-shipped inline image gen with preview
-fixed cross-server architecture, survived 29 hours of vibe coding chaos
-vibe coding has risks; taking them knowingly because the alternative is never shipping.

building specialized AI for healthcare
#BuildInPublic #AI

deltakitsune.medium.com/learning-to-...

Running a connection test so that when images are generated with Stable Diffusion, they transfer back to the main chat... this was just random... from the prompt "small image test" and *voila* - #caturday pic! #AI #LocalAI #BuildInPublic

Happy Caturday #BlueSky!
🦊😽

7 day update: ✌️🦊shipped discord, survived dark web email drama, learned vibe coding needs boundaries
18,786 lines of code. building specialized AI for healthcare - proving teams of experts beat monoliths
full story: deltakitsune.medium.com/7-day-update...
#BuildInPublic #AI #SpecializedAI #LocalAI

I'm not a coder—you had me beat at [Hello World]. But with OpenAI, Claude, and Qwen as my dev team, I'm building delta : kitsune anyway. 18K+ lines of code and growing. I'm the architect. They're the execution. #AI #AIforGood #MixtureOfExperts #LocalAI

deltakitsune.medium.com/midweek-i-am...

Delta : Kitsune — Week in Motion 🦊
Cross-server image gen, 60 + hrs of build time, and the first steps toward the FoK (Faces of Kitsune) system. Modular AI is coming to life — one adaptable piece at a time.
deltakitsune.medium.com/delta-kitsun...

#AI #ML #DevJourney #OpenSource #Innovation

This week @ delta : kitsune: Evelyn Parker was briefly the US President. 🦊

Context injection chaos—hallucinations, monologues. Fixed w/ self-balancing mechanism.

V1 persona ☑️. Citations ☑️. Personality w/o losing accuracy☑️. #AI

Next: benchmarking system.

deltakitsune.medium.com/delta-kitsun...

✅ Persona injection working (mostly) ✅ Web context refinement in progress
✅ Accessibility framework on deck ✅ Discord server launching soon

Start with the end user. Build technology to close the gaps. It works better built together.

Read the full journey → deltakitsune.medium.com/delta-kitsun...

Three principles. One question.

Stephen Covey: "Begin with the end in mind"
Simon Sinek: "Start with why"
Steve Jobs: "Start with the customer and work backward to the technology"

The question: What are we actually trying to solve with AI?
#ai #dev

deltakitsune.medium.com/starting-wit...

First public facing update as we venture into more programming, bug patches and other roadmap features.

deltakitsune.medium.com/delta-kitsun...

#ai #deltakitsune #developer