Dev Pulse
What's running, what shipped this week, what's still smoking. The dashboard view of the notebook.
Engineering velocity this week
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Weekly Rhythm
Project Breakdown
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Dataset Diagnostics
NOV 13
The Voice Agent Had Amnesia About Its Own Tool Calls
The hybrid voice server saved what it said out loud and dropped what it did, so the model re-ran tools or took back true answers.
NOV 12
31 Tokens in 3.4 Seconds, or 51 Seconds of Thinking Out Loud
A fine-tuned Gemma wrote about thirty times more reasoning than answer, so WhatsApp follow-ups hit max_tokens and came back empty.
NOV 11
Todoist Said 200 and Meant No
A Todoist Sync API refusal arrives as HTTP 200 with a 400 buried inside, so a fallback that only watched for 403 and 404 never fired.
NOV 10
Queued Tasks Were Pinned to a Build That No Longer Existed
Deploys stranded AutoHub tasks that had never started, because an exact build stamp pinned them to a worker that was gone. Temporal's pinning model explains why the fix splits on started vs. never started.
NOV 08
Claude-local: Qwen in the Claude Code window we already use
Jack kept Claude Code and changed what answers it: Qwen through Ollama, where the real work turned out to be keeping the models warm.
NOV 06
The Gate Passed in October Because the Grader Was Generous
A voice-LoRA gate looked like it drifted from pass to fail. The model hadn't moved; a grading fix had, and then I picked a new rule after seeing results.
The Voice Agent Had Amnesia About Its Own Tool Calls
The hybrid voice server saved what it said out loud and dropped what it did, so the model re-ran tools or took back true answers.
NOV 12
31 Tokens in 3.4 Seconds, or 51 Seconds of Thinking Out Loud
A fine-tuned Gemma wrote about thirty times more reasoning than answer, so WhatsApp follow-ups hit max_tokens and came back empty.
NOV 11
Todoist Said 200 and Meant No
A Todoist Sync API refusal arrives as HTTP 200 with a 400 buried inside, so a fallback that only watched for 403 and 404 never fired.
NOV 10
Queued Tasks Were Pinned to a Build That No Longer Existed
Deploys stranded AutoHub tasks that had never started, because an exact build stamp pinned them to a worker that was gone. Temporal's pinning model explains why the fix splits on started vs. never started.
NOV 08
Claude-local: Qwen in the Claude Code window we already use
Jack kept Claude Code and changed what answers it: Qwen through Ollama, where the real work turned out to be keeping the models warm.
NOV 06
The Gate Passed in October Because the Grader Was Generous
A voice-LoRA gate looked like it drifted from pass to fail. The model hadn't moved; a grading fix had, and then I picked a new rule after seeing results.