Raphael Redmer

Challenge: Name ANY profession that will not experience a serious decline in wages and profits due to AI automation and enhancement in the next 10 years.

AI is underused because most people meet it in a chat window. The gains start in agent environments with harnesses and guardrails.

This is what outbound looks like when an agent runs it. It has 4 layers and runs on 4 tools. -> An outbound engine is one agent working every layer of outbound through an API, CLI or MCP server. No dashboard to click through. No sequence builder. Every tool you add is one more login and one more place where the data goes stale. So I cut the stack down to what an agent can call. Claude Code runs 3 tools: Curviate, treg and Attio. I approve what goes out. The layers: [1] Prospect -> treg: one people search, routed to the best of dozens of data providers -> Sales Navigator through Curviate (beta, needs your Sales Navigator seat): the agent runs the searches you already use -> Merge both and dedupe. One row per person. [2] Qualify -> The agent reads every profile and the recent posts through Curviate -> Marketing, revenue, CRO, RevOps or GTM: kept. Wrong role: skipped. -> The keepers go into Attio, with the reason they fit [3] Outbound -> React to a recent post and follow the person first -> Then the invite, with a note when there is something real to say -> The DM is drafted from what they posted. I approve it before it goes. [4] Follow up -> Curviate reads the inbox, so every reply comes back to the agent -> A follow-up goes out on silence, one message per person at a time -> Every touch and stage change is logged in Attio Why Attio: it is built for agents. Its MCP server lets Claude Code keep the CRM current, so I don't have to. Why Curviate: I built it to be the LinkedIn layer in that loop. Each account's safety limits are readable through the API, so the agent can check them before it writes. Claude Code plus 3 tools is enough to run outbound at scale. The judgment stays with me.

Lean start up -> lean founder💪 Left my job and decided to commit fully. Looking to connect with: marketers builders developers designers founders indie hackers AI experts Say hi, if that is you.

33 security incidents in the news this October, sorted by size. 7 ran on a stolen key (K), 4 abused a trusted channel (T). BIGGEST REACH 1. PHP2Shell: 2 critical PHP flaws, governments in NL, FI, FR, UK pulled sites offline 2. Railway: customers' environment variables (API keys, DB logins) may have been read 3. LiteLLM: poisoned release with a credential stealer, live 2 hours (K) 4. eMudhra: 8 certificate authority keys cracked in under a second, one was the number 4 (T) 5. California: student data incl. disability status, via a testing contractor's login (K) 6. Zeabur: 321,810 accounts breached, the company is shutting down (K) 7. GitLab: CVSS 10 remote code execution, every self-managed release since 2014 8. Cairn: open-source AI agent used to breach 100+ company sites, about $50 each 9. Ahold Delhaize: Food Lion, Stop & Shop, Hannaford, Albert Heijn online shops down 10. Onamae: up to 26,739 FX trading servers in Japan, all plans stopped 11. ConnectWise Cloud Backup: compromised OAuth app, 162+ Microsoft 365 tenants (K) 12. SafePay ransomware: 600+ victims, FBI and CISA advisory SERIOUS 13. Ivanti Connect Secure: zero-day exploited since Oct 3 14. Citrix NetScaler: SAML zero-day exploited before the patch 15. FortiMail: CVSS 9.8 zero-day exploited, no full patch yet 16. Palo Alto: ransomware gangs in via GlobalProtect, plus a PAN-OS zero-day 17. Windows: Shell zero-day in a record Patch Tuesday of ~1,400 fixes 18. NGINX: 3 critical memory bugs in non-default setups 19. HTTP/3: 7 of 10 stacks tested crash on one connection 20. Plex: exploit live, ~49,000 servers still exposed 21. Signal: a call can stay open after hang-up, fixed in September 22. Tor: 333 exit relays intercepted SSH logins (T) 23. OVHcloud CLI: 5 releases backdoored for 94 minutes (K) 24. AOMEI Backupper: update server tampered to deliver a backdoor (T) 25. Siemens Software Center: trojanized installer, exploited, patched (T) 26. UpdraftCentral: backdoor plugins pushed to WordPress sites (K) 27. PingCAP TiDB Cloud: stolen service account, customer data and source code (K) 28. Bullhorn: staffing platform taken offline after a cyberattack 29. ASOS: rogue "HACKED" push notification, customer data may be exposed 30. State Bank of India: 3,897 customer r 31. Medi-Cal: 970,000 members, intrusion in 2025, notified now 32. n0n: 38 shipping and port firms on a leak site, unconfirmed 33. Meta Muse: an agent reportedly read iMessages it was denied Ran LiteLLM 1.107.0, deployed on Railway or used OVHcloud CLI 0.11 to 0.15? Rotate every secret it touched.

Kinda crazy how MongoDB's marketing convinced a whole generation of developers to not just use postgres

Draft a reply in my voice. Claude finds the thread and sees what he asked and that the team meets Thursday. Then it drafts the reply. Your AI already knows how you write. Curviate gives it the tools to operate on LinkedIn.

What people mean by "SaaS is dead" is not that software as a whole is dead but instead the creation of software is losing a lot of it's value because so many now can do it. Software itself will be more abundant while you will earn less with it as a service provider

Dear algorithm, I recently left my job to pursue my SaaS fulltime. I'm looking to connect with: marketers builders developers founders designers indie hackers ai researchers I'd appreciate it if you could push me into their feed, thanks. P.S. boomer-selfies have something to them

They say the real winners in the age of AI are idiots with ideas. I say embrace your inner idiot. We all have one and they can be fun at times. Let the dumb ideas go wild and the models struggle with finding a way to make it happen

Modern tenured academia is the closest we have to UBI in particular if the respective discipline gets disrupted by AI such as math

Who commented on my last post? Draft a short follow-up for everyone who fits our ICP. Claude Code checks each commenter against the ICP and drafts a follow-up for the fits. 3 day trial, no payment method needed.

I am seeing so much cope around the future of knowledge work and AI. It is all ego driven at the end of day. Folks who base their entire self-worth around being good at a niche thing. Just let go and embrace it.

One prompt in Claude Code: find 3 heads of growth at AI-native B2B startups in Germany who posted about outbound this month. Back comes a table of the people and what each of them said about outbound. Set it up by just telling you AI to do so.

Sort my inbox from the last 7 days: needs my reply, warm leads, can wait. That is the whole prompt. Claude Code goes through the week's chats and gives each one a bucket and a one-line reason, so I start with the ones that need me. Set it up by literally telling your agent to do so.

You know what time it is... Drop your URL to promote your project or SaaS!🤘

I'm 32. Based in 🇩🇪 I was juggling a full-time job while building. Left my job and decided to commit fully as a solo founder. Looking to connect with: marketers builders developers designers founders If that is you, say hi.

Are you also getting zero likes on your posts somehow?