Volkan Özçelik

Truth.

belated response: will share my take sometime :) — they are not the same; but mind too fuzzy ro reply right now :D

so another belated response will come sometime :)

» The purpose of this meeting is two-fold.
« On it!
—
🥁🐍.

ok color nerds all the models :D

The Problem Isn't Forgetting: It's Not Building Anything That Lasts.

» ctx.ist/blog/2026-03...

#AIAgents #AIEngineering #SoftwareArchitecture #DeveloperTools #KnowledgeManagement #ContextEngineering

"We lived this twice." 🤣
☝️That's what happens when your AI assistant doesn't have amnesia.

I've been experimenting with ctx (ctx.ist ) to make my AI less of a goldfish and more of a companion that remembers what I have already forgotten.

#AI #AIAgents #DeveloperTools #AIEngineering

Claude, make World of Warcraft now! No mistakes!

www.reddit.com/r/ClaudeAI/c...

The Last Question » ctx.ist/blog/2026-02...

A Persistence Layer for Human-AI Cognition » ctx.ist/thesis/

Wow! Just Wow: ctx.ist/blog/2026-02...

<date scene>
» Hey, I’m an engineer, so I have excellent employment potential, and I can fix things around the house.
« Cool! How’s your social skills?
» …
« …

This is one of the best prompting guides you can find around » ctx.ist/home/prompti...

neuro… confetti? :)

You need dictation for your AI, huh?

Dude, I’m Gen-X’er: Even my thumb can touch type.

Skill issue.

I have been labeled “King of Color” by whoever writes the @codepen.io newsletter.

There will be no ceremony. A referendum is being scheduled. We are transitioning to a direct democracy immediately.

🐠 Code is cheap. Show me the talk. 🐠

The quality of what you build with agents is directly proportional to the quality of context you give them. Not the process. Not the ceremony. The context.

ctx.ist

Remember… Dolores.

ctx/go.mod at main · ActiveMemory/ctx ctx: do you remember? — a lightweight, file-based system that enables AI coding assistants to persist, structure, and rehydrate project context across sessions. - ActiveMemory/ctx

17 lines of go.mod

3 direct, 5 transitive dependencies… that's it.

github.com/ActiveMemory...

How do you say you can read the entire >32,000 line of Go codebase without fighting the ecosystem without sayin it?

* No! That's the source of truth; treat it as "read-only"!
* No! Your playbook explicitly denies that, remember?
* No! If you don't eat your meat, you can't have any pudding! How can you have any pudding if you don't eat yer meat?!

Agents (in chorus): "🎵 We don't need no education 🎸"

This agentic coding stuff makes me feel like I'm a highly gifted Kindergarten teacher to a pod of highly gifted kids.

Proposal: Context File Growth: Consolidation + Smart Retrieval · Issue #19 · ActiveMemory/ctx Problem Files that grow every session — LEARNINGS.md, DECISIONS.md, CONVENTIONS.md — accumulate entries without bound. After weeks of active use, these files become expensive to load into agent con...

@pires » there you go sir » github.com/ActiveMemory...

:)

But it's a real issue, and as anything profound… It's a tradeoff.

ctx is file-system-based by design, by contract, and by Manifesto at ctx.ist

But… I have ideas.

Will create a ticket and share it here.

Thanks for the comment.

@pires.dev would you like to open an issue?

Or, I can take a not and do it sometime too.

I guess that’s an information architecture issue.

But there is also upcoming work on archival, consolidation, and enrichment of learnings, decisions etc.

And I guess a parser to export it to sqlite (for example) should be trivial to program.

Scheduling Consolidation in AI Development » ctx.ist/blog/2026-02...

underrated awakening:
You have power over your mind; and that’s enough.

Parallel Agents, Merge Debt, and the Myth of Overnight Progress »

ctx.ist/blog/2026-02...

“Running a bouncer is quiet sovereignty:
- Logs are mine.
- Presence is continuous.
- State does not reset because I closed a tab.
Small acts compound.” » ctx.ist/blog/2026-02...

Haskell in the Modern Day YouTube video by Packet Pushers

I really enjoyed talking about Haskell, OCaml and programming language communities on Day Two Devops.

Give it a listen if you're curious!

youtu.be/fylVXiYDcT4?...