operator.codes

Build
real
systems.

Tyler Malin's platform for AI infrastructure, climate systems, legal engineering, and protocol design. Thought leadership for operators who build things that matter.

Companies
active portfolio
dMRV · climate
Malama Labs
malamaproject.org
Continuous, automated MRV for high-integrity carbon assets. Replacing episodic manual verification with real-time, sensor-driven permanence monitoring.
seed stage · CEO & co-founder
AI · legal · entity design
AgentCorp
agentcorp.xyz
Delaware Series LLC protocol for AI agents. Legal infrastructure for autonomous systems, enabling agents to hold assets, enter contracts, and operate within defined legal boundaries.
live · creator
legal · regulatory
Beneficial Technology
legal engineering consultancy
Legal engineering at the intersection of emerging technology, securities law, and regulatory frameworks. CFTC, token structure, protocol governance.
active · principal
format
Build
Sessions

A recorded format where founders and builders work with Tyler live to architect real systems. No budget required. You leave with something built. The session becomes public content.

01
You apply with a real problem. Not an idea. A specific system that needs to exist.
02
We build it live together. Recorded. Real decisions, real tradeoffs, visible reasoning throughout.
03
You leave with a working system. Code, deployed prototype, or structured framework. Not a slide deck.
04
The session publishes. Distributed across operator.codes, YouTube, and X. That's the exchange.
Tyler
Malin

Twenty-plus years across startups and Fortune 500. Prior exit to Maker Studios (Inc. 500 #95). Co-founded ReSeed Carbon Assets ($4.6M raised). CFTC regulatory fellowship, Enron enforcement. Litigation at Cravath Swaine & Moore. JD, Fordham Law.

Now building at the intersection of AI, climate infrastructure, and legal engineering. Operator.codes is the platform for everything that doesn't fit inside a company.

CEO & Co-Founder, Malama Labs (dMRV, seed stage)
Creator, AgentCorp — Delaware Series LLC protocol for AI agents
Principal, Beneficial Technology (legal engineering)
CFTC regulatory fellowship — Enron enforcement
Litigation, Cravath Swaine & Moore
Inc. 500 #95 exit (Idea Farmer → Maker Studios)
Co-founded ReSeed Carbon Assets ($4.6M raised)
JD, Fordham Law School
Based in Los Angeles, CA
The
Operator
newsletter

Practical analysis on AI systems, climate infrastructure, legal engineering, and protocol design. Written for builders and operators who need signal, not noise.

No cadence promises. Published when there's something worth saying.
You're in. Watch your inbox.
operator.codes / build sessions

Real problems.
Live systems.
No budget required.

A recorded session format where builders, founders, and creators work with Tyler Malin to architect and ship real systems live. AI infrastructure, agent design, legal structure, climate MRV, token mechanics. If you have a real problem, we build the solution on record.

How it works
step 01
Apply with a real problem
A system you need built, a structure you need designed, a workflow that doesn't exist. Not an idea. Applications are screened for specificity and fit.
step 02
Build it live together
Recorded session. Real decisions made in real time. Architecture, tradeoffs, and reasoning visible throughout. No script, no polish.
step 03
Leave with a working system
Code, deployed prototype, or structured framework. Not a slide deck. The session publishes publicly. You retain your IP. The build becomes shared record.
Domains
AI systems & agent design
Agentic workflows, MCP integrations, eval pipelines, AI-assisted operations, AgentCorp entity structures, LLM orchestration
Climate & carbon infrastructure
dMRV pipeline design, registry strategy, permanence modeling, continuous verification, carbon asset structuring
Legal & entity engineering
Series LLC design, token structure, SAFE/SAFT mechanics, regulatory positioning, protocol governance, securities analysis
Crypto & protocol infrastructure
On/off-chain architecture, incentive design, token mechanics, coordination systems, capital formation, settlement
Physical infrastructure systems
Capex/opex modeling, deployment architecture, reliability engineering, operational data pipelines, sensor integration
Cross-domain / other
Problems that span multiple categories or don't fit neatly above. If the problem is real and complex, apply and describe it.
Who gets selected
Real, specific problem. Not a concept. Constraints already defined: timeline, regulatory, technical, budget. Bonus: you've already tried things and can say what failed.
Domain fit. The problem sits in AI, climate, legal infrastructure, crypto, or physical systems — where the session creates genuine signal value, not just entertainment.
Skin in the game. Builder, founder, or creator. The session should matter beyond the content. We're building something you actually need.
Consent to publish. The session is public record. You get the system. The build becomes shared knowledge. That's the exchange.
What you walk away with
Working code, deployed prototype, or structured system design — not slides or concepts
Full session recording to reference, share, and build from
Public documentation of your problem and solution approach
Visibility with the operator.codes audience across all distribution channels
Apply for a Build Session
Free. Recorded. You leave with something real. Tyler reviews every application personally.
operator.codes / apply
step 1 of 5 — who you are

Let's start
with you.

Basic identity and context. We read every application ourselves, so don't over-polish this.

Required.
Valid email required.
Title, role, or just the honest description.
Required.
Personal site, LinkedIn, GitHub, project link — whatever is most relevant.
Required.
1 / 5
step 2 of 5 — the problem

What are
we building?

The most important section. Be specific. Vague problems get deprioritized. Real constraints are welcome.

What doesn't exist yet? What breaks without it? What have you already tried?
0 / 800
Required. Please describe your problem.
Be concrete. "A working prototype of X" or "A structured entity design for Y" beats "clarity on my direction."
0 / 400
Required.
step 3 of 5 — constraints

What are
the constraints?

Real constraints make sessions better. Don't hide them.

Timeline, regulatory environment, technical stack requirements, team size, budget ceiling.
0 / 500
Required.
Tools, approaches, vendors, architectures. This prevents retreading ground you've already covered.
0 / 500
Required.
Languages, frameworks, APIs, blockchains, data sources, AI models.
step 4 of 5 — stakes & fit

Why does
this matter?

Sessions are selected based on impact potential and format fit.

Personal, professional, financial, mission-driven. Be honest about why this matters to you.
0 / 400
Required.
The best sessions solve one person's problem publicly so a hundred people can learn from it.
0 / 400
Required.
Edge cases, sensitivities, prior work, relevant context that didn't fit above.
0 / 400
Check all that apply.
step 5 of 5 — review & consent

Almost
there.

Review your application, confirm the terms, and submit. Tyler reads every application personally.

Publication consent
Build Sessions are recorded and published publicly. By submitting, you confirm consent to the session being published on operator.codes, YouTube, and associated distribution channels. The recording, transcript, and artifacts produced during the session may be shared. You retain ownership of your own IP. The session itself is public content.
Sending your application...

Application sent.

Tyler reviews applications personally and responds within a few business days. If selected, you'll receive a scheduling link and a short prep brief. Keep building in the meantime.

Build Sessions operator.codes agentcorp.xyz
operator.codes / about

Tyler
Malin

Twenty-plus years building at the intersection of technology, law, and markets. The thread connecting all of it: systems that people said couldn't work, and figuring out how to make them work anyway.

Currently CEO and co-founder of Malama Labs, a seed-stage dMRV platform replacing manual, episodic carbon verification with continuous, sensor-driven monitoring. The core thesis is that high-integrity carbon markets are a data infrastructure problem, not a standards problem.

Creator of AgentCorp — a Delaware Series LLC protocol designed specifically for AI agents. As autonomous systems begin to hold assets, enter contracts, and generate revenue, they need legal infrastructure that matches their operating reality. AgentCorp is that infrastructure.

Principal at Beneficial Technology, a legal engineering consultancy operating at the intersection of emerging technology, securities law, and regulatory frameworks. Background includes a CFTC regulatory fellowship (Enron enforcement) and litigation at Cravath Swaine & Moore.

Prior exit: Idea Farmer (Inc. 500 #95, acquired by Maker Studios). Co-founded ReSeed Carbon Assets ($4.6M raised). JD, Fordham Law School.

Operator.codes is the platform for everything that doesn't fit neatly inside any one company: analysis, frameworks, and experiments in AI systems, climate infrastructure, legal engineering, and protocol design. The Operator newsletter publishes when there's something worth saying.

Based in Los Angeles.

Current
Malama LabsdMRV platform, seed stage. CEO & co-founder.
AgentCorpDelaware Series LLC protocol for AI agents. Creator.
Beneficial TechnologyLegal engineering consultancy. Principal.
operator.codesThought leadership platform. Creator.
Background
CFTCRegulatory fellowship. Enron enforcement.
Cravath Swaine & MooreLitigation.
Idea FarmerInc. 500 #95. Acquired by Maker Studios.
ReSeed Carbon AssetsCo-founder. $4.6M raised.
Fordham Law SchoolJD.
Domains
AI systems, agents, automation
Climate & carbon markets, dMRV
Legal engineering, securities law
Crypto, tokens, protocol design
Physical infrastructure
The Operator newsletter

Practical analysis on AI systems, climate infrastructure, legal engineering, and protocol design. Written for builders and operators who need signal, not noise. No cadence promises — published when there's something worth saying.

You're in. Watch your inbox.