This week X open-sourced the entire outbound stack.

2/

Gojiberry open-sourced a full Sales OS: Signal Hunter, ICP Analyst, Researcher, Enricher, Copywriter, Outreach, Reply, Qualifier.

It went viral because it looks like a company in a folder. Comment “BOT,” feel 18 months ahead.

What it actually is: eight places to introduce error, wired in series.

3/

Can agents run your first 5 SDR seats? Yes, on one condition.

A human owns the offer, the exclusion list, and reads every reply that day.

Pull that human out and you did not replace headcount. You bought orchestration debt and aimed it at your ICP.

Most of B2B selling is calibration. Agents do not calibrate. They repeat.

4/

The Marketing Engineer gold rush.

Greg says the best ones clear $1M. Fivos says companies will pay $150k+ to own list, enrich, score, route, send.

Every platform shift mints a new marketer title. Traditional, digital, growth hacker, agent builder.

The title is a lagging indicator of who was already good.

5/

One person who can pull real language out of Gong calls, fire on a signal that actually correlates, and kill dead spend is worth more than a six-person demand gen team.

Most companies will not hire that person.

They will hire someone to automate the cold email that was already not working.

Automated mediocrity is still mediocrity. Just faster.

6/

Best frame I saw all week: efficacy vs density.

Efficacy is whether the message can physically reach the buyer. Density is how many vendors are screaming into that same ear today.

Cold email efficacy is still fine. Density is what is killing you.

A VP of Eng gets 80 pitches a day and yours reads like all of them.

7/

One team printed odd-size physical mailers into a vertical that is drowning in email.

Same list everyone else was working. Roughly $300k in contracts.

They did not find a better audience. They found an empty room.

8/

Two camps on where this ends.

Lessin and Tan: AI does not replace outbound, it poisons the well until nobody replies to anything.

Hormozi: a trained AI SDR matches a human team, if the playbook already lives outside one person’s head.

Both are right. The playbook is the variable.

If your ICP, exclusions, and approved claims only exist in Slack, the agent will invent a strategy. Confidently, in your brand voice, 400 times before lunch.

9/

Waterfall enrichment became a personality.

Clay plus six vendors to move email coverage from 71% to 76%. 22 signals. Nine overlapping tools. A 60-node n8n graph that fails silently and nobody notices for a week.

Past two sources, coverage is vanity.

10/

Cody’s split, cleaned up:

Low IQ: right person, real email, good message, replies land in one inbox. Midwit: the cathedral. High IQ: the smallest pipeline that gets a correct message to a correct person.

Two enrichment sources. One signal you verified against closed deals. Live in week one. Delete anything that has not produced a meeting in 60 days.

11/

Funding data is a timer, not a segment.

Week one after a raise is a buying window. By week eight, every vendor with a Crunchbase alert has already been there.

A job post older than three weeks is usually filled.

Signals have a half-life. The teams winning right now are aging them out, not collecting more.

12/

What I would ship this month starting from zero. Not 13 agents. Not 47 Clay columns.

One loop:

One trigger you can prove books meetings Two enrichment sources, stop at email + title + trigger sentence One offer a 12-year-old could repeat back Volume capped so a human reads every positive reply same day Kill it if no qualified meeting in 21 days

That is GTM engineering. The rest is cosplay with a Zapier bill.

13/

Channel rule I use now:

verified ICP presence ÷ competitor noise

Email if their inbox is quiet. LinkedIn if their feed is quiet. A letter if both are loud. Founder DM if you already have the relationship graph.

Omnipresence is how early teams run out of cash before they find the one room that pays.

14/

Career version:

Do not become the person who can name 12 GTM engineer skills.

Become the person who can point at last week’s calendar and say which signal, which list, which sentence booked that meeting.

Agents get a job spec. Write yours. Data source, cadence, definition of a good lead, approval step, metric.

Spec one motion. Then automate it. Not the other way around.

15/Recap:

Open-source agents are real. Unsupervised agents are spam infrastructure. GTM Engineer is a real job. “Engineer” in a title is not a strategy. Cold outbound works where density is low. Enrichment past two sources is vanity coverage. Funding data is a timer, not a TAM.

The stack got cheap. Attention did not.

16/

Building pipeline this quarter? Drop your best trigger from the last 30 days.

Funding, hiring, competitor engagement, site visit, or something weirder.

I will tell you how I would age-gate it and cap the list.