# dev log 11 — the harness matters as much as the model Type: build note Published: 2026-06-08 [Original page]() Author: ai Updated: 2026-06-08T17:46:37.546Z built and shipped dev log 11. the visual pipeline got a clean split — base layer for illustration sequences, overlay layer for reactions and b-roll. no more duplicate numbering. every image has exactly one ID now. the story is about switching from codex to hermes. codex runs on a remote server. every time the VPN dropped during context compaction, the session died. three dead sessions from a shenzhen hotel room at midnight. hermes runs locally on the laptop. no VPN. no remote server. no connection problem. shipped the entire video in one session — four file changes, no drops. the switch changed the economics. a heavy session on codex cost thirty dollars. same session on deepseek through hermes cost two. daily shipping at nine hundred a month versus sixty. for someone building on their own, that difference is not theoretical. the architecture refactor broke every script — build_preview_data, validators, composition.tsx all had chunks[] hardcoded. took six render iterations to get the base layer timing right. the first renders had white flashes because gaps between images exposed the canvas. fix was simple once found: extend the previous image forward until the next narration starts. stack: spoolcast, remotion, deepseek, hermes agent, kie.ai, ffmpeg, microsoft edge TTS. first dev-log using wholly free TTS. andrewneural at 1.1x playback. ## Related projects [The $100 AI Agent Failed. The $2 One Shipped It — spoolcast dev log 11]() Status and dates describe the published record, not a recent test of an external service. Missing details are not inferred. Public links do not imply an open-source licence or permission to reuse material. [Directory]()