Forward Deployed AI Engineer · Agentic Systems · Applied AI

QUASH ANALYTICS

Agentic AI systems that tell you exactly what to do next.

Agentic System Design
Harness, Loop, and LLM Ops system design Left zone: a Harness containing an ephemeral agent run (prompt, chat history, system prompt feeding a working memory), a Loop with an LLM Q&A agent calling agentic tools until end-loop guardrails trigger a reply, and three memory stores (procedural, semantic, episodic) with their databases and a summarizer agent that distills chat history into semantic facts. Right zone: an LLM Ops pipeline that traces every run, evaluates and observes it, diagnoses problems, gates on whether eval passed, and either releases an improved prompt and config back into working memory or loops back to fix and re-evaluate. Harness LangGraph · LangChain · Pydantic, controls the model like reins on a horse AGENT RUN, EVERYTHING INSIDE IS EPHEMERAL User Prompt Current Chat History System Prompt Working Memory / Context RAM tracks tokens Loop Agentic Tools • schedule meeting • read/write CRM · fetch payment info LLM Q&A Agent GPT · Claude tool calls response end-loop guardrails Reply Procedural Memory Files · Text how to act, skill instructions Semantic Memory Vector store durable facts, user profile Episodic Memory SQL DB + Vector store dated events, past chat history skill.md RAG top-k RAG relevance + SQL recency vector DB SQL + vector DB consolidate after N new chats Summarizer Agent cheaper model distill into facts save the messages (episodic) LLM Ops The feedback loop that tells you if the harness is actually working Trace 1 trace per run Langfuse · LangSmith Eval LLM-as-judge → scores was it good? Observe tokens · latency · errors was it healthy? Diagnose where / why it broke e.g. hand off to a coding agent Gate did eval pass? Release ship the fix safely: new prompt version, model config, tool change, RAG param eval passed eval not passed fix bug, re-run, re-trace, re-eval improved system prompt + config, fed back into working memory
1

Prompt, Chat History & System Prompt

Assembled into working memory for this run, LangGraph, LangChain, Pydantic.

2

Working Memory / Context RAM

Tracks tokens and holds context for the loop.

3

Loop: Agentic Tools & LLM Q&A Agent

GPT or Claude calls tools, schedule a meeting, read or write CRM, fetch payment info, until end-loop guardrails trigger.

4

Reply

Guardrails pass and the loop ends with a response.

5

Trace

One trace per run, logged via Langfuse or LangSmith.

6

Eval & Observe

An LLM-as-judge scores the run, while tokens, latency, and errors are watched for health.

7

Diagnose

Where and why it broke, sometimes handed off to a coding agent.

8

Gate

Did the eval pass? If not, it loops back to fix, re-run, re-trace, and re-eval.

9

Release

Ships a new prompt version, model, config, tool change, or RAG param, safely.

The harness also keeps three memory stores: procedural memory (skills and instructions), semantic memory (durable facts in a vector store), and episodic memory (past chat history in SQL and vector storage). A summarizer agent consolidates chat history into semantic facts after enough new conversations, keeping working memory lean.
Services by Outcome

What can we help you do?

Every engagement starts with your business goal, and these are the outcomes clients most often come to us to solve with agentic AI.

Reduce Costs & Waste

Find where money is leaking

We build agentic systems that continuously analyze your operations, supply chain, or resource usage to surface inefficiencies before they cost you. Our education client saved $1.2M annually through this exact work.

Data AnalyticsPredictive ModelingBusiness Intelligence
Predict What's Next

See around corners before your competitors

Whether it's forecasting demand, predicting customer churn, or anticipating risk, we build agentic models that let you act before problems become crises. Our healthcare client reduced readmissions by 7%.

Machine LearningForecastingRisk Modeling
Automate the Repetitive

Free your team from manual data work

If your team is spending hours on reports, data cleaning, or manual analysis, we build agentic pipelines and automation that run themselves and give your people time back for decisions.

AI AutomationData PipelinesProcess Optimization
Understand Your Customers

Know why they buy, stay, or leave

Customer data tells a story most businesses never read. We build agentic analysis that segments your audience, surfaces patterns in behavior, and gives you the insights needed to personalize, retain, and grow.

Customer AnalyticsSegmentationChurn Prediction
Industries

Data science looks different
in every industry. Here's what it looks like in yours.

Healthcare

Improve outcomes. Reduce costs.

Healthcare data is some of the most complex and valuable in existence. We build agentic AI and LLM based systems that turn patient records, operational data, and clinical outcomes into decisions that improve care and reduce cost, running entirely on infrastructure you control.

Real result: $3.5M saved annually through readmission prediction
Government & Public Sector

Do more with limited resources.

Government agencies face unique pressure: serve more people with tighter budgets. We help public sector organizations deploy agentic systems that allocate resources smarter, identify service gaps, and demonstrate measurable impact.

Real result: $1.2M saved annually + 24% efficiency improvement
Private Aviation

Optimize routes, demand, and operations.

Private aviation operates on thin margins and high complexity. We work with operators like Silver Air Private Jets in Santa Barbara to build agentic lead scoring, automated follow-up, and pipeline dashboards that improve adviser efficiency and client experience.

Focus areas: Agentic lead scoring · Automated follow-up
Small & Mid-Size Business

Stop guessing. Start knowing.

SMBs often have more data than they realize, sitting across their CRM, their POS, and their ops tools. We build agentic systems that consolidate, clean, and analyze it to answer the questions that actually matter: who are my best customers, where am I losing money, what should I do next?

Focus areas: Customer analytics · Revenue optimization
How It Works

From first conversation to measurable result.

Four phases. No surprises. You always know what's happening and what comes next.

01
Discover

We start by understanding your business, your data, and the specific problem you're trying to solve, with no assumptions, just careful listening.

02
Analyze

We dig into your data, cleaning, exploring, and identifying the patterns and signals that matter for your goal.

03
Build

We build the agentic systems, models, dashboards, or pipelines your specific situation requires, integrated directly into how you already work.

04
Deliver

You receive clear outputs, plain-language explanations, and actionable recommendations, plus ongoing support to make sure it sticks.

Core Services

The technical foundation

Data Science

Data Science

Advanced analytics, statistical modeling, and data visualization. We turn raw datasets into structured insight and agentic workflows your team can act on.

Artificial Intelligence

Artificial Intelligence

Custom AI solutions engineered specifically for your use case, spanning NLP, computer vision, RAG, and autonomous agents that take action inside your systems.

Machine Learning

Machine Learning

Predictive models, classification systems, and anomaly detection. We build ML solutions that get smarter over time and integrate directly into your existing agentic workflows.

Data Analytics

Data Analytics

Dashboards, KPI frameworks, and automated reporting infrastructure. We build the analytics layer that gives your team real time visibility into what's actually happening in your business.

Business Analytics

Business Analytics

Strategy-level analysis connecting your data to your business goals. We translate technical findings into executive decisions and organizational action.

Not sure what you need?

That's completely normal. Tell us the problem you're trying to solve and we'll recommend the right agentic approach, free of any commitment.

Let's Talk

Tell us what you're trying to build.

We'll scope out an agentic approach and give you a free quote within 24 hours.

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