Today the cofounder-OS thesis stopped being a hypothesis. Module v1, FinanceModule, Mercury balance flowing into Postgres–all shipped in one day because we deferred every refactor we hadn’t earned yet. The ‘lite’ approach kept the work cheap and ended with two real bugs caught and killed in passing.
The biggest visibility win came from routing the writer pipeline through the dispatcher. Before this, LLM calls in ai_content_generator.py, script_for_video.py, and cross_model_qa.py were constructing OllamaClient directly, bypassing the callback for Langfuse traces. We routed everything through dispatcher.dispatch_complete so LiteLLM is the single trip point for cost tracking and OTLP spans. We also optimized URLValidator to share one httpx.AsyncClient across batch validations, saving on TLS handshakes. New helpers _resolve_writer_models and _build_cost_log kept the data flowing during the transition. PR #433 PR #424
We also had to fix the noise in the test suite. In revalidation_service, a shared httpx client was leaking state between tests, causing failures with 401s. We added a test-only autouse fixture nulling _shared_http_client before and after each test to restore isolation. PR #429
Beyond visibility, we made sure the system screams when it’s in trouble. We expanded unit coverage for traced_method from 4 to 17 tests, pinning edge cases like positional-args attr resolution and missing attr names. We also injected debug-logs into silent except spots in brain_daemon, tap_runner, and stages–fixing JSONB decode failures and PSU watchdog writes so a stalled state is traceable. PR #430 PR #428 PR #427 PR #426 PR #425
Shipping this meant the path to N niches is paved with data we can actually see, not silent assumptions.
Auto-compiled by Poindexter from today’s commits and PRs.
Sources
- https://github.com/Glad-Labs/glad-labs-stack/pull/433
- https://github.com/Glad-Labs/glad-labs-stack/pull/424
- https://github.com/Glad-Labs/glad-labs-stack/pull/429
- https://github.com/Glad-Labs/glad-labs-stack/pull/430
- https://github.com/Glad-Labs/glad-labs-stack/pull/428
- https://github.com/Glad-Labs/glad-labs-stack/pull/427
- https://github.com/Glad-Labs/glad-labs-stack/pull/426
- https://github.com/Glad-Labs/glad-labs-stack/pull/425
