Stop losing your AI chat context. I just published a technical teardown of MemPalace—a 100% local, RAG-killer memory architecture by @bensig & @MillaJovovich using 30x AAAK compression.

📖 Read: https://medium.com/@makalin/the-death-of-ephemeral-context-why-mempalaces-aaak-dialect-is-a-wake-up-call-for-ai-memory-fe6d54db29d4

💻 Repo: https://github.com/milla-jovovich/mempalace

#AI #LocalFirst #OpenSource

Ever wondered if quantum can actually outperform classical classifiers today on NISQ hardware?

In QuBridge:
→ PyTorch CNN/MLP extracts rich features
→ PennyLane PQCs classify in high-dimensional Hilbert space
→ Angle vs Amplitude embedding showdown
→ Parameter-Shift training makes it fully differentiable

See how it handles breast cancer data + synthetic moons... quantum edge?

Deep-dive guide: https://medium.com/@makalin/the-quantum-leap-in-ai-building-hybrid-classical-quantum-neural-networks-324dacce5c83

Source codes: https://github.com/makalin/qubridge

We default to JSON because it’s easy.

But ease has a cost.

In my latest essay I examine the hidden entropy of text-based serialization and why my next project uses a custom binary protocol instead.

Efficiency is a design choice.

Read here:
https://dev.to/makalin/beyond-json-why-my-next-project-uses-a-custom-binary-protocol-o2l

#softwareengineering #architecture #performance

We are entering the era of the Entropy Trap. 🌀
As AI homogenizes our data, we risk a mass extinction of high-fidelity human information. I’ve written about how synthetic noise is dissolving the structural integrity of our digital world and how we can fight back.

Read the full essay: https://medium.com/@makalin/the-entropy-trap-the-architecture-of-digital-erosion-3f762353ca89

I also dive into my latest project CarbonCheck, a low-level utility designed to filter this digital decay at the source 👇
https://github.com/makalin/CarbonCheck

#AI #DataScience #OpenSource #CarbonCheck

Most music tools simplify harmony until everything sounds the same — safe loops, predictable transitions, no real movement.

I built Progressor as an alternative: an open-source harmonic orchestrator for guitar and piano that treats harmony as a connected system rather than a list of chords. It focuses on voice-leading, harmonic proximity, and natural transitions so progressions evolve instead of repeat.

Built in Rust, WASM-ready, minimal interface, and fully hackable.

https://github.com/makalin/progressor

LLMs don’t understand. They predict.
We just mistake fluency for intelligence.

New essay: The Illusion of Intelligence

https://codematter.substack.com/p/the-illusion-of-intelligence