Skeleton and config spec are in the docstring.\n\nWhat to implement:\n- Use
smtplib + email.mime (stdlib only, no extra deps)\n- Connect with TLS if use_tls=True ...
backend
feature
Complete app/alerts/dedup.py. Currently should_fire() always returns True, causing alert storms.\n\nWhat to
implement:\n- should_fire(rule, last_event) returns False if last_event exists and was fired ...
backend
feature
Complete app/collectors/http_collector.py. The class skeleton and docstring are already in place.\n\nWhat to
implement:\n- Use urllib.request (no extra dependencies) to GET the configured URL\n- Record ...
backend
feature

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