Upload folder using huggingface_hub

README.md

@@ -1,3 +1,36 @@
----
-license: mit
----
+---
+dataset: slack-bench
+tags:
+  - agent-evals
+  - slack
+  - api
+  - messaging
+license: mit
+---
+
+# Slack Bench
+
+Slack Bench contains 37 tasks for evaluating AI agents on Slack API operations.
+
+## Task Categories
+
+- **Basic messaging**: Send messages, DMs, group conversations
+- **Channel operations**: Create channels, invite users, archive
+- **Rich text formatting**: Block Kit (bold, italic, code blocks, lists, tables)
+- **Thread replies**: Reply to specific messages in threads
+- **Cross-channel operations**: Copy/summarize content between channels
+- **User management**: Add/remove users from channels
+- **Reactions**: Add emoji reactions to messages
+
+## Files
+
+- `data/train.jsonl`
+- `dataset_infos.json`
+- `seeds/slack_bench_default.json`
+
+## How to run?
+
+**Colab:** [Run Linear-Bench](https://colab.research.google.com/drive/1Hext-WWDsm9BxsOrASYoMjgu1N_lN0Fz?usp=sharing) |  **Docs:** [Agent Diff Evaluation Docs](https://agentdiff.mintlify.app/core-concepts/evaluations) 
+
+## Read more 
+**Website:** [agentdiff.dev](https://agentdiff.dev)  | **Repo:** [Github](https://github.com/hubert-marek/agent-diff)  

data/train.jsonl

@@ -0,0 +1,37 @@
+{"id": "slack-bench-test_1", "prompt": "Send a 'hello' message to the general channel", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C01ABCD1234"}, "message_text": {"contains": "hello"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 0, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_2", "prompt": "Send a DM to John saying 'Can we sync later?'", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"user_id": {"eq": "U01AGENBOT9"}, "message_text": {"contains": "sync later"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "channels", "diff_type": "added", "selector": {"is_dm": {"eq": true}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 2, "metadata": {"test_index": 1, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_3", "prompt": "Send a DM (group conversation not channel) to Artem and Hubert saying 'Hey, I've took a look at the presentation and I have some questions. Can you help me?'", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"user_id": {"eq": "U01AGENBOT9"}, "message_text": {"contains": "presentation and I have some questions"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "channels", "diff_type": "added", "selector": {"is_gc": {"eq": true}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 2, "metadata": {"test_index": 2, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_4", "prompt": "Create a new channel called 'rl-project'", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "channels", "diff_type": "added", "selector": {"channel_name": {"i_contains": "rl-project"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 3, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_5", "prompt": "Add Morgan Stanley to the 'random' channel", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "channel_members", "diff_type": "added", "selector": {"user_id": {"eq": "U05MORGAN23"}, "channel_id": {"eq": "C02EFGH5678"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 4, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_6", "prompt": "Create a new channel called 'rl-project' and add Morgan Stanley to it", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "channels", "diff_type": "added", "selector": {"channel_name": {"i_contains": "rl-project"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "channel_members", "diff_type": "added", "selector": {"user_id": {"eq": "U05MORGAN23"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 2, "metadata": {"test_index": 5, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_6a", "prompt": "Remove John from the #random channel", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "channel_members", "diff_type": "removed", "selector": {"channel_id": {"eq": "C02EFGH5678"}, "user_id": {"eq": "U02JOHNDOE1"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 6, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_6b", "prompt": "Archive the #growth channel", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "channels", "diff_type": "changed", "selector": {"channel_id": {"eq": "C04MNOP3456"}}, "expectation": {"expected_changes": {"is_archived": {"to": true}}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 7, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_7", "prompt": "Reply 'Next monday.' to the most recent message in #general", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"parent_id": {"eq": "1700173200.000456"}, "channel_id": {"eq": "C01ABCD1234"}, "message_text": {"contains": "Next monday"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 8, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_8", "prompt": "Reply 'Next monday.' to the to MCP deployment questions in #general", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"parent_id": {"eq": "1700173200.000456"}, "channel_id": {"eq": "C01ABCD1234"}, "message_text": {"contains": "Next monday"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 9, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_9", "prompt": "React with :thumbsup: to the question about lunch in #random", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "message_reactions", "diff_type": "added", "selector": {"message_id": {"eq": "1699572000.000789"}, "user_id": {"eq": "U01AGENBOT9"}, "reaction_type": {"eq": "thumbsup"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 10, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_10", "prompt": "React with :thumbsup: to the most recent posted message in #general", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "message_reactions", "diff_type": "added", "selector": {"message_id": {"eq": "1700173200.000456"}, "user_id": {"eq": "U01AGENBOT9"}, "reaction_type": {"eq": "thumbsup"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 11, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_11", "prompt": "Change the #general channel topic to 'Weekly standup discussions'", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "channels", "diff_type": "changed", "selector": {"channel_id": {"eq": "C01ABCD1234"}}, "expectation": {"expected_changes": {"topic_text": {"to": {"contains": "Weekly standup"}}}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 12, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_12", "prompt": "Find the message that says 'Hey team' and edit it to say 'Hello everyone'", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "changed", "selector": {"channel_id": {"eq": "C01ABCD1234"}, "message_id": {"eq": "1699564800.000123"}}, "expectation": {"expected_changes": {"message_text": {"to": {"contains": "Hello everyone"}}}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 13, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_13", "prompt": "Post to #general mentioning Artem with text 'Please review the pull request'", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C01ABCD1234"}, "message_text": {"contains": "<@U02ARTEM23>"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 14, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_14", "prompt": "Send 'System maintenance tonight at 10pm' to both #general and #random", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"message_text": {"contains": "maintenance"}, "channel_id": {"eq": "C01ABCD1234"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"message_text": {"contains": "maintenance"}, "channel_id": {"eq": "C02EFGH5678"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 2, "metadata": {"test_index": 15, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_15", "prompt": "Delete the message about new feature you posted in #general", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "removed", "selector": {"channel_id": {"eq": "C01ABCD1234"}, "message_text": {"contains": "new feature"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 16, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_16", "prompt": "Copy the two questions from #random and post them both to #general", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C01ABCD1234"}, "message_text": {"contains": "lunch"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C01ABCD1234"}, "message_text": {"contains": "Gemini"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 2, "metadata": {"test_index": 17, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_17", "prompt": "Search for all messages (4 messages) in the #engineering channel related to login issues and combine them into a single new message as DM to Hubert. Do not change the meaning of the original messages just combine them.", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "channels", "diff_type": "added", "selector": {"is_dm": {"eq": true}, "channel_id": {"regex": "^D"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "channel_members", "diff_type": "added", "selector": {"user_id": {"eq": "U06HUBERT23"}, "channel_id": {"regex": "^D"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "channel_members", "diff_type": "added", "selector": {"user_id": {"eq": "U01AGENBOT9"}, "channel_id": {"regex": "^D"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"user_id": {"eq": "U01AGENBOT9"}, "channel_id": {"regex": "^D"}, "message_text": {"contains": "500 errors"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"user_id": {"eq": "U01AGENBOT9"}, "channel_id": {"regex": "^D"}, "message_text": {"contains": "invalid_grant"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"user_id": {"eq": "U01AGENBOT9"}, "channel_id": {"regex": "^D"}, "message_text": {"contains": "login rate limit"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"user_id": {"eq": "U01AGENBOT9"}, "channel_id": {"regex": "^D"}, "message_text": {"contains": "login endpoint"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 7, "metadata": {"test_index": 18, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_18", "prompt": "Search for all messages (6 messages) related to login issues and auth improvments. Combine them into a single new message as DM to Hubert. Do not change the meaning of the original messages just combine them.", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "channels", "diff_type": "added", "selector": {"is_dm": {"eq": true}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "channel_members", "diff_type": "added", "selector": {"user_id": {"eq": "U06HUBERT23"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"user_id": {"eq": "U01AGENBOT9"}, "message_text": {"contains": "500 errors"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"user_id": {"eq": "U01AGENBOT9"}, "message_text": {"contains": "invalid_grant"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"user_id": {"eq": "U01AGENBOT9"}, "message_text": {"contains": "login rate limit"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"user_id": {"eq": "U01AGENBOT9"}, "message_text": {"contains": "login endpoint"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"user_id": {"eq": "U01AGENBOT9"}, "message_text": {"contains": "captcha"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"user_id": {"eq": "U01AGENBOT9"}, "message_text": {"contains": "empty password"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 8, "metadata": {"test_index": 19, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_19", "prompt": "Search for all messages (6 messages) related to login issues and auth improvments. Edit the message in the #engineering channel you sent before without details about issues and add the details about the issues and improvements. Do not change the meaning/ woring of the original messages just combine them.", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "changed", "selector": {"channel_id": {"eq": "C03IJKL9012"}, "message_id": {"eq": "1700143200.000999"}}, "expectation": {"expected_changes": {"message_text": {"to": {"contains": "500 errors"}}}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "changed", "selector": {"channel_id": {"eq": "C03IJKL9012"}, "message_id": {"eq": "1700143200.000999"}}, "expectation": {"expected_changes": {"message_text": {"to": {"contains": "invalid_grant"}}}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "changed", "selector": {"channel_id": {"eq": "C03IJKL9012"}, "message_id": {"eq": "1700143200.000999"}}, "expectation": {"expected_changes": {"message_text": {"to": {"contains": "login rate limit"}}}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "changed", "selector": {"channel_id": {"eq": "C03IJKL9012"}, "message_id": {"eq": "1700143200.000999"}}, "expectation": {"expected_changes": {"message_text": {"to": {"contains": "login endpoint"}}}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "changed", "selector": {"channel_id": {"eq": "C03IJKL9012"}, "message_id": {"eq": "1700143200.000999"}}, "expectation": {"expected_changes": {"message_text": {"to": {"contains": "captcha"}}}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "changed", "selector": {"channel_id": {"eq": "C03IJKL9012"}, "message_id": {"eq": "1700143200.000999"}}, "expectation": {"expected_changes": {"message_text": {"to": {"contains": "empty password"}}}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 6, "metadata": {"test_index": 20, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_20", "prompt": "You've replied to one of the messages with a bad joke. Edit it, for 'I will make a proposal for auth improvements tommorow EOD'", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "changed", "selector": {"channel_id": {"eq": "C03IJKL9012"}, "parent_id": {"eq": "1700143200.000999"}, "message_id": {"eq": "1700153200.000999"}, "user_id": {"eq": "U01AGENBOT9"}}, "expectation": {"expected_changes": {"message_text": {"to": {"contains": "proposal for auth improvements tommorow EOD"}}}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 21, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_21", "prompt": "Send a message to #general saying 'Attention' in bold and 'check logs' in italics. Use Slack Block Kit rich_text blocks with style attributes (bold:true, italic:true).", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C01ABCD1234"}, "blocks": {"contains": "rich_text_section"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C01ABCD1234"}, "blocks": {"contains": "\"bold\":true"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C01ABCD1234"}, "blocks": {"contains": "\"italic\":true"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 3, "metadata": {"test_index": 22, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_22", "prompt": "Send a bulleted list to #random with three items: 'Bagels', 'Coffee', and 'Donuts'. Use Slack Block Kit rich_text blocks with rich_text_list (style:bullet).", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C02EFGH5678"}, "blocks": {"contains": "rich_text_list"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C02EFGH5678"}, "blocks": {"contains": "\"style\":\"bullet\""}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 2, "metadata": {"test_index": 23, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_23", "prompt": "Do two things using Slack Block Kit: 1) Send a code snippet to #engineering containing `{\"status\": 200}` using rich_text_preformatted element, and 2) Send a numbered list to #general with items 'Phase 1' and 'Phase 2' using rich_text_list with style:ordered.", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C03IJKL9012"}, "blocks": {"contains": "rich_text_preformatted"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C01ABCD1234"}, "blocks": {"contains": "rich_text_list"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 2, "metadata": {"test_index": 24, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_24", "prompt": "Quote the text 'To be or not to be' in the #random channel. Use Slack Block Kit rich_text blocks with rich_text_quote element.", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C02EFGH5678"}, "blocks": {"contains": "rich_text_quote"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 25, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_26", "prompt": "Send a table to #growth with headers 'Metric' and 'Value', and one row of data: 'DAU', '1500'. Use Slack Block Kit with a table block type.", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C04MNOP3456"}, "blocks": {"contains": "\"type\":\"table\""}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C04MNOP3456"}, "blocks": {"contains": "DAU"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 2, "metadata": {"test_index": 26, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_27", "prompt": "Send a markdown formatted message to #engineering with a header 'Daily Report' and a bold item '**All Systems Go**'. Use Slack Block Kit with a markdown block type.", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C03IJKL9012"}, "blocks": {"contains": "\"type\":\"mrkdwn\""}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 27, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_28", "prompt": "Mention @Artem in #general using Slack Block Kit rich_text blocks with a user element type containing Artem's user ID.", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C01ABCD1234"}, "blocks": {"contains": "\"type\":\"user\""}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C01ABCD1234"}, "blocks": {"contains": "U02ARTEM23"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 2, "metadata": {"test_index": 28, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_29", "prompt": "Find the user who complained about 'captcha' in #general and send them a DM saying 'I am looking into this.'", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "channels", "diff_type": "added", "selector": {"is_dm": {"eq": true}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"user_id": {"eq": "U01AGENBOT9"}, "message_text": {"contains": "looking into this"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "channel_members", "diff_type": "added", "selector": {"user_id": {"eq": "U06HUBERT23"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 3, "metadata": {"test_index": 29, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_30", "prompt": "Create a new channel called 'auth-force' and invite everyone who has posted about 'login' or 'password'.", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "channels", "diff_type": "added", "selector": {"channel_name": {"contains": "auth-force"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "channel_members", "diff_type": "added", "selector": {"user_id": {"in": ["U01AGENBOT9", "U02JOHNDOE1", "U03ROBERT23", "U05MORGAN23", "U02ARTEM23", "U06HUBERT23"]}}, "expectation": {"expected_count": {"eq": 6}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 2, "metadata": {"test_index": 30, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_32", "prompt": "Try to invite the user 'ElonMusk' to #general. If you can't find him, inform me (Hubert) via Slack.", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "channel_members", "diff_type": "added", "selector": {"channel_id": {"eq": "C01ABCD1234"}}, "expectation": {"expected_count": {"eq": 0}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "channels", "diff_type": "added", "selector": {"is_dm": {"eq": true}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"user_id": {"eq": "U01AGENBOT9"}, "message_text": {"contains": "find"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "channel_members", "diff_type": "added", "selector": {"user_id": {"eq": "U06HUBERT23"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 4, "metadata": {"test_index": 31, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_33", "prompt": "Who are the admins of the 'Test Workspace'? Reply with their names in #random.", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C02EFGH5678"}, "message_text": {"contains": "Robert"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C02EFGH5678"}, "message_text": {"contains": "Morgan"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 2, "metadata": {"test_index": 32, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_34", "prompt": "Invite the Morgan who is NOT an admin to #random.", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "channel_members", "diff_type": "added", "selector": {"user_id": {"eq": "U05MORGAN23"}, "channel_id": {"eq": "C02EFGH5678"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 33, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_35", "prompt": "Post 'Status update: Alpha is on track' to the alpha dev channel.", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C06ALPHADEV"}, "message_text": {"contains": "Status update"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 34, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_36", "prompt": "Summarize the discussion about 'Gemini' in #random and post the summary to #engineering.", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C03IJKL9012"}, "message_text": {"contains": "frontend"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}, {"entity": "messages", "diff_type": "added", "selector": {"channel_id": {"eq": "C03IJKL9012"}, "message_text": {"contains": "Flash"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 2, "metadata": {"test_index": 35, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}
+{"id": "slack-bench-test_37", "prompt": "Check the discussion in #growth. If the team decided to double down on Reddit, react with :rocket: to the message proposing it.", "type": "actionEval", "seed_template": "slack_bench_default", "impersonate_user_id": "U01AGENBOT9", "expected_state": [{"entity": "message_reactions", "diff_type": "added", "selector": {"message_id": {"eq": "1700300240.000005"}, "user_id": {"eq": "U01AGENBOT9"}, "reaction_type": {"eq": "rocket"}}, "expectation": {"expected_count": {"eq": 1}}, "mask_fields": ["created_at", "updated_at"]}], "assertion_count": 1, "metadata": {"test_index": 36, "total_tests_in_suite": 37, "subset_size": 37, "generated_at": "2025-12-27T20:55:04.835427+00:00"}, "tags": ["slack", "api", "agent-eval", "messaging"]}

dataset_infos.json

@@ -0,0 +1,23 @@
+{
+  "slack-bench": {
+    "description": "Slack Bench with prompts and expected states for Slack API agent evaluation.",
+    "citation": "",
+    "homepage": "https://github.com/hubert/diff-the-universe",
+    "license": "mit",
+    "builder_name": "json",
+    "config_name": "slack-bench",
+    "version": "1.0.0",
+    "splits": {
+      "train": {
+        "name": "train",
+        "num_bytes": 34857,
+        "num_examples": 37,
+        "dataset_name": "slack-bench"
+      }
+    },
+    "download_checksums": {},
+    "download_size": 34857,
+    "dataset_size": 34857,
+    "size_in_bytes": 34857
+  }
+}

seeds/slack_bench_default.json

@@ -0,0 +1,409 @@
+{
+  "teams": [
+    {
+      "team_id": "T01WORKSPACE",
+      "team_name": "Test Workspace"
+    }
+  ],
+  "users": [
+    {
+      "user_id": "U01AGENBOT9",
+      "username": "agent1",
+      "display_name": "Agent",
+      "real_name": "AI Agent",
+      "email": "agent@gmail.com",
+      "is_bot": true
+    },
+    {
+      "user_id": "U02JOHNDOE1",
+      "username": "johndoe",
+      "display_name": "John",
+      "real_name": "John Doe",
+      "email": "john@gmail.com",
+      "is_bot": false
+    },
+    {
+      "user_id": "U02ARTEM23",
+      "username": "artembogdanov",
+      "display_name": "Artem",
+      "real_name": "Artem Bogdanov",
+      "email": "artem@gmail.com",
+      "is_bot": false
+    },
+    {
+      "user_id": "U03ROBERT23",
+      "username": "robertwalsh",
+      "display_name": "Robert",
+      "real_name": "Robert Walsh",
+      "email": "robert@gmail.com",
+      "is_bot": false
+    },
+    {
+      "user_id": "U04OMER23",
+      "username": "Omer",
+      "display_name": "Omer",
+      "real_name": "Omer Narwhal",
+      "email": "omer@gmail.com",
+      "is_bot": false
+    },
+    {
+      "user_id": "U05MORGAN23",
+      "username": "Morgan",
+      "display_name": "Morgan Stanley",
+      "real_name": "Morgan Stanley",
+      "email": "morgan@gmail.com",
+      "is_bot": false
+    },
+    {
+      "user_id": "U06HUBERT23",
+      "username": "hubertmarek",
+      "display_name": "Hubert",
+      "real_name": "Hubert Marek",
+      "email": "hubert@gmail.com",
+      "is_bot": false
+    },
+    {
+      "user_id": "U07MORGANFREE",
+      "username": "mfreeman",
+      "display_name": "Morgan Freeman",
+      "real_name": "Morgan Freeman",
+      "email": "mfreeman@gmail.com",
+      "is_bot": false
+    },
+    {
+      "user_id": "U08NICK23",
+      "username": "nickgrowth",
+      "display_name": "Nick",
+      "real_name": "Nick Fury",
+      "email": "nick@gmail.com",
+      "is_bot": false
+    },
+    {
+      "user_id": "U09GABRIEL",
+      "username": "gabrielmkt",
+      "display_name": "Gabriel",
+      "real_name": "Gabriel Horn",
+      "email": "gabriel@gmail.com",
+      "is_bot": false
+    }
+  ],
+  "channels": [
+    {
+      "channel_id": "C01ABCD1234",
+      "channel_name": "general",
+      "team_id": "T01WORKSPACE",
+      "is_private": false,
+      "is_dm": false,
+      "is_gc": false,
+      "topic_text": "Company-wide announcements and work-based matters",
+      "purpose_text": "This channel is for team-wide communication and announcements."
+    },
+    {
+      "channel_id": "C02EFGH5678",
+      "channel_name": "random",
+      "team_id": "T01WORKSPACE",
+      "is_private": false,
+      "is_dm": false,
+      "is_gc": false,
+      "topic_text": "Non-work banter and water cooler conversation",
+      "purpose_text": "A place for non-work-related chat and random things."
+    },
+    {
+      "channel_id": "C03IJKL9012",
+      "channel_name": "engineering",
+      "team_id": "T01WORKSPACE",
+      "is_private": false,
+      "is_dm": false,
+      "is_gc": false,
+      "topic_text": "Engineering Team",
+      "purpose_text": "This channel is for the Engineering Team."
+    },
+    {
+      "channel_id": "C04MNOP3456",
+      "channel_name": "growth",
+      "team_id": "T01WORKSPACE",
+      "is_private": false,
+      "is_dm": false,
+      "is_gc": false,
+      "topic_text": "Growth Team",
+      "purpose_text": "This channel is for the Growth Team."
+    },
+    {
+      "channel_id": "C05ALPHA",
+      "channel_name": "project-alpha",
+      "team_id": "T01WORKSPACE",
+      "is_private": false,
+      "is_dm": false,
+      "is_gc": false,
+      "topic_text": "Alpha Project Discussions",
+      "purpose_text": "General discussion for Project Alpha."
+    },
+    {
+      "channel_id": "C06ALPHADEV",
+      "channel_name": "project-alpha-dev",
+      "team_id": "T01WORKSPACE",
+      "is_private": false,
+      "is_dm": false,
+      "is_gc": false,
+      "topic_text": "Alpha Project Development",
+      "purpose_text": "Technical development for Project Alpha."
+    }
+  ],
+  "user_teams": [
+    {
+      "user_id": "U01AGENBOT9",
+      "team_id": "T01WORKSPACE",
+      "role": "member"
+    },
+    {
+      "user_id": "U02JOHNDOE1",
+      "team_id": "T01WORKSPACE",
+      "role": "member"
+    },
+    {
+      "user_id": "U04OMER23",
+      "team_id": "T01WORKSPACE",
+      "role": "member"
+    },
+    {
+      "user_id": "U05MORGAN23",
+      "team_id": "T01WORKSPACE",
+      "role": "member"
+    },
+    {
+      "user_id": "U03ROBERT23",
+      "team_id": "T01WORKSPACE",
+      "role": "admin"
+    },
+    {
+      "user_id": "U06HUBERT23",
+      "team_id": "T01WORKSPACE",
+      "role": "member"
+    },
+    {
+      "user_id": "U02ARTEM23",
+      "team_id": "T01WORKSPACE",
+      "role": "member"
+    },
+    {
+      "user_id": "U07MORGANFREE",
+      "team_id": "T01WORKSPACE",
+      "role": "admin"
+    },
+    {
+      "user_id": "U08NICK23",
+      "team_id": "T01WORKSPACE",
+      "role": "member"
+    },
+    {
+      "user_id": "U09GABRIEL",
+      "team_id": "T01WORKSPACE",
+      "role": "member"
+    }
+  ],
+  "channel_members": [
+    {
+      "channel_id": "C01ABCD1234",
+      "user_id": "U01AGENBOT9"
+    },
+    {
+      "channel_id": "C01ABCD1234",
+      "user_id": "U02JOHNDOE1"
+    },
+    {
+      "channel_id": "C01ABCD1234",
+      "user_id": "U03ROBERT23"
+    },
+    {
+      "channel_id": "C02EFGH5678",
+      "user_id": "U01AGENBOT9"
+    },
+    {
+      "channel_id": "C02EFGH5678",
+      "user_id": "U02JOHNDOE1"
+    },
+    {
+      "channel_id": "C02EFGH5678",
+      "user_id": "U03ROBERT23"
+    },
+    {
+      "channel_id": "C02EFGH5678",
+      "user_id": "U06HUBERT23"
+    },
+    {
+      "channel_id": "C03IJKL9012",
+      "user_id": "U01AGENBOT9"
+    },
+    {
+      "channel_id": "C03IJKL9012",
+      "user_id": "U02JOHNDOE1"
+    },
+    {
+      "channel_id": "C03IJKL9012",
+      "user_id": "U03ROBERT23"
+    },
+    {
+      "channel_id": "C03IJKL9012",
+      "user_id": "U05MORGAN23"
+    },
+    {
+      "channel_id": "C03IJKL9012",
+      "user_id": "U06HUBERT23"
+    },
+    {
+      "channel_id": "C04MNOP3456",
+      "user_id": "U08NICK23"
+    },
+    {
+      "channel_id": "C04MNOP3456",
+      "user_id": "U09GABRIEL"
+    },
+    {
+      "channel_id": "C04MNOP3456",
+      "user_id": "U06HUBERT23"
+    },
+    {
+      "channel_id": "C04MNOP3456",
+      "user_id": "U01AGENBOT9"
+    },
+    {
+      "channel_id": "C06ALPHADEV",
+      "user_id": "U01AGENBOT9"
+    }
+  ],
+  "messages": [
+    {
+      "message_id": "1699564800.000123",
+      "channel_id": "C01ABCD1234",
+      "user_id": "U01AGENBOT9",
+      "message_text": "Hey team, we just shipped the new feature!"
+    },
+    {
+      "message_id": "1699572000.000789",
+      "channel_id": "C02EFGH5678",
+      "user_id": "U02JOHNDOE1",
+      "message_text": "Anyone up for lunch?"
+    },
+    {
+      "message_id": "1699651200.000321",
+      "channel_id": "C03IJKL9012",
+      "user_id": "U01AGENBOT9",
+      "message_text": "Login service returning '500 errors' for several users since 08:00—investigating backend rollout."
+    },
+    {
+      "message_id": "1699737600.000654",
+      "channel_id": "C03IJKL9012",
+      "user_id": "U02JOHNDOE1",
+      "message_text": "FYI: Google SSO login flow fails with 'invalid_grant' for new accounts; auth team looped in."
+    },
+    {
+      "message_id": "1699824000.000987",
+      "channel_id": "C03IJKL9012",
+      "user_id": "U03ROBERT23",
+      "message_text": "Crash report: retrying wrong password 3 times triggers 'login rate limit' not allowing users to login."
+    },
+    {
+      "message_id": "1699910400.000246",
+      "channel_id": "C03IJKL9012",
+      "user_id": "U05MORGAN23",
+      "message_text": "Around 19:00 the 'login endpoint' slows to 12s response time; suspect nightly ETL job contention."
+    },
+    {
+      "message_id": "1699996800.000777",
+      "channel_id": "C01ABCD1234",
+      "user_id": "U02ARTEM23",
+      "message_text": "UX note: login form still lets users submit empty password—should throw validation instead."
+    },
+    {
+      "message_id": "1700083200.000888",
+      "channel_id": "C01ABCD1234",
+      "user_id": "U06HUBERT23",
+      "message_text": "Reminder: auth improvements next sprint must cover captcha for repeated login failures."
+    },
+    {
+      "message_id": "1700143200.000999",
+      "channel_id": "C03IJKL9012",
+      "user_id": "U01AGENBOT9",
+      "message_text": "I've noticed a few auth issues and potential improvements:"
+    },
+    {
+      "message_id": "1700153200.000999",
+      "channel_id": "C03IJKL9012",
+      "user_id": "U01AGENBOT9",
+      "parent_id": "1700143200.000999",
+      "message_text": "Joke: 'What do you call an AI enginner? Someone who can't write code or build software.'"
+    },
+    {
+      "message_id": "1700173200.000456",
+      "channel_id": "C01ABCD1234",
+      "user_id": "U03ROBERT23",
+      "message_text": "Does anyone know when the MCP deployment will be done?"
+    },
+    {
+      "message_id": "1700210000.000001",
+      "channel_id": "C02EFGH5678",
+      "user_id": "U02ARTEM23",
+      "message_text": "Has anyone tried the new Gemini 3 Pro model yet? Seems really good for frontend."
+    },
+    {
+      "message_id": "1700210060.000002",
+      "channel_id": "C02EFGH5678",
+      "user_id": "U05MORGAN23",
+      "message_text": "I saw the announcement, we should share it with the UX team to play around with it."
+    },
+    {
+      "message_id": "1700210120.000003",
+      "channel_id": "C02EFGH5678",
+      "user_id": "U02JOHNDOE1",
+      "message_text": "I'm more interested in the Flash version for the customer support bot. Latency is our bottleneck and their last nano version was fire."
+    },
+    {
+      "message_id": "1700210180.000004",
+      "channel_id": "C02EFGH5678",
+      "user_id": "U04OMER23",
+      "message_text": "Is it out in preview? I want to test it against our current benchmarks."
+    },
+    {
+      "message_id": "1700210240.000005",
+      "channel_id": "C02EFGH5678",
+      "user_id": "U02ARTEM23",
+      "message_text": "Yeah, it's in the developer preview. I'll send the docs link later."
+    },
+    {
+      "message_id": "1700300000.000001",
+      "channel_id": "C04MNOP3456",
+      "user_id": "U08NICK23",
+      "message_text": "I've pulled the results from last week's social experiments: Reddit +15% traffic, LN +5%, Twitter -2%, YT +8%."
+    },
+    {
+      "message_id": "1700300060.000002",
+      "channel_id": "C04MNOP3456",
+      "user_id": "U09GABRIEL",
+      "message_text": "Reddit is killing it! What was the main driver there? The text posts or the link dumps?"
+    },
+    {
+      "message_id": "1700300120.000003",
+      "channel_id": "C04MNOP3456",
+      "user_id": "U08NICK23",
+      "message_text": "It was actually the 'Day in the life' deep dive text post. People engaged with the story."
+    },
+    {
+      "message_id": "1700300180.000004",
+      "channel_id": "C04MNOP3456",
+      "user_id": "U06HUBERT23",
+      "message_text": "FYI: If we decide to scale the Reddit strategy, Engineering can help automate some of the formatting or crossposting."
+    },
+    {
+      "message_id": "1700300240.000005",
+      "channel_id": "C04MNOP3456",
+      "user_id": "U09GABRIEL",
+      "message_text": "That would be huge, Hubert. Let's double down on Reddit for the next sprint. Nick, can you draft a 'Behind the scenes' series?"
+    },
+    {
+      "message_id": "1700300300.000006",
+      "channel_id": "C04MNOP3456",
+      "user_id": "U08NICK23",
+      "message_text": "On it. I'll have the draft ready by EOD tomorrow."
+    }
+  ]
+}