In-House AI Agent2025

NUKE

The Gap

Running a small AI company means wearing every hat. At some point the hats start dropping, and hiring eats the runway before the business can hold the weight.

Challenges

Off-the-shelf AI assistants don't know our business, our voice, or our pipeline. A generic agent burns tokens without producing anything useful, and the hours you spend correcting it cancel out the hours it saved you.

What We Built

Nuke is our in-house AI agent, built on a proprietary agentic framework with persistent semantic memory and a native multimedia stack. It's wired directly into Gmail, Calendar, Notion, iMessage, Telegram, and our own pipeline — nine native channels in total. It handles lead enrichment, cold outreach, email automation, blog drafts, image generation, and video production. It doesn't guess. It runs the playbook we gave it.

Inside the build

Agent Framework

50 API routers, 165 services, and 23 tool handlers dispatched through a singleton registry. Advanced Tool Use pattern drops token spend ~95% versus naive loops. A Convergence Engine aggregates cross-domain signals and emits action cards in real time.

Persistent Memory

PostgreSQL + Hindsight dual-write, dual-recall. Every conversation writes to both stores; every query merges structured facts with semantic recall. Nuke doesn't start over when you do.

Native Multimedia

Character pipeline trains custom LoRAs on fal.ai, then generates brand-consistent images (FLUX 2 Pro) and video (Kling, Veo, Minimax) on demand. The output inherits our voice the same way the text does.

9 MCP Integrations

Gmail, Calendar, Drive, iMessage, Telegram, Notion, Filesystem, Playwright browser automation, and Sequential Thinking — all accessible through one unified tool dispatch layer. New surfaces plug in without a refactor.

Advanced Capabilities

The playbook goes deeper.

Voice Agent via Twilio
Places outbound calls, navigates IVR trees, handles objections, and closes warm loops. No rep required.
Discord Ops for Client Teams
Embedded directly in a client's Discord server. Answers questions, surfaces status, and runs workflows in the channel where the team already lives.
Daily News Brief
Scheduled web scrape across configured feeds, topic clustering, and a daily published article. No editorial team required.
Overnight Team Digest
Nightly batch ingests the day's activity across every channel and ships a concise executive summary to the team inbox by morning.

PROJECTS