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Notes from the lab.

Field notes on Responsible AI, production engineering, and building AI that ships. Essays, walk-throughs, photos, video, and diagrams from the Silicon Prime team.

0 posts · showing — Latest writing from the team
01 · Jun 07 Blog

Software Development Company Torrance Ca: Your Guide to Enterprise Ai Solutions

Software Development Company Torrance Ca: Your Guide to Enterprise Ai Solutions Torrance, California sits at the heart of a thriving technology corridor that

By Kelvin Tran8 min read
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02 · Jun 07 node.js vs python

Node.js vs Python: A Leader's 2026 Decision Guide

Your leadership team is probably stuck in a familiar loop. Product wants speed. Engineering wants a stack that won't become expensive to maintain. Data teams wa

By Kelvin Tran14 min read
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03 · Jun 07 software maintenance services

Software Maintenance Services: A CTO's Guide to AI & ROI

Your team probably says the same thing every quarter. We need to ship faster. We need to reduce incidents. We need to modernize the stack. Then the sprint fills

By Kelvin Tran15 min read
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04 · Jun 07 Blog

How Ai Can Unlock New Revenue Streams

How Ai Can Unlock New Revenue Streams In today's rapidly evolving digital landscape, artificial intelligence has emerged as the ultimate catalyst for business

By Kelvin Tran7 min read
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05 · Jun 06 operational efficiency improvement

Operational Efficiency Improvement: AI-Driven Success

Your team is busy all day, yet core work still moves too slowly. Engineers spend too much time stitching together tools, managers chase status across disconnect

By Kelvin Tran16 min read
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06 · Jun 06 data engineering services

Data Engineering Services: A CTO's Guide to AI Readiness

Your AI roadmap probably looks fine on paper. The problem is your data stack probably doesn't. You've got data in a CRM, product database, support platform, sp

By Kelvin Tran17 min read
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07 · Jun 05 software team augmentation

Master Software Team Augmentation: Boost Your Business 2026

Your roadmap didn't slip because your team got weaker. It slipped because the work got broader, the stack got messier, and the skills you need right now don't m

By Kelvin Tran16 min read
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08 · Jun 05 cloud infrastructure management

Unlock Efficiency: Cloud Infrastructure Management Services

Your cloud estate probably didn't become complex all at once. It happened one product launch, one urgent integration, one regional deployment, and one “temporar

By Kelvin Tran14 min read
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09 · Jun 04 ai cost estimation

AI Cost Estimation: A Practical Enterprise Guide

Your team approved an AI initiative because the upside looked obvious. Faster service. Better forecasting. Smarter operations. Then the budget started slipping

By Kelvin Tran14 min read
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10 · Jun 04 enterprise workflow automation

Enterprise Workflow Automation: A CTO's Strategic Guide

Your team already knows where the friction lives. Vendor onboarding stalls in email threads. Finance chases approvals across spreadsheets. IT provisions access

By Kelvin Tran16 min read
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11 · Jun 04 Diagram

The handoff: from our delivery pod to your own team.

A diagram of the deliberate exit — how a Silicon Prime pod transfers ownership to your engineers across four phases, so the program survives our departure.

By Kelvin Tran4 min read
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12 · Jun 04 Photo

Coffee, runbooks, and an on-call rotation nobody dreads.

A short photo essay from inside a humane on-call rotation — the laminated runbooks, the handoff doc, and why nobody on this team fears the pager.

By Kelvin Tran2 min read
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13 · Jun 04 Diagram

The audit trail a regulator actually asks for.

A diagram of what an auditor wants to see when an AI decision is questioned — who approved it, which model version, which inputs, and the immutable log behind it all.

By Kelvin Tran4 min read
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14 · Jun 04 Photo

Our worst release, framed and hung in the hallway.

We took the timeline of the worst release in our history, printed it, framed it, and hung it where everyone walks past. Not a punishment. A monument to a lesson.

By Kelvin Tran3 min read
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15 · Jun 04 Diagram

Drift vs regression — two failures, two evals.

A diagram contrasting the two ways AI systems fail. One is a change you made. The other is the world moving underneath you. They need different evals.

By Kelvin Tran3 min read
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16 · Jun 04 Photo

The night-shift desk at a 24/7 operations center.

A quiet photo essay from the 2am operations desk — the dashboards, the empty chair, and why a calm night shift is the real KPI.

By Kelvin Tran2 min read
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17 · Jun 04 Diagram

The data-access scope map we hand to security.

The one diagram every security team asks for — which systems the AI reads, which it can write, where data crosses a trust boundary, and what it never touches at all.

By Kelvin Tran4 min read
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18 · Jun 04 Photo

Onboarding day for a new enterprise delivery pod.

A short photo essay from day one of a delivery pod embedding with an enterprise client. Access provisioning, the runbook handoff, the first standup.

By Kelvin Tran2 min read
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19 · Jun 04 Diagram

Anatomy of an Aegis risk note.

A line-by-line dissection of the one-page artifact the on-call engineer reads before every release. Risk class, blast radius, rollback target, the evals that ran, the one thing to watch.

By Kelvin Tran4 min read
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20 · Jun 04 Photo

The whiteboard wall after a two-day discovery sprint.

A short photo essay of what a two-day discovery leaves behind — sticky notes by the hundred, a hand-drawn system map, and the single workflow we agreed to automate first.

By Kelvin Tran2 min read
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21 · Jun 04 Diagram

What's actually inside a fixed-fee statement of work.

A labeled diagram of a fixed-fee SOW — scope boundary, deliverables, acceptance criteria, the change-control valve, and the column we put excluded work in. Why fixing the price quietly fixes the incentives.

By Kelvin Tran4 min read
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22 · Jun 04 Diagram

Three months to a first production AI release.

A Gantt-style diagram of how we structure the first 90 days of a Responsible AI engagement — from kickoff to a real model in production.

By Kelvin Tran4 min read
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23 · Jun 04 Photo

Hard hats and a Responsible AI rollout.

Hard hats, line workers, and a Responsible AI program running on the same floor as the work it supports. A short photo essay from a plant in production.

By Kelvin Tran2 min read
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24 · Jun 04 Diagram

Where AI assists, where humans decide.

A single diagram that has settled more executive debates than any other artifact we ship. One workflow, split into the tasks AI does and the tasks people own.

By Kelvin Tran3 min read
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25 · Jun 04 Photo

Office hours — an afternoon with the engineering pod.

A short photo essay from inside a delivery pod at 3pm on a Wednesday. Coffee, screens, no theatrics. The unremarkable middle of a good week.

By Kelvin Tran2 min read
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26 · Jun 04 Diagram

The Responsible AI adoption path, drawn.

Six steps from AI curiosity to a governed, repeatable program — with the failure mode that kills each step labelled in the margin. The path is short. The ditches beside it are not.

By Kelvin Tran4 min read
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27 · Jun 04 Photo

Inside an enterprise AI rollout, week one.

Photos from the first five days of a Responsible AI program — the training rooms, the runbooks, the laminated cheat sheets. The unglamorous week that decides whether the rest works.

By Kelvin Tran3 min read
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28 · Jun 04 Diagram

Context windows are not your memory layer.

Why everyone gets this wrong, and a working architecture for actual long-term memory in production agents. The context window is a workbench, not a filing cabinet.

By Kelvin Tran5 min read
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29 · Jun 04 Photo

From the Aegis war room (the one we don't use anymore).

A short photo essay from before Aegis — what the team's workspace looked like back when a release was a Friday-night event.

By Kelvin Tran2 min read
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30 · Jun 04 Diagram

Evals 101 — a taxonomy you can actually use.

Behavioral, regression, drift, and red-team evals — drawn out and labelled. Four boxes, four jobs, and what each one actually catches.

By Kelvin Tran4 min read
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31 · Jun 04 Photo

On-site at a regulated industries pre-launch review.

What a security and audit walk-through looks like the week before a Responsible AI program goes live — the checklists, the sign-offs, the deliberately slow room.

By Kelvin Tran2 min read
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32 · Jun 04 Diagram

Fixed-fee vs hourly, a four-quadrant view.

A simple diagram for why we never bill hourly — and how fixed-fee quietly re-prices the incentives on both sides of the table.

By Kelvin Tran3 min read
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33 · Jun 04 Photo

Notes from a field visit to a 400-location operations center.

A short photo essay from the back office of a multi-site enterprise — the dashboards, the wall maps, and the people who read them at 7am.

By Kelvin Tran2 min read
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34 · Jun 04 Diagram

The governance memo we send to every CIO.

A one-page diagram of data flow, access scopes, and the audit trail — the single sheet a CIO can read in two minutes and hand to legal without a translation. Here it is, drawn out.

By Kelvin Tran4 min read
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35 · Jun 04 Photo

A day at the Stanford lab where Silicon Prime started.

A short photo essay from a return visit to the room where we founded the company in 2011 — the whiteboard, the corner desk, and why the place still shapes how we build.

By Kelvin Tran2 min read
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36 · Jun 04 Diagram

How context engineering actually works.

Retrieval, tools, and memory assemble into a context window that feeds the model — and there is one part of the system almost every team forgets to draw. Here is the whole picture.

By Kelvin Tran4 min read
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37 · Jun 04 Video

Responsible AI in 5 Minutes: A Working Session

A whiteboard walk-through of our workforce-first Responsible AI framework — one marker, one example, five minutes.

By Kelvin Tran1 min read
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38 · Jun 04 Diagram

The Aegis AI Release Pipeline, End to End

A diagram-first walk-through of the four Aegis stages and the signals between them. Where AI assists, where humans decide.

By Kelvin Tran3 min read
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39 · Jun 04 Photo

Inside Our Weekly Release Ritual at BJ's Restaurants

A short photo essay from inside a 400-location production release — the room, the dashboards, the quiet ten minutes before deploy.

By Kelvin Tran2 min read
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40 · Jun 04 aegis

What a Boring Deploy Looks Like

The thing about a twice-weekly production release is that it has to be boring. If it is exciting, something has gone wrong. The team I want to tell you about fi

By Kelvin Tran1 min read
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