Christopher Newton

Building AI tools & startups 🤖 | Founder sharing experiments & AI news | Also @TheWorldNews

[Christopher Newton @_Christopher_]

@Ayussheth I would join your club

[Christopher Newton @_Christopher_]

@kirillk_web3 How could this be used to win at Polymarket?

[Christopher Newton @_Christopher_]

Try it: https://t.co/LoDOQbrK6A
How It Actually Works
When you submit a task to Agent Swarm, K2.6 does three things:
1. Decomposes the task — breaks the work into parallel subtasks, each assigned to a sub-agent. A literature review becomes 40 parallel paper analyses. A job search becomes 100 parallel CV customizations. A market research report becomes 30 parallel source investigations.
2. Executes in parallel — all sub-agents run simultaneously. Not sequentially. Not in a queue. At the same time. A task that would take hours serially finishes in minutes.
3. Synthesizes the output — the coordinator agent collects all sub-agent outputs and assembles them into a single coherent deliverable. One report. One spreadsheet. One set of files.
What Agent Swarm Is Best At
Four categories where parallel execution changes everything:

[Kirill @kirillk_web3]

https://t.co/wmucj8lhh4

[Christopher Newton @_Christopher_]

@hthieblot Oh that might be me

[Christopher Newton @_Christopher_]

Never skip leg day

[Mark Gadala-Maria @markgadala]

AI has gone too far.

This is "Tren Friends"

[Christopher Newton @_Christopher_]

@SahilBloom Yes to this!

[Christopher Newton @_Christopher_]

@hedo_ist That is extraordinary

[Christopher Newton @_Christopher_]

@fabianstelzer @OpenAI Fight fight fight!

[Christopher Newton @_Christopher_]

@fMinZhou Oh that is wonderful

[Christopher Newton @_Christopher_]

@elonmusk Well, there goes the neighborhood

[Christopher Newton @_Christopher_]

@Jason They traded coats

[Christopher Newton @_Christopher_]

@RetiredYoungNW Scoble hung out with Woz

[Christopher Newton @_Christopher_]

@fabianstelzer @Scobleizer I love glif

[Christopher Newton @_Christopher_]

@levelsio Just fabulous

[Christopher Newton @_Christopher_]

@Jason I’m in

[Christopher Newton @_Christopher_]

@levelsio You’re inspiring!

[Christopher Newton @_Christopher_]

Super news

[Qoder @qoder_ai_ide]

cool, got a lot of work to do now.😂

[Christopher Newton @_Christopher_]

@cjzafir I just love your honesty

[Christopher Newton @_Christopher_]

@levelsio I went one step further and didn’t use the title company. We went to a notary and he signed a quick claim deed. I handed him cash to buy my house.

[Christopher Newton @_Christopher_]

@paulg I too, would have dismissed that we would be nearly at a Civil War in some states