This is a new paradigm for interacting with Claude that is significantly more "inline" with all the other human activity org-wide. Once you do all of the under the hood engineering work to make this "just work" (e.g. across tools, integrations, compute environments, memory, security, etc.), Claude basically joins the team in a seamless way - you can talk to it as you would talk to a person and it can help with a very large variety of workloads.
Imo this is the 3rd major redesign of LLM UIUX. The first paradigm was that the LLM is a website you go to, the second was that it is an app you download to your computer. This third one is that it is a self-contained, persistent, asynchronous entity with org-wide tools and context, working alongside teams of humans. It really takes a while to wrap your head around it, but it works and it is awesome.
@milesdeutscher@grvt_io If youre using OpenClaw for anything remotely as close as confidential as crypto trading you sir, have made a grave mistake already
Claude just made cold email ops fully autonomous.
And most people running Instantly or Smartlead have no idea this exists.
Here is what cold email used to look like:
- You wrote copy with AI
- You logged into your sending tool manually
- You checked metrics yourself
- You made changes by hand
Here is what it looks like now:
- Claude logs in
- Claude checks performance
- Claude makes changes
- You review the results
With Computer Use, Claude can see your screen, move your mouse, click buttons, navigate dashboards, and update live campaigns.
For cold email, that means Claude can:
β Pause sequences under 1% reply rate after 500 sends
β Increase daily send volume on sequences booking meetings
β Edit subject lines and first lines on losing steps
β Duplicate and spin winning variants
β Clean lead lists
β Pull reply and booking reports
β Organize everything into spreadsheets
Here is the system I built:
1) Desktop Setup
β Mac with Claude desktop app
β Claude Max plan or approved waitlist access
β Computer Use enabled in settings
2) Ops Folder Structure
β Create a "Cold Email Ops" folder on your desktop
β Inside: Reports, Daily Summaries, Performance Exports
β Tell Claude: "You have access only to this folder for saving files"
3) Dashboard Read Test
β Before automating anything, prompt Claude to walk through your dashboard without making changes
β Confirm it correctly reads reply rate, send volume, and sequence status
β Fix any misreads before giving it control
4) Rules Playbook
β Pause sequences under 1% reply rate after 500 sends
β Increase volume only on sequences booking meetings
β Never edit copy on campaigns under 200 sends
β Always export reports before any changes
5) Sequence Pausing Automation
β Prompt: "Review all active sequences. Pause any with reply rate under 1% and over 500 sends. Export a report first and ask for confirmation."
β Saves 30 minutes of manual work per session
6) Volume Scaling Automation
β Prompt: "Find sequences booking meetings in the last 7 days. Increase daily send volume by 20%. Cap at safe limits and confirm before applying."
7) Losing Step Rewrites
β Identify steps with 300+ sends and under 0.3% reply rate
β Claude rewrites only the subject line and first line
β Creates a new variant and leaves the original untouched
8) New Sequence Drafting
β Claude scans your highest reply rate campaigns for a given ICP
β Mirrors subject line length, first line style, and CTA format
β Saves as draft inside your ESP
9) Weekly Performance Report
β Claude pulls last 7 days data, saves CSV to your ops folder
β Writes a summary: reply rate changes, paused sequences, top performers
β One document instead of five dashboard tabs
This is the same system we use at Conigma to run cold email ops without manual micromanagement.
If you want the full Claude Cowork Cold Email System:
Follow me
Reply "COWORK"
I'll DM you the complete guide.
1,300+ stars on GitHub in 72 hours. 400+ in the last 4 hours. I didnβt expect this.
I built an open-source PM Skills Marketplace for Claude: 100+ skills and commands that turn AI into a product management partner.
Not generic prompts. Structured skills that actually know PM frameworks.
8 plugins covering the full PM lifecycle:
β Product Discovery: problem & solution space exploration
β Product Strategy: vision, business model, strategy docs
β Execution: PRDs, OKRs, roadmaps, sprint planning, user stories
β Market Research: personas, segmentation, TAM/SAM/SOM
β Data & Analytics: cohorts, A/B testing, retention analysis
β Go-to-Market: GTM strategy, beachhead, ICP, growth loops
β Marketing & Growth: positioning, North Star Metric
β PM Toolkit: including PM resume review
Built for Claude Code and Cowork. Compatible with Gemini CLI, Cursor, Codex CLI, and Kiro.
If this helps you, β the repo!
Most people treat CLAUDE.md like a prompt file.
Thatβs the mistake.
If you want Claude Code to feel like a senior engineer living inside your repo, your project needs structure.
Claude needs 4 things at all times:
β’ the why β what the system does
β’ the map β where things live
β’ the rules β whatβs allowed / not allowed
β’ the workflows β how work gets done
I call this:
The Anatomy of a Claude Code Project π
βββββββββββββββ
1οΈβ£ CLAUDE.md = Repo Memory (keep it short)
This is the north star file.
Not a knowledge dump. Just:
β’ Purpose (WHY)
β’ Repo map (WHAT)
β’ Rules + commands (HOW)
If it gets too long, the model starts missing important context.
βββββββββββββββ
2οΈβ£ .claude/skills/ = Reusable Expert Modes
Stop rewriting instructions.
Turn common workflows into skills:
β’ code review checklist
β’ refactor playbook
β’ release procedure
β’ debugging flow
Result:
Consistency across sessions and teammates.
βββββββββββββββ
3οΈβ£ .claude/hooks/ = Guardrails
Models forget.
Hooks donβt.
Use them for things that must be deterministic:
β’ run formatter after edits
β’ run tests on core changes
β’ block unsafe directories (auth, billing, migrations)
βββββββββββββββ
4οΈβ£ docs/ = Progressive Context
Donβt bloat prompts.
Claude just needs to know where truth lives:
β’ architecture overview
β’ ADRs (engineering decisions)
β’ operational runbooks
βββββββββββββββ
5οΈβ£ Local CLAUDE.md for risky modules
Put small files near sharp edges:
src/auth/CLAUDE.md
src/persistence/CLAUDE.md
infra/CLAUDE.md
Now Claude sees the gotchas exactly when it works there.
βββββββββββββββ
Prompting is temporary.
Structure is permanent.
When your repo is organized this way, Claude stops behaving like a chatbotβ¦
β¦and starts acting like a project-native engineer.
Best GitHub Repos to Build Real AI Skills in 2026:
1. OpenAI Cookbook
https://t.co/Kzczt4Ovzm
2. OpenAI Agents SDK
https://t.co/OLSaUPyNsM
3. OpenAI Evals
https://t.co/yC2ICTvkVC
4. PydanticAI
https://t.co/Dt8m4vjZMi
5. Hugging Face Agents Course
https://t.co/ZIL1W2dUoL
6. AI for Beginners
https://t.co/9Uu9IyX0my
7. Hugging Face 101 Course
https://t.co/EwxC6EFWld
8. Hugging Face Smol Course
https://t.co/C2h7aH7MlG
9. AI Engineer Handbook
https://t.co/aeujyhE0Yk
10. AI Engineering Field Guide
https://t.co/QkybsQMLpN
Bookmark this.
zk identity is a human right.
zk is tech - available today - to verify age without sharing private data and photo id.
the reason itβs not used is because they have an ulterior motive.
they want a surveillance state administered by the corps and backdoored by the gov.
π¨ FIRST TIME IN HISTORY: THE SYSTEM HAS COMPLETELY BROKEN.
The probability of what's happening is near zero.
Three sigma 6 moves in ONE WEEK.
- Bonds
- Silver
- Gold
We are living through a statistical impossibility.
Let me explain this in simple words.
Last Tuesday, Japanese 30 year debt printed what traders call a sigma 6 session.
Then silver did the unthinkable.
It dumped 40%+.
In a single day.
That's sigma 6 type behavior.
And then gold.
It dumped 20%+.
That's sigma 6 type behavior too.
That's three sigma 6 moves back to back.
To explain quickly.
In markets, we measure how far a move is from "normal" using sigma.
1-sigma is normal
2-sigma is common
3-sigma gets rare
4-sigma is extreme
5-sigma is very rare
6-sigma is supposed to be almost never
Here are the kind of sigma 6 type episodes people remember:
October 1987 crash
March 2020 covid crash
Swiss franc surge in 2015
WTI oil going negative in 2020
But three of these style events in one week?
That one fact explains a lot.
Because sigma 6 doesn't come from a clean headline.
It comes from structure.
Leverage gets too big.
Positions get too crowded.
Margin calls hit.
Collateral gets stressed.
Then you get forced selling and forced buying at the same time.
Now connect the dots.
Japan sits at the heart of global funding.
A break there doesn't stay there.
Then silver breaks.
Then gold breaks.
Why?
When a pillar of funding gets unstable, leverage contracts.
Two things happen at the same time.
Some assets get forced sold.
Protection gets forced bought.
Long term rates tell you about trust in the state.
Metals tell you about trust in the currency.
When both get unstable together, the whole framework is getting challenged.
THIS IS NOT GOOD AT ALL.
When a regime starts to crack, the adjustments are BRUTAL.
And it's exactly in those moments that high sigma moves start showing up across different assets.
I'll repeat it.
Seeing three sigma 6 moves back to back is not normal.
Gold and silver are telling you, clearly, that the system is stressed.
Markets are not pricing it now.
But they will.
I've studied macro for 10 years and I called almost every major market top, including the October BTC ATH.
Follow and turn notifications on.
I'll post the warning BEFORE it hits the headlines.
Nvidia CEO Jensen on Elon Musk and @xAI
βNever been done before β xAI did in 19 days what everyone else needs one year to accomplish.
That is superhuman β There's only one person in the world who could do that β Elon is singular in his understanding of engineering.β
π The last 72 hours changed the entire of brand of Bitcoin for $5 trillion of capital allocators.
Here is why.π
Not only was the SPY down 5% yesterday it fell an additional 6% today. π
Bitcoin remains up. π
The argument that Bitcoin will βALWAYS crash more than stocks in a risk off environmentβ died this week.π
The narrative is now Bitcoin will βUSUALLY crash more than stocks in a risk off environment.β
The market is SCREAMING at you that something has changed. Apolitical neutral money is agnostic to political turmoil and infighting.
Corporate paper units are secured and defended by political energy. When that political dynamic shifts weaknesses emerges.
Companies laughed at for years as βmemesβ and βponzisβ just gave a devastating ego blowβ¦ BTC, GME, and MSTR, the only green in a sea of steep red.π
A single weekβs volatility is irrelevant for returns but it is critical for narrative shifting.
Bitcoin is lower risk than stocks when viewed in the correct time horizon. This statement sounds less crazy now than it did 72 hours ago.
In the future we will see everything other than Bitcoin crashβ¦ Not only will Bitcoin be π’ after π’ after π’ but everything else will be π΄ after π΄ after π΄.
Still sounds crazy now but we literally just saw it happen in a micro scale.π€·ββοΈ
People within the political system say the apolitical system is higher risk because it is a smaller system. In politics size and power are all that matter and so the political mind can not comprehend how a small system can grow.
Political energy is capped to its political boundaries.
Apolitical energy is used by all political systems.
The only companies in the green are the ones pursuing apolitical energy. When all political institutions trust apolitical energy over each otherβs political energy that is when everything goes towards zero and Bitcoin goes towards infinity.
It will take decades but that doesnβt mean Iβm wrongβ¦ The week was a notable mile marker on this path.
Literally this moment 100,000 financial analysts + advisors are askingβ¦ βwhy on Earth is Bitcoin NOT down 20%?βπ€
Brutal awakening cometh.
This is nothing yet.
Please donβt resent me when the wealth inequality between the informed and the willingly ignorant expands dailyβ¦ I tried to warn you because I care about you.π§‘
@milesdeutscher I highly recommend a slightly different strategy.
Buy bitcoin. Hold bitcoin. Buy more bitcoin.
If you make some shitcoin money by accident, sell it and buy even more bitcoin.
Then Buy a lil bit more .