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    App Growth AgentUpdated Jul 13, 2026MD

    Handoff — 2026-02-04

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    docs/handoffs/2026-02-04.md

    Handoff — 2026-02-04

    TL;DR

    • Where we left off: Multi-agent LLM orchestration is wired in (plan → qualify → draft → critique → dispatch) with AgentRun/AgentStep traces + context packs. UI migrated to Tailwind v4 + shadcn base components for /approvals, /context, /runs.
    • What’s next (first 3 actions):
      • Research agent orchestration best practices (OpenAI Cookbook + Agent Builder docs + orchestration guidance).
      • Review prompt/agent step logic for correctness and adjust prompts as needed.
      • Convert remaining pages (/, /campaigns, /leads, /installs) to shadcn/Tailwind styles.

    Current state

    • Working branch: current working tree (not committed)
    • Uncommitted changes: yes (multiple files: schema, UI, Tailwind config, orchestration, docs)
    • Known broken things: none after Tailwind v4 config fix; dev server should start after restart
    • How to run locally:
      • pnpm dev
      • pnpm worker

    What changed today

    • Code:
      • Added LLM client, schemas, prompts, logging (src/lib/llm/*) and orchestration context helpers.
      • Refactored campaign tick into multi-step agent pipeline with trace logging (AgentRun/AgentStep).
      • Added /context + /runs UIs; improved approvals UI; added run filters and trace details.
      • Added shadcn base components + Tailwind styling across key pages.
    • DB / migrations:
      • Added orchestration models + context packs (AgentRun, AgentStep, LlmCall, AppContext, CampaignContext).
      • Migration applied + seed updated with sample context packs.
    • Infra / env:
      • Added LLM env vars + safety kill switch (STOP_OUTBOUND_SEND).
      • Tailwind v4 PostCSS config updated (@tailwindcss/postcss) and globals.css uses @import "tailwindcss" + @config.

    Decisions made (don’t re-litigate tomorrow)

    • Use Tailwind v4 with CSS-first config and @config to support legacy tailwind.config.ts (for shadcn tokens).
    • OpenAI first for LLM provider; structured JSON outputs enforced.
    • Reddit DMs require manual approval; email can auto-send if policy passes.

    Blockers / risks

    • Orchestration quality depends on prompt design; needs research and iteration.
    • Tailwind v4 config is correct but sensitive to configuration order; keep @config + @import as-is.
    • SWC version warning from Next may appear; if persistent, re-run pnpm install.

    Next steps (expanded)

    1. Research agent orchestration
      • Read OpenAI Cookbook (agents + tool use patterns).
      • Review Agent Builder documentation + orchestration guidance.
      • Summarize recommended patterns for planner/critic/tool separation, memory, evals.
    2. Validate orchestration flow
      • Run POST /api/agent/run, inspect /runs traces, verify steps produce reasonable outputs.
      • Adjust prompts/schemas in src/lib/llm/* as needed.
    3. Finish UI migration
      • Convert remaining pages to shadcn/Tailwind.
      • Add small quality-of-life polish (empty states, headings, spacing).
    4. Operational checks
      • Confirm cron/worker env vars include LLM keys.
      • Verify STOP_OUTBOUND_SEND behavior on approvals + sends.

    Notes / links

    • Key files:
      • src/lib/agent/orchestrator.ts
      • src/lib/llm/*
      • src/app/context/page.tsx, src/app/runs/*, src/app/approvals/page.tsx
      • tailwind.config.ts, postcss.config.cjs, src/styles/globals.css
      • prisma/schema.prisma
    • Commands:
      • pnpm prisma migrate dev
      • pnpm prisma db seed
      • pnpm dev + pnpm worker
    • PRs / issues: none yet