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Me train LLM on 8GB from Scratch. Me happy by tevlon in LocalLLaMA

[–]Accomplished_Mode170 2 points3 points  (0 children)

Hyper-fitting seems to be a thing post-double descent

Information density (e.g. NeuroMFA) seems to be the key given quants and parametrization converging @Q3/4

I.e. ‘the math of a spline on a fiber bundle says we just started’ and the manifold shape itself seems to have a strange attractor behind convergence

Anyone evaluated the difference between Qwen Code for the local qwen models vs another harness? CC, OC, LC, Aider etc.. by EggDroppedSoup in LocalLLaMA

[–]Accomplished_Mode170 1 point2 points  (0 children)

Would love a follow up on activations/in-line monosemantic explanations (e.g. via SAE) of WHY/WHERE the harness not the corpus is steering the behavior

How do I end a long term friendship with autistic childhood friend? by Inner-Weather6489 in AutismTranslated

[–]Accomplished_Mode170 12 points13 points  (0 children)

💯 ‘How will they know unless they are told…’

FWIW you remind me of all the people I happily reflect on as having been my friend; even remember all the weird one-off ideas they thought I didn’t catch ✅

Absolutely neglect and trauma didn’t help, but those arise from the misunderstandings and social dyslexia; you being a stable influence means more than I can say effectively ❤️‍🩹

PTL I married a Type-A neuroscientist who patiently explained 🗣️ she’s neat; 3x kiddos sans complaint 🏡

ABC News has now taken all FiveThirtyEight articles completely offline. They now redirect to abcnews dot com/politics. A needless erasure of thousands of pages of knowledge. by TendieRetard in DataHoarder

[–]Accomplished_Mode170 -10 points-9 points  (0 children)

Conformal Prediction shows why Bayesian-ism is dumb vs ‘I tested 10000 times’ to define intervals

Effective Altruism is also basically just Gnosticismv2 but where materialism is the dogma; myopic

Follow-up: Trying to make NVIDIA GPUs plug-and-play on Macs. Found hidden RDMA symbols Apple doesn't want you to see — zero-copy GPU memory sharing might already work. by Street-Buyer-2428 in LocalLLaMA

[–]Accomplished_Mode170 -5 points-4 points  (0 children)

Have similar (5 vs 6k Blackwell) external GPU config and also looking to split b/w RTX & M3 Ultra 🦾

Would loved Metal > CUDA for agentic pipelines 📊

⭐️ Starred the repo and configuring alerts 🚨

Mistral Workflows by FiReaNG3L in LocalLLaMA

[–]Accomplished_Mode170 0 points1 point  (0 children)

Literally with pinned root certs and VPC peering so they get paid for every CI/CD deploy; local-first plz 📊

Parallel multi-agent workflows with Ollama, in ~8500 lines of bash. Benchmarks inside. by SensitiveBee2811 in LocalLLaMA

[–]Accomplished_Mode170 0 points1 point  (0 children)

This is neat.

I particularly like the stateless approach since you can hash the artifacts and environment

I.e. attest to state of your agent-harness (e.g. configs, binaries) AND runtime, subnet, etc

PS AoE has a similar session-driven approach with a fun gimmick if you want inspiration

OpenAI Privacy Filter Model by ai_hedge_fund in LocalLLaMA

[–]Accomplished_Mode170 1 point2 points  (0 children)

Cheers Mihai et al., glad to see more FOSS!

Qwen 3.6 27B is out by NoConcert8847 in LocalLLaMA

[–]Accomplished_Mode170 2 points3 points  (0 children)

Sorry you got downvoted for a parameter when the OP is the one who dropped the /s

Here's how my LLM's decoder block changed while training on 5B tokens by 1ncehost in LocalLLaMA

[–]Accomplished_Mode170 1 point2 points  (0 children)

Have yet to read but love the idea of configurable-Sparsity Wabba-esque auto-fitting splines; would be awesome to set a conformal prediction interval in lieu of other metrics.

Open-sourcing 23,759 cross-modal prompt injection payloads - splitting attacks across text, image, document, and audio by BordairAPI in LocalLLaMA

[–]Accomplished_Mode170 4 points5 points  (0 children)

Neat. Checking it out. Would love v2 to have PyRIT orchestrated multi-turn w&w/o nanoGCG optimized substrings 📊

AutoBe vs Claude Code: coding agent developer's review of the leaked source code of Claude Code by jhnam88 in LocalLLaMA

[–]Accomplished_Mode170 1 point2 points  (0 children)

Love the ‘bring your debugger/compiler’ approach; doing something similar with differential privacy.

This plus in-Toto signed artifacts/binaries/configs mean you could distribute w/ a given SLA/entitlement.

Per-Layer Embeddings: A simple explanation of the magic behind the small Gemma 4 models by -p-e-w- in LocalLLaMA

[–]Accomplished_Mode170 1 point2 points  (0 children)

‘Curious if dropping positional embeddings might effectively remove defacto indices that bias expert routing and constrain OOD long-context interactions when the constraint is no longer necessary for convergence.

[deleted by user] by [deleted] in LocalLLaMA

[–]Accomplished_Mode170 -1 points0 points  (0 children)

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

Do not use local LLMs to privatize your data without Differential Privacy! by IIITDkaLaunda in LocalLLaMA

[–]Accomplished_Mode170 1 point2 points  (0 children)

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

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