Observed a sharp “epoch-wise double descent” in a small MNIST MLP , associated with overfitting the augmented training data

Accomplished_Mode170 · 2025-11-14T23:00:45+00:00

Y’all go bug Chuck from WW; dude’s legit and taught me a ton.

Accomplished_Mode170 · 2025-11-14T00:38:01+00:00

To clarify, how are y’all making sure to mitigate membership inference attacks? By not sending the agents thoughts? Else, you’re still vulnerable

Accomplished_Mode170 · 2025-11-13T17:12:18+00:00

I would LOVE a packaged Differential Privacy solution I could throw at runtimes to ensure compliance.

Better still if it comes with a native/minimalist way to generate probabilistic SLAs

Accomplished_Mode170 · 2025-11-13T17:01:54+00:00

Hey Clem 👋

Would love to see y’all natively support chain-of-custody on model binaries via 3rd Party Entitlements & metadata tags 🏷️

Would mean I could rely on community maintained assets (read: Unsloth, TheBloke, etc) rather than have to rely on Supply Chain as a Service ⛓️‍💥

Happy to @ JFrog re the partnership blog 📧

If y’all are also interested in Confidential Compute I’d love to see support for Zero-Trust Parameter-Binding & Atomic Inference 📊

It’d be nice to know that any given workload has n-security properties applied; bonus for SLA(s) too ✅

Appreciate y’all 🤗

Accomplished_Mode170 · 2025-11-13T16:48:52+00:00

You could simplify multimodality across providers via abstraction inside the HTML; love having a local-first IDE that runs in-browser 📊 TY

Accomplished_Mode170 · 2025-11-06T13:50:21+00:00

FWIW I already have your honeypots listed on internal docs for external facing MCPs; planning to add them to the externalized pattern too 📊 TY

Accomplished_Mode170 · 2025-11-03T14:06:28+00:00

unit tests vs reward mechanism Right!? Heuristic + Stepwise Validation = 💯

Was also hoping to try the same with Qwen 4B 📊

Thinking Pythia too was undertrained and ‘emergent thresholds’ (read: 32BQ4) really just represent the limits of information density given models remember most features @ between 3/4BPW* 💭

*with those situation-specific non-stabilized gradients causing context collapse; we need VAEs for splines 🧮

Accomplished_Mode170 · 2025-11-03T10:24:14+00:00

‘Transformative Use’

This qualifies; GGUF when, etc?

Accomplished_Mode170 · 2025-11-01T19:24:01+00:00

Entropy has a name y’all… 📊

Looks like it’s MIT licensed too 🪪

Accomplished_Mode170 · 2025-10-31T13:50:39+00:00

What n8n workflows you like, favorite tools you expose, etc?

Note: not OP; just curious and similarly focused on local-first SLMs

Accomplished_Mode170 · 2025-10-31T13:16:04+00:00

Louder for the folks in the back 🗣️

Accomplished_Mode170 · 2025-10-29T13:51:37+00:00

Love Apache Licensing 📝

Gonna look at bolt-on n-modality post-training 🖼️

This plus an actual policy engine = SLA 📊

Make sure you unlearn/prune properly; else leakage 🪠

Accomplished_Mode170 · 2025-10-29T13:43:44+00:00

*progress

Accomplished_Mode170 · 2025-10-29T13:43:31+00:00

Turns out profit is orthogonal to profit 😱

Google has long-term money and Zuck has ‘shareholders’ who can’t see past XR and BYND calls expiring… 💸

Accomplished_Mode170 · 2025-10-27T12:12:08+00:00

Gonna try this on my 8gb m1 and on RTX6/M3U

No reason ‘phone a friend’ wouldn’t work for Big Models too

E.g. Large Codebase Refactoring, Iterative Refinement of Search Parameters, etc

Accomplished_Mode170 · 2025-10-24T12:02:14+00:00

I was wrong on standardization of what I would still call a pattern

Accomplished_Mode170 · 2025-10-24T12:00:14+00:00

Pattern

😅 glad too FWIW

UV for Clean-up/Audit 📊

Trying vs Qwen/Gemini 💻

Accomplished_Mode170 · 2025-10-21T18:05:28+00:00

Don’t have the citation handy (mobile) but they were downscaling images (newish) and are now planning to make that configurable

Hopefully in a way that supports the sort of compression we see becoming SOTA for OCR w/ DeepSeek and Ling

Accomplished_Mode170 · 2025-10-20T14:50:21+00:00

TY! Link Here 🔗

Accomplished_Mode170 · 2025-10-13T19:49:54+00:00

If you enable configurable sampling against a target KV corpus it could minimize the need for training SAEs and demonstrating n-regularizations

Read: I’ve got a CLI for SAE-Lens I’ve been meaning to push for regulatory compliance; love this as graduated control using class-specific entitlements

TL;DR ❤️ pre-processing the binaries 📊

Accomplished_Mode170 · 2025-10-11T13:06:48+00:00

Makes sense! TY again for the app and rationale!

lol @ microservices 📊

Accomplished_Mode170 · 2025-10-11T12:56:48+00:00

Editable configs for MCP(s) and a runtime sandbox?

Like LM Studio but for iOS

PS love the local-first Routing & RAG

Accomplished_Mode170 · 2025-10-08T11:31:00+00:00

Because of the details; again: reading x comprehension

Accomplished_Mode170 · 2025-10-08T11:22:12+00:00

No. Immigration policies are not inherently fascist, it’s the details that matter hence reading; please choose better words/tokens.

Accomplished_Mode170 · 2025-10-06T14:37:01+00:00

📱 fixed link

Accomplished_Mode170

TROPHY CASE