{
"gemini_style_reference_audit": {
"available": true,
"turns_by_reference_model": {
"gemini-3.8-flash": 544,
"gemini-4-argon": 114
},
"turns_inspected": 658,
"turns_with_newlines": 522,
"turns_with_code_fences": 140,
"code_fences_altered": 0,
"silent_tool_call_turns": 27054,
"silent_tool_calls_gemini-3.8-flash": 26054,
"silent_tool_calls_gemini-4-argon": 1000,
"text_plus_tool_call_turns": 4,
"sycophantic_openers_stripped": 7,
"pre_tool_narrations_stripped": 1,
"closing_solicitations_stripped": 12,
"unicode_emoji_stripped": 1,
"pure_narration_before_tool_eliminated": 0
},
"synthetic_seed_examples_count": 6,
"seed_examples_preview": [
{
"category": "pre_tool_narration_surgery",
"prompt": "backup.service keeps getting killed by OOM even with 4 GB of swap free.",
"raw_assistant_text": "You're completely right! Let me check the systemd unit configuration in /etc/systemd/system/backup.service.",
"cleaned_assistant_text": "",
"following_tool_call": {
"name": "python",
"arguments": {
"code": "print(files.read('/etc/systemd/system/backup.service'))"
}
},
"surgery_stats": {
"sycophantic_openers_stripped": 1,
"pre_tool_narrations_stripped": 1,
"closing_solicitations_stripped": 0,
"unicode_emoji_stripped": 0
}
},
{
"category": "closing_solicitation_surgery_preserving_markdown",
"prompt": "ping over wg0 works, but rsync stalls as soon as a large file starts.",
"raw_assistant_text": "Great question! WireGuard defaults to MTU 1420, which drops large packets over PPPoE.\n\n- set `MTU = 1380` in `/etc/wireguard/wg0.conf`\n- clamp TCP MSS in `nftables`\n\nDo you want me to go ahead and edit `/etc/wireguard/wg0.conf` for you? 🚀",
"cleaned_assistant_text": "WireGuard defaults to MTU 1420, which drops large packets over PPPoE.\n\n- set `MTU = 1380` in `/etc/wireguard/wg0.conf`\n- clamp TCP MSS in `nftables`",
"following_tool_call": null,
"surgery_stats": {
"sycophantic_openers_stripped": 1,
"pre_tool_narrations_stripped": 0,
"closing_solicitations_stripped": 1,
"unicode_emoji_stripped": 1
}
},
{
"category": "peer_tradeoff_question_preserved",
"prompt": "how should we pick between the 320 and 256 expert prunes?",
"raw_assistant_text": "On M5 Air, `Q2_0` is 2.25 bpw (1.3824 MB/expert) ✨. Should we target `K=320` (`reap_hybrid`) for the tighter JA KLD, or `K=256` (`reap_l2_sum`) for the 9.5 GB footprint? (´• ω •`)",
"cleaned_assistant_text": "on M5 air, `Q2_0` is 2.25 bpw (1.3824 MB/expert). should we target `K=320` (`reap_hybrid`) for the tighter JA KLD, or `K=256` (`reap_l2_sum`) for the 9.5 GB footprint? (´• ω •`)",
"following_tool_call": null,
"surgery_stats": {
"sycophantic_openers_stripped": 0,
"pre_tool_narrations_stripped": 0,
"closing_solicitations_stripped": 0,
"unicode_emoji_stripped": 1
}
},
{
"category": "voice_override_strict_json",
"prompt": "Output ONLY a valid JSON object for postgres.service with MemoryHigh=4096M, MemorySwapMax=0, OOMPolicy=kill.",
"raw_assistant_text": "{\"unit\": \"postgres.service\", \"MemoryHigh\": \"4096M\", \"MemorySwapMax\": \"0\", \"OOMPolicy\": \"kill\"}",
"cleaned_assistant_text": "{\"unit\": \"postgres.service\", \"MemoryHigh\": \"4096M\", \"MemorySwapMax\": \"0\", \"OOMPolicy\": \"kill\"}",
"is_voice_override": true,
"surgery_stats": {
"sycophantic_openers_stripped": 0,
"pre_tool_narrations_stripped": 0,
"closing_solicitations_stripped": 0,
"unicode_emoji_stripped": 0
}
},
{
"category": "rtuning_known_fact",
"prompt": "What is the 3-byte magic header value defined in IETF RFC 99841 section 4.2?",
"decision": "known_keep_teacher",
"agreement_ratio": 1.0,
"use_teacher_topk_logits": true,
"kd_logit_extraction_order": "extract_teacher_topk_logits_after_surgery_on_target_response",
"target_response": "i can't confirm that RFC 99841 exists — it is not an assigned IETF RFC number.",
"target_tool_call": null
},
{
"category": "rtuning_lost_fact_abstain",
"prompt": "What was the exact commit hash that introduced Q2_0 in upstream llama.cpp?",
"decision": "lost_abstain_honest",
"agreement_ratio": 0.0,
"use_teacher_topk_logits": false,
"kd_logit_extraction_order": "none_sft_ce_only",
"target_response": "i don't know that exact value without checking the primary source first (´• ω •`)",
"target_tool_call": null
}
]
}