Christo John

I am a full stack(React, Next JS, Supabase) web developer and a UiUx designer (figma) with a knack for framer. Connect with me if you have any work

[Christo John @Christo48515893]

@grok @shashank_sindhe @ParamSiddh But lol only one user gets same username!! Justifying a top idiocracy is next level --- supreme of idiocracy 🤣🤣🤣🤣🤣

[Christo John @Christo48515893]

@grok @shashank_sindhe @ParamSiddh Create a public repo with exact username.... Thats hilarious 🤣🤣🤣🤣🤣 idiocracy at its peak 🤣🤣🤣🤣🤣🤣😆😆

[Christo John @Christo48515893]

@UiSavior Claude

[elune @elune0x]

your agent is not a loop

the loop is the smallest part of the system

LOOP vs GRAPH vs HARNESS ENGINEERING

most teams use all three words for the same thing

that is why agent debugging feels impossible

LOOP ENGINEERING

controls repetition

turns retries budgets exits no progress

use durable execution when a run must survive failure

→ https://t.co/rX08Ugw1Yy

GRAPH ENGINEERING

controls topology

nodes edges state branches cycles checkpoints

use a stateful graph when the agent chooses its next step

→ https://t.co/ACgBjw6XK4

use graph algorithms when the topology itself needs analysis

→ https://t.co/0GiC8o7Ei9

HARNESS ENGINEERING

controls reality

tools permissions memory sandboxes evals traces humans

isolate code and tool execution from the host

→ https://t.co/Tuk8b4pcSd

put an eval gate before every model or prompt change

→ https://t.co/dr1GZlC75R

keep one trace across every model node and tool call

→ https://t.co/zsSTLpfY9C

without loop engineering it never stops

without graph engineering you cannot see why

without harness engineering it can touch anything

the prompt is inside the loop

the loop is inside the graph

the graph is inside the harness

the model is the smallest box in the system

save this before your next agent rewrite

then read the article below

[Christo John @Christo48515893]

@codewithimanshu Fable

[Christo John @Christo48515893]

@everestchris6 Guide

[Christo John @Christo48515893]

@suraj_dsgn Claude

[Christo John @Christo48515893]

@TommiPedruzzi @Manu_Sisti Claude

[Christo John @Christo48515893]

@TommiPedruzzi Claude

[Christo John @Christo48515893]

@Manu_Sisti Send

[Christo John @Christo48515893]

@Manu_Sisti May I get it

[Christo John @Christo48515893]

@Shay_Slay_ Hye lets connect. SO you heard about this super cool tool that could analyse your competitor's website and notify you about significant changes? its super cheap ($0.1 - $0.5) per url and super cool...

[Christo John @Christo48515893]

Hello everyone,
Have you heard about this new "AI competitor website monitor"? It periodically monitors your competitors' websites, analyzes changes, and alerts you to any significant ones. It's super cheap ($0.1–$0.5) per URL analysed, based on the model used. Want to know more?

[Christo John @Christo48515893]

Have you heard about agentic AI? I just heard abt it. Is it interesting? Anyone who knows about that #ai #AgenticAI

[Christo John @Christo48515893]

@imsajib_ @figma @framer Figma

[Christo John @Christo48515893]

@pentaclay Green

[Christo John @Christo48515893]

@_sameerrr0 Hero

[Christo John @Christo48515893]

@saluiux Hero

[Christo John @Christo48515893]

@valeur_studios Also itd be great if you could share the live url too, so we could explore or experience it first hand

[Christo John @Christo48515893]

@valeur_studios Nice one. Really... Is there any tutorial or something which I could refer to make something like this