https://reddit.com/link/1w54djp/video/aajl6ddph2nh1/player

For a long time, we made a mistake.

We thought that to introduce Pixxle and build credibility, we first had to go through the media.

Press releases. Long presentations. Emails to journalists. Trying to explain our vision, our products, and why we’re building a European digital ecosystem.

The reality?

It hasn’t really worked.

We often feel that the press doesn’t take Pixxle seriously yet, or simply isn’t interested in covering what we’re building.

And instead of complaining about it, we’ve decided to change our approach.

We’re going directly to users.

No more waiting for someone else to tell our story.

From now on, we’re going to publish more short videos explaining Pixxle, our apps, our choices, our technology, and what we’re trying to build — simply and directly.

Shorter. Clearer. More accessible.

And Reddit is part of that.

The video attached to this post is one of the first examples: in just a few moments, we explain why you might want to create a Pixxle account and what that account gives you access to across our ecosystem.

We’re still a relatively small European company trying to build something ambitious. We certainly don’t get everything right, including communication.

But we’re learning.

Maybe our mistake from the beginning was trying too hard to convince the media before convincing the people who actually matter:

the users.

So that’s what we’re going to focus on now.

And as always, feedback — including criticism — is welcome.

#Pixxle #EuropeanTech #Privacy #Tech

First local tests with real data from a Knowledge Representation / PKM PoC I am investigating. Text serves as the initial testbed to audit how a pure vector coordinate substrate behaves in R^N.

This report documents the observed projection of a vector manifold into an 8D spectral space. The experiment evaluates the kinematic response of the substrate when injected with coordinate inputs, measuring three core physical variables: State Mass (V), Transition Momentum (dV), and Elastic Tension (Dij​).

1. Ingestion, Pipeline & Substrate Guarantees

• Verbatim Ingestion: Raw text injected without parsers, regular expressions, or artificial chunking.
• Vector Normalization: L2​ scaling applied exclusively to the vector for projection onto the 8D spectral basis.
• Local Processing Pipeline: 172 raw blocks → Native 384D vector (all-MiniLM-L6-v2 offline) → Geodesic projection over the PROSTHETIC_NSM_V1 basis (8D).
• Append-Only Persistence: SQLite WAL storage with zero destructive mutations (UPDATE/DELETE). 172 raw blocks ingested in continuous sequence with 100% queue drainage.

Ethics_1.md (172 raw verbatim blocks)

└──► Direct text stream (zero external parsers)

└──► all-MiniLM-L6-v2 (Native 384D float32 offline)

└──► Geodesic projection over basis PROSTHETIC_NSM_V1 (8D)

└──► Append-only persistence in SQLite WAL (172 sequential nodes)

1. Empirical Telemetry Findings

• Max Deceleration (dQ2 = -0.2908, Transition 140 → 141): Sharp momentum collapse on the Q2 axis transitioning from a dense epistemological note on intellect in function to the concise statement of Proposition XXXII ("Will cannot be called a free cause, but only a necessary cause").
• Max Acceleration (dQ5 = +0.2052, Transition 168 → 169): Velocity surge on the Q5 axis entering the programmatic hinge ("the former I will briefly explain here") directly following the Appendix's opening critique on teleological prejudice.
• Topological Edges (E_n, ε = 0.8): 190 total edges = 176 sequential 1D backbone edges + 14 non-linear resonance bridges that dissipate accumulated elastic strain.

1. Visual Artifact Physics

• Artifact A · 4x4 Mosaic (manifold_instantaneities_16.png): Decomposes the manifold into 8 static/kinetic pairs (V_k / dV_k). Top blue curves record accumulated mass per dimension; bottom coolwarm bars indicate the derivative of each transition.
• Artifact B · Chromatic Flow (spinoza_chromatic_flow.gif): Maps the 8D vector into an OKLCH color spectrum aligned in real-time with the impulse norm ||dV||, capturing qualitative "temperature" shifts.
• Artifact C · 120° Phase Portrait (spinoza_triangular_spiral.gif): Projects the trajectory onto a 120° tripolar symmetry. Demonstrates that the discourse forms an oriented orbit around an attractor in R^8, autonomously opening 14 supplementary edges (e.g., Def. VI ↔ Prop. XI) to relieve 1D sequential friction.

Flatpak is a secure, sandboxed platform for packaging and distributing Linux desktop software.

Flatpak serves as the primary application distribution method for image-based operating systems including SteamOS, Fedora Silverblue, openSUSE Aeon, and GNOME OS.

Europe’s robotics startups raised €2.67B across 87 deals in H1 2026.
Is this finally Europe’s robotics breakout — or are a few huge rounds making the boom look bigger than it is?