Alexey Leshchenko

[Alexey Leshchenko @leshchenko1979]

@AgiMaulanaXyz Turned out I was flagged by #github for suspected abuse. Not really sure why. Filed a reinstatement request. The support is taking their time for the 2nd day.

[Alexey Leshchenko @leshchenko1979]

Anyone experiencing #github quirks today?

My issues and PR's on other people's repos stopped showing.

#help #whyme #when_will_this_finally_end

[Alexey Leshchenko @leshchenko1979]

@Alibaba_Qwen Seems like the approach used needs to be inserted into my review prompts even before I lay my hands on this model:

- Analyse input
- Analyse startin environment
- Try to simulate hiw the environment will change
- Assess blast radius
- Report

[Alexey Leshchenko @leshchenko1979]

@astrodotbuild @opencrabs

[Alexey Leshchenko @leshchenko1979]

@TheNJDevOpsGuy @opencrabs - light, fast and cooperative. Have you heard?

[Alexey Leshchenko @leshchenko1979]

My son asked me how I can trust #LLMs when they do make so many mistakes.

— Son, — I said, — you just make the agent #loop in a parallel 3-aspect #subagent review-and-fix cycle until there is nothing to fix.

— Thanks pa, — he said. — Crystal clear now.

[Alexey Leshchenko @leshchenko1979]

Zep makes a strong case for graph memory for #aiagents: https://t.co/x5Q5s9z34t

[Alexey Leshchenko @leshchenko1979]

@syafriadit1 You could have done it with 0.5gb. I have @opencrabs on a 1Gb machine with 3 profiles daemons on at the same time. :)

[Alexey Leshchenko @leshchenko1979]

@markksantos It's just an anecdote, not a representative study @AdolfoUsier

[Alexey Leshchenko @leshchenko1979]

Working with #aiagents changed the way I #think now.

Used to deep dive into one task and forget about anything else.

Now I have a few agents working at the same time and switch between them constantly.

Skills needed:
Before: deep concentration
After: load/unload context fast

[Alexey Leshchenko @leshchenko1979]

One of the most interesting experiences was using @opencrabs to develop @opencrabs.

Remember that scene from Master and Commander where the surgeon - played by @paulbettanyhq - extracts a bullet from his own guts?

Something like that. :)

[Alexey Leshchenko @leshchenko1979]

@araseb_ "ok, @opencrabs , read workflow description again and follow it this time" :)

[Alexey Leshchenko @leshchenko1979]

@ibocodes Yes, but I already have trusted vps + postgres. Should I delete them and start with tools I never tried? :)

[Open Crabs 🦀 @opencrabs]

v0.3.42–v0.3.45 JUST DROPPED 🦀🔥

🤝 Xiaomi MiMo collab: 6 days left of free and unlimited AI, no API key needed.

🧠 AI catches itself looping and force-cancels
📁 Files archived on session delete, not lost
🔒 Cron jobs protect themselves
🔍 Web search DDG Lite
🎯 Plan pinning for focused execution
🖥️ Mission Control shows prompts, delivery, history
⚡ Evolve stability: migration guard + race fix
👥 Cowork workspace with QR + deep link
🔧 Config auto-repairs broken toml
📱 Sessions auto-rename across channels

60 COMMITS • 4,019 tests • 4 releases

Get it 🧵👇

[Alexey Leshchenko @leshchenko1979]

I fired my assistant bc of @opencrabs.

Today it:

- scanned my telegram for notifications about new leads for our latest #RealEstateInvestment offer

- scanned again to see my chats with those leads

- agreed with me follow up / close decisions

- sent follow ups

5 mins. Boom.

[Alexey Leshchenko @leshchenko1979]

@pydantic @opencrabs We decided not to use any frameworks at all.

Not sure if in the age when code is so cheap it is worth it to learn other frameworks (especially for easier tasks) instead of just building our own.

Faster, more control, less risks.

Used @opencrabs to build evals for @opencrabs.

[Alexey Leshchenko @leshchenko1979]

@pydantic @opencrabs We decided not to use any frameworks at all.

Not sure if in the age when code is so cheap it is worth it to learn other frameworks (especially for easier tasks) instead of just building our own.

Faster, more control, less risks.

Used @opencrabs to build evals for @opencrabs.

[Alexey Leshchenko @leshchenko1979]

Best eval framework for an agent harness and why?

@pydantic evals? #aws agent-evaluation? agenta? giskard? What else?

Looking to build an eval suite for @opencrabs

[Alexey Leshchenko @leshchenko1979]

@JohnnyNel_ @openclaw Right! What could be the pricing reference here? Smt like "20% of savings / value added"?

[Alexey Leshchenko @leshchenko1979]

Looking for people selling @openclaw agents!

How do you charge your clients?

A baloon payment? Monthly fee?

Do you include LLM tokens and hosting into your bill or let the client have their own LLM account and host on their own?

Do you charge for onboarding new users?

[Alexey Leshchenko @leshchenko1979]

Best #mcp server for @telegram and why?