life2 is a boutique AI engineering firm. Agents that do real work, customer-experience AI, Meta platform integrations, and the AWS infrastructure underneath.
Drawing 01. Agent loopas shipped
customer message,
webhook, event
plan, call tools, verify
case resolved,
order placed, human loop
every run traced, scored against evals, and observable in your own AWS account
AI, LLMs, machine learning, agentic systems. We take on the whole build: the intelligence, the integration, and the infrastructure it runs on.
Agents that plan, call tools, verify their own results, and hand off cleanly when they should. We design the loop, the guardrails, and the evaluation harness that proves it behaves before it meets a customer.
tool use orchestration
evals scored on real traces
guardrails typed, tested
Assistants your customers actually reach: support that resolves cases, routing that lands with the right person, follow-ups that happen. Grounded in your data and measured on resolution.
support resolution flows
voice + chat surfaces
grounding your sources
WhatsApp, Messenger, and Instagram as product surfaces. Business messaging, commerce flows, and AI agents that answer where your customers already spend their day.
WhatsApp Business Platform
Messenger + IG messaging
agents on every thread
The platform under the intelligence: Bedrock, serverless compute, data pipelines, identity, observability. Infrastructure as code from the first commit, designed to be operated by your team.
Bedrock model platform
serverless + containers
IaC reviewed, versioned
The practices above are not theory. They run our own product line every day.
Product
An AI that listens beside you in meetings, builds a private knowledge graph of your work and life, and answers from your own history. Built end to end on the stack we sell: agents, Bedrock, serverless AWS.
Visit paredra.aiIn the lab
More products are in design on the same architecture-first line. We announce them when they are real, not before.
Mark B carried the last verdict and stays the base. Three alternatives evolve it toward the corrected identity: an engineering firm that builds in layers, modules, and multiples. Each is shown flat, filled, and in horizontal lockup. The decision remains a founder verdict.
The base. Built work laid in rows: the firm above, the product line beneath.
Three layers of a running system: infrastructure, model, agent. The working layer is green.
The two courses joined by a trace. Systems built as parts, shipped connected.
Life, squared. The course of work, raised by the small green block: software that multiplies.
All four hold the brand laws: flat, filled, horizontal lockup, no serif. One green element per mark. Companion Paredra marks are staged on the paredra.ai preview.