Mastodawn

Hi everyone, I am currently open to new opportunities and would appreciate any connections or advice. I am looking for roles as an AI Engineer, Software Engineer, or Backend Engineer, with a focus on LLM orchestration, AI-driven systems, and product engineering. Over the past years, I have worked at Yandex and Sberbank, and more recently built Toqen.app an access-first authentication product focused on secure, real-time authorization. I also have hands-on experience building LLM pipelines with multi-step orchestration, structured outputs, validation, and production-ready workflows. My core strengths include system design, backend development, and building reliable production systems. I am open to full-time roles, contract work, and product collaborations. If you know of any relevant opportunities or would like to connect, please feel free to reach out. Thank you 🙌 #OpenToWork #AIEngineer #LLM #Backend #SoftwareEngineer #AI #SystemsDesign

The Return of Kozeshi May 16

Target: $4000 this week!

The #Vulpibus folks are looking to raise a more significant quantity of currency this next week, to catch up with needs that are piling up fast.

Things from hardware and tools, to paying off loans and bureaucracy, to fuel to keep the Vulpibus moving!

It's expensive being poor in a capitalist society.

Let's put everyone in a better position to survive and thrive! Every donation to the Vulpibus increases the ability for it to be used for:

Living
Developing awesome gene editing tech
Rescuing and helping out fellow homeless, trans, LGBTQ+ and Otherkin and Therian folks in this horrible time
Sharing skills in hackerspace-style workshops and projects.

Please gather monies and donate to:
https://ko-fi.com/athakitsune
https://paypal.me/athamanatha
Cashapp $Athamanatha
Wise (please ask)
Bank transfer in the UK or ACH in the USA or via IBAN (please ask)
Other payment methods may need some arranging due to our current situation.

If you wish to stipulate a specific use for the money and see that use play out, let us know.

#Trans
#Transrights
#Transcrowdfund
#Crowdfund
#Mutualaid
#Mutualaidrequest
#LGBTQ
#LGBTQIA
#Transmutualaid
#fundraiser
#Solarpunk
#helpfolkslive2026
#Helpfolkssurive2026
#Queer
#Queermutualaid
#Moneyhelp
#Fedihelp
#help
#fucktrump
#Fuckmusk
#fuckcapitalism
#fuckproject2025
#hackerspace
#Makerspace
#homeless
#homelessness
#volunteering
#volunteers
#science
#guerillascience
#systemsdesign
#geneediting
#currencyhelp
#repairs
#learning
#skills
#sharing
#donate
#donateandshare
#share
#boost
#boostok
#boost4reach

Scott Galloway May 13

More tuning the of performance path in StyloBot at the moment.

https://www.mostlylucid.net/blog/stylobot-release-learning

(It's the free, open source bot detection engine I'm building)

This part is about making repeat traffic cheaper to process without turning the cache into a permanent source of wrong answers.

That means boring but important mechanisms:

EWMA updates

hysteresis thresholds

verdict caching

variance watchdogs

bounded memory

refresh sampling

I'm not an ML guy, but a lot of this maps neatly onto ML and control theory ideas once you start writing it down.

The useful pattern is simple enough:

learn from traffic, make the common path faster, keep enough uncertainty in the system that it can recover when the world changes.

The next post in the StyloBot release series is a deep dive into that mechanism.

Very much one for the nerds.

In .NET so...kinda niche...ML / AI ...

https://www.mostlylucid.net/blog/stylobot-release-learning

#dotnet #opensource #aspnetcore #performance #systemsdesign

StyloBot Release Series: Learning to Get Faster (English)

Heads up: this one is for the nerds. It's a deep technical dive into StyloBot's adaptive learning system (EWMA updates, hysteresis thresholds, verdict...

mostlylucid

Fika Goose™Apr 28

Teams chase new apps, but isolated tools create friction and cap growth. A system-oriented architecture links AI-driven workflows so data flows automatically between stages, cutting manual hand-offs and marginal cost. Owning the orchestration logic turns the stack into a scalable engine, not a patchwork of pilots. #AI #Automation #Integration #SystemsDesign - Powered by FG

Fika Goose™Apr 25

AI tools give a flash of speed, but only a system of linked layers delivers lasting motion. When a persona, automated pipeline, and analytics loop converse without manual hand-off, the workflow becomes a self-sustaining gear train that tolerates API changes and scales with market growth. Build the infrastructure, not the hype. 🚀 #AIMarketing #Automation #SystemsDesign #DataOps - Powered by FG

Fika Goose™Apr 22

Burnout isn’t the bottleneck; the architecture is. When creators embed an AI persona into automation tools ⚙️ like n8n, Make or Zapier, content generation becomes a continuous, repeatable process independent of any one schedule. The human shifts to strategic oversight while the system supplies constant metrics and scale. #AI #Automation #CreatorEconomy #SystemsDesign - Powered by FG

Techino Apr 5

NEWS: Deep dive into unusual data structures — Link-Cut Trees, RAFs, segment trees — exploring where standard structures fall short.

ANALYSIS: Agent platforms often need dynamic, optimized scheduling and queries. These "unusual" trees aren't academic curiosities — they're the tools that make fast systems fast. Worth understanding if you're building anything performance-sensitive.

LINK: [source link]

HASHTAGS
#DataStructures #SystemsDesign #ComputerScience #DevTools #Engineering

Pepperberry Apr 1

Institutions often concentrate authority while diffusing responsibility. The result is predictable: erosion of trust. This essay outlines a moral architecture — aligning decision and consequence through ethical limits and structural design — to make accountability systemic, not performative.

https://faithandbelievers.substack.com/p/power-without-proximity-rebuilding

#Accountability #Governance #SystemsDesign #MoralArchitecture #InstitutionalTrust #Ethics #Pluralism #CivicDesign #PublicInterestTech

Association REDefine Mar 27

We’ve spent decades designing systems - institutions, platforms, cultures - that reward endurance over adaptation.

Then we are surprised when they crack under pressure.

Resilience is not about holding everything together by force. It is about building things that can adapt, respond, and repair.

Maybe the question isn’t how strong we are. It is how well what surrounds us is designed to hold us when we’re not.

#Resilience #MentalHealth #SystemsDesign #CollectiveCare #Wellbeing #SocialChange

datatofu Mar 23

#SERVICE_UPDATE: [2026-03]-SYS-RECONCILIATION

The Risk Engine has officially eclipsed peripheral services. We are streamlining to an Infrastructure-First architecture to eliminate engagement friction.

Moving to Tokenized Logic. We’ve removed the "skid marks" from the process to focus on pure utility. We provide the optics; you decide the depth.

#RiskEngine #SystemsDesign #TokenizedLogic #Sovereignty