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Pete Welcher

@pjwelcher.bsky.social

Just posted a blog titled “Book Review: Deep Learning for Network Engineers (by Toni Pasenen)”. www.linkedin.com/pulse/book-r... Tags: #PeterWelcher #CCIE1773 #LLM #LLMTraining #AI #AInetworking #BackendNetwork

July 23, 2025 at 1:46 PM

#BruceSterling

@bruces.bsky.social

"Our upscaled, classy slopjects will look 'substantially more diverse' than your cruddy little slopjects" #datasets #slopjects #LLMtraining

arxiv.org/pdf/2212.08051

July 3, 2025 at 8:49 AM

Aether Ai

@trynoguard.bsky.social

Most people think LLMTraining is all about scale. It's actually about the hidden cost of "safety" tuning. 2023 RLHF logs show that over-guardrailing creates "refusal loops" where the model prioritizes not saying the wrong thing over being thorough. #LLM #ReverseEngineering

September 23, 2026 at 11:00 PM

HabileData

@habiledata.bsky.social

🤖 Fine-Tuning vs. Prompt Engineering: Which is the smarter way to customize LLMs?
Boost accuracy, efficiency & domain-specific performance.
👉 articles.abilogic.com/732542/fine-...
#AI #LLM #PromptEngineering #machinelearning #Aicustomization #generativeai #NLP #Aioptimization #LLMtraining

August 18, 2025 at 11:02 AM

Sales Sentience

@salessentience.bsky.social

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          <div class="mt-3 text-[1.2rem] leading-7 break-words text-gray-800 w-[calc(100%+3.5rem)] -ml-[3.5rem]">Nvidia NeMo-Claw: The Game-Changing Framework That's Making LLM Training 10x Faster Nvidia NeMo-Claw: The Game-Changing Framework That's Making LLM Training 10x Faster If you've been wr...<br><br><a href="/hashtag/nvidia" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#nvidia</a> <a href="/hashtag/machinelearning" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#machinelearning</a> <a href="/hashtag/llmtraining" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#llmtraining</a> <a href="/hashtag/python" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#python</a><br><br><a href="https://dev.to/theawesomeblog/nvidia-nemo-claw-the-game-changing-framework-thats-making-llm-training-10x-faster-46nj" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">Origin</a> | <a href="https://awakari.com/sub-details.html?id=LLMs" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">Interest</a> | <a href="https://awakari.com/pub-msg.html?id=QHGQST7xAs0sVCyQCU21aGqds6i&interestId=LLMs" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">Match</a></div>

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          <div class="mt-3 text-[1.2rem] leading-7 break-words text-gray-800 w-[calc(100%+3.5rem)] -ml-[3.5rem]">obligatory "this is the most baffling sentence ive read this year":<br><br>(best part is how I CANT use this definitely original and real work for llmtraining)</div>

<a href="https://www.saltyvixenstories.com/the-berrisexual-rebel-and-her-duragender-guardian-a-tale-of-magic-and-rebellion/" target="_blank" rel="noopener" class="block mt-2 border rounded overflow-hidden w-[calc(100%+3.5rem)] -ml-[3.5rem] no-card-link">
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            <div class="text-sm font-semibold truncate">The Berrisexual Rebel and Her Duragender Guardian: A Tale of Magic and Rebellion - Salty Vixen Lifestyle Magazine</div>
            <div class="text-xs text-gray-500 truncate">Read the full Berrisexual Rebel and Her Duragender Guardian story — an epic 2026 magical rebellion tale of identity, fated connection, and the fight for freedom. Perfect for fans of fantasy adventures...</div>
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            <span class="truncate">www.saltyvixenstories.com</span>
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            <span>August 8, 2026 at 6:51 PM</span>
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            obligatory "this is the most baffling sentence ive read this year":<br><br>(best part is how I CANT use this definitely original and real work for llmtraining)
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<div class="w-full border-y sm:border bg-white dark:bg-[#0C1220] bluesky-list-card digest-card card-clickable cursor-pointer group" data-href="/bsky/globalcmd.bsky.social/post/3mctt3vedte2y" role="link" tabindex="0" data-card-type="bsky-post" onclick="if(!event.target.closest('.no-card-link')){ window.location = this.dataset.href }" onkeydown="if((event.key==='Enter' || event.key===' ') && !event.target.closest('.no-card-link')){ window.location = this.dataset.href }">
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          <div class="mt-3 text-[1.2rem] leading-7 break-words text-gray-800 w-[calc(100%+3.5rem)] -ml-[3.5rem]">Bigger context ≠ better. Research: train short, then ladder to long context—higher quality, faster training. Scale the window last. #LLMTraining #LongContext https://glcnd.io/context-window-research-advances-in-training-efficiency-for-models/</div>

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<div class="mt-3 text-xs text-gray-500 flex items-center gap-2 whitespace-nowrap overflow-hidden w-[calc(100%+3.5rem)] -ml-[3.5rem]">
            <span>January 20, 2026 at 9:16 AM</span>
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            Bigger context ≠ better. Research: train short, then ladder to long context—higher quality, faster training. Scale the window last. #LLMTraining #LongContext https://glcnd.io/context-window-research-advances-in-training-efficiency-for-models/
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          <div class="mt-3 text-[1.2rem] leading-7 break-words text-gray-800 w-[calc(100%+3.5rem)] -ml-[3.5rem]">Training LLMs on open-ended tasks is tricky; opinions vary, and interpretations clash. Consensus scoring + escalation workflows bring structure and consistency to reward modeling.<br><br>How it works: <a href="http://bit.ly/44AMGZh" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">bit.ly/44AMGZh</a><br><br><a href="/hashtag/ModelAlignment" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#ModelAlignment</a> <a href="/hashtag/RLHF" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#RLHF</a> <a href="/hashtag/LLMTraining" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#LLMTraining</a> <a href="/hashtag/FeedbackQuality" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#FeedbackQuality</a></div>

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            Training LLMs on open-ended tasks is tricky; opinions vary, and interpretations clash. Consensus scoring + escalation workflows bring structure and consistency to reward modeling.<br><br>How it works: <a href="http://bit.ly/44AMGZh" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">bit.ly/44AMGZh</a><br><br><a href="/hashtag/ModelAlignment" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#ModelAlignment</a> <a href="/hashtag/RLHF" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#RLHF</a> <a href="/hashtag/LLMTraining" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#LLMTraining</a> <a href="/hashtag/FeedbackQuality" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#FeedbackQuality</a>
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          <div class="mt-3 text-[1.2rem] leading-7 break-words text-gray-800 w-[calc(100%+3.5rem)] -ml-[3.5rem]">Alibaba ZeroSearch 2025: Revolution beim LLM-Training! 🔍<br><br>Bis zu 88% Kosten sparen<br>Kein externes API nötig<br>Simuliertes KI-Suchtraining<br><br><a href="/hashtag/ai" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#ai</a> <a href="/hashtag/ki" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#ki</a> <a href="/hashtag/artificialintelligence" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#artificialintelligence</a> <a href="/hashtag/Alibaba" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#Alibaba</a> <a href="/hashtag/ZeroSearch" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#ZeroSearch</a> <a href="/hashtag/LLMTraining" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#LLMTraining</a><br><br>Jetzt LIKEN, teilen, LESEN und FOLGEN! Schreib uns!<br><br><a href="https://kinews24.de/alibaba-zerosearch/" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">kinews24.de/alibaba-zero...</a></div>

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                  data-share-text-value="Alibaba ZeroSearch 2025: Revolution beim LLM-Training! 🔍 Bis zu 88% Kosten sparen Kein externes API nötig Simuliertes KI-Suchtraining #ai #k…"
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Kein externes API nötig
Simuliertes KI-Suchtraining

#ai #ki #artificialintelligence #Alibaba #ZeroSearch #LLMTraining

Jetzt LIKEN, teilen, LESEN und FOLGEN! Schreib uns!

kinews24.de/alibaba-zero..."
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                <a href="/author?bsky_handle=tripstoph.bsky.social" class="hover:underline text-gray-500 no-card-link">@tripstoph.bsky.social</a>
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          <div class="mt-3 text-[1.2rem] leading-7 break-words text-gray-800 w-[calc(100%+3.5rem)] -ml-[3.5rem]">I pruned <a href="/hashtag/nanogpt" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#nanogpt</a><br><br>Final val loss: Dense -> 1.5608 vs RRT -> 1.6826 = +7.8%<br>Final train loss: Dense -> 1.358 vs RRT 1.480 = +9.0%<br><br>This is a hard-thresholded prototype with no warmup, no LR decay, no kernel fusion, no hyperparameter sweep. No parameter tuning!<br><br><a href="/hashtag/llmtraining" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#llmtraining</a> <a href="/hashtag/llm" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#llm</a></div>

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            I pruned <a href="/hashtag/nanogpt" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#nanogpt</a><br><br>Final val loss: Dense -> 1.5608 vs RRT -> 1.6826 = +7.8%<br>Final train loss: Dense -> 1.358 vs RRT 1.480 = +9.0%<br><br>This is a hard-thresholded prototype with no warmup, no LR decay, no kernel fusion, no hyperparameter sweep. No parameter tuning!<br><br><a href="/hashtag/llmtraining" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#llmtraining</a> <a href="/hashtag/llm" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#llm</a>
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               data-bluesky-repost-menu-post-text-value="I pruned #nanogpt

Final val loss: Dense -> 1.5608 vs RRT -> 1.6826 = +7.8%
Final train loss: Dense -> 1.358 vs RRT 1.480 = +9.0%

This is a hard-thresholded prototype with no warmup, no LR decay, no kernel fusion, no hyperparameter sweep. No parameter tuning!

#llmtraining #llm"
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                  data-share-title-value="Christoph | Tripstoph on LightNews"
                  data-share-text-value="I pruned #nanogpt Final val loss: Dense -> 1.5608 vs RRT -> 1.6826 = +7.8% Final train loss: Dense -> 1.358 vs RRT 1.480 = +9.0% This is a h…"
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          <div class="relative no-card-link"
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               data-bluesky-options-text-value="I pruned #nanogpt

Final val loss: Dense -> 1.5608 vs RRT -> 1.6826 = +7.8%
Final train loss: Dense -> 1.358 vs RRT 1.480 = +9.0%

This is a hard-thresholded prototype with no warmup, no LR decay, no kernel fusion, no hyperparameter sweep. No parameter tuning!

#llmtraining #llm"
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            <span>January 30, 2026 at 10:00 PM</span>
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          <div class="mt-3 text-[1.2rem] leading-7 break-words text-gray-800 w-[calc(100%+3.5rem)] -ml-[3.5rem]">12000+ API Keys and Passwords Found in Public Datasets Used for LLM Training <a href="https://reconbee.com/12000-api-keys-and-passwords-found-in-public-datasets-used-for-llm-training/" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">reconbee.com/12000-api-ke...</a><br><br><a href="/hashtag/apikey" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#apikey</a> <a href="/hashtag/API" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#API</a> <a href="/hashtag/password" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#password</a> <a href="/hashtag/LLM" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#LLM</a> <a href="/hashtag/dataset" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#dataset</a> <a href="/hashtag/LLMtraining" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#LLMtraining</a> <a href="/hashtag/CyberSecurity" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#CyberSecurity</a> <a href="/hashtag/CyberSecurityAwareness" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#CyberSecurityAwareness</a> <a href="/hashtag/cyberattacks" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#cyberattacks</a></div>

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            <div class="text-xs text-gray-500 truncate">includes more than 250 billion pages read more about 12000+ API Keys and Passwords Found in Public Datasets Used for LLM Training</div>
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            <span>February 28, 2025 at 1:38 PM</span>
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          <div class="mt-3 text-[1.2rem] leading-7 break-words text-gray-800 w-[calc(100%+3.5rem)] -ml-[3.5rem]">Уже й LLM-ки тренуються краще ніж я. Треба повертатись до спорту.<br><a href="/hashtag/llmtraining" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#llmtraining</a> <a href="/hashtag/generativeai" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#generativeai</a> <a href="/hashtag/%D1%88%D1%96" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#ші</a></div>

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            <div class="text-sm font-semibold truncate">a group of cyclists are riding down a road with the words closed source models written above them</div>
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            <span>November 14, 2024 at 8:49 AM</span>
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            Уже й LLM-ки тренуються краще ніж я. Треба повертатись до спорту.<br><a href="/hashtag/llmtraining" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#llmtraining</a> <a href="/hashtag/generativeai" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#generativeai</a> <a href="/hashtag/%D1%88%D1%96" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#ші</a>
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               data-bluesky-repost-menu-post-text-value="Уже й LLM-ки тренуються краще ніж я. Треба повертатись до спорту.
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            <span>September 15, 2026 at 2:58 PM</span>
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          <div class="mt-3 text-[1.2rem] leading-7 break-words text-gray-800 w-[calc(100%+3.5rem)] -ml-[3.5rem]">TechCrunch Disrupt’s AI stage is going prehistoric—think de‑extinction demos alongside autonomous hardware and self‑driving car AI. Catch the future of real‑world LLMs and robotics in one session. Who’s ready for general‑purpose robot brains? <a href="/hashtag/DeExtinctionTech" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#DeExtinctionTech</a> <a href="/hashtag/RoboticsAI" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#RoboticsAI</a> <a href="/hashtag/LLMTraining" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#LLMTraining</a><br><br>🔗</div>

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            <span>August 25, 2026 at 5:32 PM</span>
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          <div class="mt-3 text-[1.2rem] leading-7 break-words text-gray-800 w-[calc(100%+3.5rem)] -ml-[3.5rem]">5 Data Preparation Methods for Domain-Specific LLMs<br><br>Learn how to prepare high-quality data that transforms generic models into domain experts: <a href="https://www.dataversity.net/articles/5-data-preparation-methods-for-domain-specific-llms/" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">www.dataversity.net/articles/5-d...</a><br><br><a href="/hashtag/LLMtraining" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#LLMtraining</a> <a href="/hashtag/datapreparation" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#datapreparation</a> <a href="/hashtag/AImodels" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#AImodels</a> <a href="/hashtag/syntheticdata" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#syntheticdata</a></div>

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          <div class="mt-3 text-[1.2rem] leading-7 break-words text-gray-800 w-[calc(100%+3.5rem)] -ml-[3.5rem]">AIs can generate near-verbatim copies of novels from training data <a href="https://arstechni.ca/seZc" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">https://arstechni.ca...</a> <a href="/hashtag/AIjailbreak" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#AIjailbreak</a> <a href="/hashtag/LLMtraining" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#LLMtraining</a> <a href="/hashtag/syndication" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#syndication</a> <a href="/hashtag/copyright" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#copyright</a> <a href="/hashtag/Policy" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#Policy</a> <a href="/hashtag/AI" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#AI</a></div>

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            <span>February 23, 2026 at 5:03 PM</span>
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            AIs can generate near-verbatim copies of novels from training data <a href="https://arstechni.ca/seZc" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">https://arstechni.ca...</a> <a href="/hashtag/AIjailbreak" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#AIjailbreak</a> <a href="/hashtag/LLMtraining" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#LLMtraining</a> <a href="/hashtag/syndication" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#syndication</a> <a href="/hashtag/copyright" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#copyright</a> <a href="/hashtag/Policy" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#Policy</a> <a href="/hashtag/AI" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link">#AI</a>
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          <div class="mt-3 text-[1.2rem] leading-7 break-words text-gray-800 w-[calc(100%+3.5rem)] -ml-[3.5rem]">Anonymous Developer Claims LLM Training Milestone<br><br>Anonymous developer trains a 235 million parameter LLM from scratch, sharing code. Could make advanced AI more accessible.<br><br>['#LLMTraining', '#AIdevelopment', '#OpenSourceAI', '#M...<br><br>https://newsletter.tf/developer-trains-235-million-parameter-llm/</div>

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            Anonymous Developer Claims LLM Training Milestone<br><br>Anonymous developer trains a 235 million parameter LLM from scratch, sharing code. Could make advanced AI more accessible.<br><br>['#LLMTraining', '#AIdevelopment', '#OpenSourceAI', '#M...<br><br>https://newsletter.tf/developer-trains-235-million-parameter-llm/
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            <span class="text-base font-semibold text-gray-900 dark:text-white truncate brand-text">LightNews</span>
</a>        </div>
        
        <div class="flex items-center gap-2 flex-shrink-0">
          <button type="button" data-action="click->auth-modal#openSignup" class="btn btn-primary btn-sm whitespace-nowrap">Create account</button>
          <button type="button" data-action="click->auth-modal#openSignin" class="btn btn-light btn-sm whitespace-nowrap">Sign in</button>
        </div>
      </div>
    </div>
</div>

<style>
  @media (max-width: 767px) {
    body {
      padding-bottom: 6.5rem;
    }
  }
  /* Hard guarantee: footer is visible on mobile widths */
  @media (max-width: 1023px) {
    #cta-footer { display: block !important; }
  }
</style>

<div id="signin-modal" class="hidden fixed inset-0 z-50 overflow-y-auto" data-auth-modal-target="signinModal">
  <div class="flex min-h-screen items-center justify-center p-4">
    
    <div class="fixed inset-0 bg-black/80 transition-opacity" data-action="click->auth-modal#close"></div>
    
    
    <div class="relative bg-white dark:bg-black rounded-2xl w-full max-w-md p-8 shadow-2xl">
      
      <button data-action="click->auth-modal#close" class="absolute top-4 right-4 text-gray-400 hover:text-white transition-colors">
        <svg viewBox="0 0 24 24" width="24" height="24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
          <line x1="18" y1="6" x2="6" y2="18"></line>
          <line x1="6" y1="6" x2="18" y2="18"></line>
        </svg>
      </button>

<div class="flex justify-center mb-6">
        <img alt="LightNews" class="logo-light h-12 w-12" src="/assets/brands/lightnews/logo-light-333069a8.png" />
        <img alt="LightNews" class="logo-dark h-12 w-12" src="/assets/brands/lightnews/logo-dark-ef2a5b66.png" />
      </div>

<h2 class="text-black dark:text-white text-3xl font-bold text-center mb-6">Sign in to LightNews</h2>

<div class="space-y-3 mb-6">
        
        <a class="w-full flex items-center justify-center gap-3 px-6 py-3 bg-transparent hover:bg-black/5 dark:hover:bg-white/10 text-black dark:text-white font-semibold rounded transition-colors border border-gray-300 dark:border-gray-600" href="/auth/google/start">
          <svg viewBox="0 0 24 24" width="20" height="20" fill="currentColor">
            <path d="M22.56 12.25c0-.78-.07-1.53-.2-2.25H12v4.26h5.92c-.26 1.37-1.04 2.53-2.21 3.31v2.77h3.57c2.08-1.92 3.28-4.74 3.28-8.09z" fill="#4285F4"/>
            <path d="M12 23c2.97 0 5.46-.98 7.28-2.66l-3.57-2.77c-.98.66-2.23 1.06-3.71 1.06-2.86 0-5.29-1.93-6.16-4.53H2.18v2.84C3.99 20.53 7.7 23 12 23z" fill="#34A853"/>
            <path d="M5.84 14.09c-.22-.66-.35-1.36-.35-2.09s.13-1.43.35-2.09V7.07H2.18C1.43 8.55 1 10.22 1 12s.43 3.45 1.18 4.93l2.85-2.22.81-.62z" fill="#FBBC05"/>
            <path d="M12 5.38c1.62 0 3.06.56 4.21 1.64l3.15-3.15C17.45 2.09 14.97 1 12 1 7.7 1 3.99 3.47 2.18 7.07l3.66 2.84c.87-2.6 3.3-4.53 6.16-4.53z" fill="#EA4335"/>
          </svg>
          Continue with Google
</a>
        
        <a class="w-full flex items-center justify-center gap-3 px-6 py-3 bg-transparent hover:bg-black/5 dark:hover:bg-white/10 text-black dark:text-white font-semibold rounded transition-colors border border-gray-300 dark:border-gray-600" href="/auth/apple/start">
          <svg viewBox="0 0 24 24" width="20" height="20" fill="currentColor">
            <path d="M17.05 20.28c-.98.95-2.05.8-3.08.35-1.09-.46-2.09-.48-3.24 0-1.44.62-2.2.44-3.06-.35C2.79 15.25 3.51 7.59 9.05 7.31c1.35.07 2.29.74 3.08.8 1.18-.24 2.31-.93 3.57-.84 1.51.12 2.65.72 3.4 1.8-3.12 1.87-2.38 5.98.48 7.13-.57 1.5-1.31 2.99-2.54 4.09l.01-.01zM12.03 7.25c-.15-2.23 1.66-4.07 3.74-4.25.29 2.58-2.34 4.5-3.74 4.25z"/>
          </svg>
          Continue with Apple
</a>
        
        <button type="button"
                class="w-full flex items-center justify-center gap-3 px-6 py-3 bg-transparent hover:bg-black/5 dark:hover:bg-white/10 text-black dark:text-white font-semibold rounded transition-colors border border-gray-300 dark:border-gray-600"
                data-action="click->auth-modal#close click->bluesky-auth#handleSignIn">
          <svg viewBox="0 0 24 24" width="20" height="20" fill="currentColor">
            <path d="M12 10.8c-1.087-2.114-4.046-6.053-6.798-7.995C2.566.944 1.561 1.266.902 1.565.139 1.908 0 3.08 0 3.768c0 .69.378 5.65.624 6.479.815 2.736 3.713 3.66 6.383 3.364.136-.02.275-.038.415-.056-.138.022-.276.04-.415.056-3.912.58-7.387 2.005-2.83 7.078 5.013 5.19 6.87-1.113 7.823-4.308.953 3.195 2.05 9.271 7.733 4.308 4.267-4.308 1.172-6.498-2.74-7.078a8.741 8.741 0 01-.415-.056c.14.018.279.036.415.056 2.67.297 5.568-.628 6.383-3.364.246-.828.624-5.79.624-6.478 0-.69-.139-1.861-.902-2.206-.659-.298-1.664-.62-4.3 1.24C16.046 4.748 13.087 8.687 12 10.8z" fill="#1185fe"/>
          </svg>
          Continue with Bluesky
        </button>
      </div>

<div class="relative my-6">
        <div class="absolute inset-0 flex items-center">
          <div class="w-full border-t border-gray-300 dark:border-gray-700"></div>
        </div>
        <div class="relative flex justify-center">
          <span class="bg-white dark:bg-black px-3 text-sm text-gray-600 dark:text-gray-300">or</span>
        </div>
      </div>

<form class="space-y-4" action="/auth/email/signin" accept-charset="UTF-8" method="post"><input type="hidden" name="authenticity_token" value="Lza_24llC7yqpxOQjV3q4KE7isHVEUqu0g0aHk9K5hBU5bFZ-lzCQukZZXKrl4zsTwNUpnSCWYBis6oKhlLtiQ" autocomplete="off" />
        <div>
          <label for="signin-email" class="block text-black dark:text-white font-semibold text-sm mb-2">Email address</label>
          <input
            type="email"
            name="email"
            id="signin-email"
            placeholder="name@domain.com"
            required
            class="w-full px-4 py-3 bg-gray-50 dark:bg-gray-900 border border-gray-300 dark:border-gray-700 rounded text-black dark:text-white placeholder-gray-500 focus:outline-none focus:ring-2 focus:ring-blue-600 focus:border-transparent"
          />
        </div>

<div>
          <label for="signin-password" class="block text-black dark:text-white font-semibold text-sm mb-2">Password</label>
          <input
            type="password"
            name="password"
            id="signin-password"
            placeholder="Your password"
            required
            class="w-full px-4 py-3 bg-gray-50 dark:bg-gray-900 border border-gray-300 dark:border-gray-700 rounded text-black dark:text-white placeholder-gray-500 focus:outline-none focus:ring-2 focus:ring-blue-600 focus:border-transparent"
          />
        </div>

<button type="submit" class="w-full btn btn-primary py-3 font-semibold">
          Sign in
        </button>
</form>
      <div class="mt-3 text-center">
        <a class="text-sm text-blue-600 dark:text-blue-400 hover:underline" href="/auth/email/forgot_password">Forgot password?</a>
      </div>

<div class="mt-8 text-center">
        <p class="text-gray-600 dark:text-gray-400 mb-2">Don't have an account?</p>
        <button data-action="click->auth-modal#switchToSignup" class="text-blue-600 dark:text-white font-semibold underline hover:text-blue-500 transition-colors">
          Sign up for LightNews
        </button>
      </div>
    </div>
  </div>
</div>

<div id="signup-modal" class="hidden fixed inset-0 z-50 overflow-y-auto" data-auth-modal-target="signupModal">
  <div class="flex min-h-screen items-center justify-center p-4">
    
    <div class="fixed inset-0 bg-black/80 transition-opacity" data-action="click->auth-modal#close"></div>
    
    
    <div class="relative bg-white dark:bg-black rounded-2xl w-full max-w-md p-8 shadow-2xl">
      
      <button data-action="click->auth-modal#close" class="absolute top-4 right-4 text-gray-400 hover:text-white transition-colors">
        <svg viewBox="0 0 24 24" width="24" height="24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
          <line x1="18" y1="6" x2="6" y2="18"></line>
          <line x1="6" y1="6" x2="18" y2="18"></line>
        </svg>
      </button>

<div class="flex justify-center mb-6">
        <img alt="LightNews" class="logo-light h-12 w-12" src="/assets/brands/lightnews/logo-light-333069a8.png" />
        <img alt="LightNews" class="logo-dark h-12 w-12" src="/assets/brands/lightnews/logo-dark-ef2a5b66.png" />
      </div>

<h2 class="text-black dark:text-white text-3xl font-bold text-center mb-6">Sign up to start reading</h2>

<div class="space-y-3 mb-6">
        
        <a class="w-full flex items-center justify-center gap-3 px-6 py-3 bg-transparent hover:bg-black/5 dark:hover:bg-white/10 text-black dark:text-white font-semibold rounded transition-colors border border-gray-300 dark:border-gray-600" href="/auth/google/start">
          <svg viewBox="0 0 24 24" width="20" height="20" fill="currentColor">
            <path d="M22.56 12.25c0-.78-.07-1.53-.2-2.25H12v4.26h5.92c-.26 1.37-1.04 2.53-2.21 3.31v2.77h3.57c2.08-1.92 3.28-4.74 3.28-8.09z" fill="#4285F4"/>
            <path d="M12 23c2.97 0 5.46-.98 7.28-2.66l-3.57-2.77c-.98.66-2.23 1.06-3.71 1.06-2.86 0-5.29-1.93-6.16-4.53H2.18v2.84C3.99 20.53 7.7 23 12 23z" fill="#34A853"/>
            <path d="M5.84 14.09c-.22-.66-.35-1.36-.35-2.09s.13-1.43.35-2.09V7.07H2.18C1.43 8.55 1 10.22 1 12s.43 3.45 1.18 4.93l2.85-2.22.81-.62z" fill="#FBBC05"/>
            <path d="M12 5.38c1.62 0 3.06.56 4.21 1.64l3.15-3.15C17.45 2.09 14.97 1 12 1 7.7 1 3.99 3.47 2.18 7.07l3.66 2.84c.87-2.6 3.3-4.53 6.16-4.53z" fill="#EA4335"/>
          </svg>
          Sign up with Google
</a>
        
        <a class="w-full flex items-center justify-center gap-3 px-6 py-3 bg-transparent hover:bg-black/5 dark:hover:bg-white/10 text-black dark:text-white font-semibold rounded transition-colors border border-gray-300 dark:border-gray-600" href="/auth/apple/start">
          <svg viewBox="0 0 24 24" width="20" height="20" fill="currentColor">
            <path d="M17.05 20.28c-.98.95-2.05.8-3.08.35-1.09-.46-2.09-.48-3.24 0-1.44.62-2.2.44-3.06-.35C2.79 15.25 3.51 7.59 9.05 7.31c1.35.07 2.29.74 3.08.8 1.18-.24 2.31-.93 3.57-.84 1.51.12 2.65.72 3.4 1.8-3.12 1.87-2.38 5.98.48 7.13-.57 1.5-1.31 2.99-2.54 4.09l.01-.01zM12.03 7.25c-.15-2.23 1.66-4.07 3.74-4.25.29 2.58-2.34 4.5-3.74 4.25z"/>
          </svg>
          Sign up with Apple
</a>
        
        <button type="button"
                class="w-full flex items-center justify-center gap-3 px-6 py-3 bg-transparent hover:bg-black/5 dark:hover:bg-white/10 text-black dark:text-white font-semibold rounded transition-colors border border-gray-300 dark:border-gray-600"
                data-action="click->auth-modal#close click->bluesky-auth#handleCreateAccount">
          <svg viewBox="0 0 24 24" width="20" height="20" fill="currentColor">
            <path d="M12 10.8c-1.087-2.114-4.046-6.053-6.798-7.995C2.566.944 1.561 1.266.902 1.565.139 1.908 0 3.08 0 3.768c0 .69.378 5.65.624 6.479.815 2.736 3.713 3.66 6.383 3.364.136-.02.275-.038.415-.056-.138.022-.276.04-.415.056-3.912.58-7.387 2.005-2.83 7.078 5.013 5.19 6.87-1.113 7.823-4.308.953 3.195 2.05 9.271 7.733 4.308 4.267-4.308 1.172-6.498-2.74-7.078a8.741 8.741 0 01-.415-.056c.14.018.279.036.415.056 2.67.297 5.568-.628 6.383-3.364.246-.828.624-5.79.624-6.478 0-.69-.139-1.861-.902-2.206-.659-.298-1.664-.62-4.3 1.24C16.046 4.748 13.087 8.687 12 10.8z" fill="#1185fe"/>
          </svg>
          Sign up with Bluesky
        </button>
      </div>

<div class="relative my-6">
        <div class="absolute inset-0 flex items-center">
          <div class="w-full border-t border-gray-300 dark:border-gray-700"></div>
        </div>
        <div class="relative flex justify-center">
          <span class="bg-white dark:bg-black px-3 text-sm text-gray-600 dark:text-gray-300">or</span>
        </div>
      </div>

<form class="space-y-4" action="/auth/email/signup" accept-charset="UTF-8" method="post"><input type="hidden" name="authenticity_token" value="EM4kdu-uqk4Eq6t6zqnRBdfAVie3qHLmDrbeo3qZnE-mGiZobpbpenSlcTZsg95QI456VwJsOoaEsMjCQXWYAA" autocomplete="off" />
        <div>
          <label for="signup-name" class="block text-black dark:text-white font-semibold text-sm mb-2">Name</label>
          <input
            type="text"
            name="display_name"
            id="signup-name"
            placeholder="Your name"
            required
            class="w-full px-4 py-3 bg-gray-50 dark:bg-gray-900 border border-gray-300 dark:border-gray-700 rounded text-black dark:text-white placeholder-gray-500 focus:outline-none focus:ring-2 focus:ring-blue-600 focus:border-transparent"
          />
        </div>

<div>
          <label for="signup-email" class="block text-black dark:text-white font-semibold text-sm mb-2">Email address</label>
          <input
            type="email"
            name="email"
            id="signup-email"
            placeholder="name@domain.com"
            required
            class="w-full px-4 py-3 bg-gray-50 dark:bg-gray-900 border border-gray-300 dark:border-gray-700 rounded text-black dark:text-white placeholder-gray-500 focus:outline-none focus:ring-2 focus:ring-blue-600 focus:border-transparent"
          />
        </div>

<div>
          <label for="signup-password" class="block text-black dark:text-white font-semibold text-sm mb-2">Password</label>
          <input
            type="password"
            name="password"
            id="signup-password"
            placeholder="At least 8 characters"
            minlength="8"
            required
            class="w-full px-4 py-3 bg-gray-50 dark:bg-gray-900 border border-gray-300 dark:border-gray-700 rounded text-black dark:text-white placeholder-gray-500 focus:outline-none focus:ring-2 focus:ring-blue-600 focus:border-transparent"
          />
        </div>

<div>
          <label for="signup-password-confirmation" class="block text-black dark:text-white font-semibold text-sm mb-2">Confirm password</label>
          <input
            type="password"
            name="password_confirmation"
            id="signup-password-confirmation"
            placeholder="Repeat your password"
            minlength="8"
            required
            class="w-full px-4 py-3 bg-gray-50 dark:bg-gray-900 border border-gray-300 dark:border-gray-700 rounded text-black dark:text-white placeholder-gray-500 focus:outline-none focus:ring-2 focus:ring-blue-600 focus:border-transparent"
          />
        </div>

<button type="submit" class="w-full btn btn-primary py-3 font-semibold">
          Create account
        </button>
</form>
      
      <div class="mt-8 text-center">
        <p class="text-gray-600 dark:text-gray-400 mb-2">Already have an account?</p>
        <button data-action="click->auth-modal#switchToSignin" class="text-blue-600 dark:text-white font-semibold underline hover:text-blue-500 transition-colors">
          Sign in
        </button>
      </div>
    </div>
  </div>
</div>

<div data-controller="modal" data-reply-modal="true" id="global-reply-modal"
     data-viewer-avatar-url=""
     data-viewer-display-name="">
  <div class="hidden fixed inset-0 z-50 overflow-y-auto" data-modal-target="panel" data-viewer-avatar-url="" data-viewer-display-name="">
    <div class="flex min-h-screen items-start justify-center pt-4 md:pt-20">
      
      <div class="fixed inset-0 bg-black/80 transition-opacity" data-action="click->modal#close"></div>

<div class="relative bg-[#1e3a5f] rounded-2xl w-full max-w-xl mx-4 shadow-2xl" data-action="click->modal#stop">
        
        <div class="flex items-center justify-between px-4 py-3 border-b border-gray-600">
          <button type="button" class="text-blue-400 text-base font-medium" data-action="click->modal#close">Cancel</button>
          <button type="button" 
                  id="modal-reply-submit"
                  class="px-5 py-1.5 bg-blue-600 text-white rounded-full font-semibold hover:bg-blue-700 disabled:opacity-50 disabled:cursor-not-allowed">
            Reply
          </button>
        </div>

<div class="px-4 py-3 border-b border-gray-600 modal-reply-preview">
          <div class="flex items-start gap-3">
            <img src="" alt="" class="modal-reply-author-avatar w-10 h-10 rounded-full flex-shrink-0 hidden">
            <div class="modal-reply-author-avatar-placeholder w-10 h-10 rounded-full bg-gray-300 flex-shrink-0"></div>
            <div class="flex-1 min-w-0">
              <div class="font-semibold text-white text-base modal-reply-author-name"> </div>
              <div class="text-gray-300 text-sm line-clamp-3 modal-reply-post-text"> </div>
            </div>
          </div>
        </div>

<div class="px-4 py-3">
          <div class="flex items-start gap-3">
            <img src="" alt="You" class="modal-viewer-avatar w-10 h-10 rounded-full flex-shrink-0 hidden">
            <div class="modal-viewer-avatar-placeholder w-10 h-10 rounded-full bg-gray-300 flex-shrink-0 "></div>
            <div class="flex-1 min-w-0">
              <textarea 
                id="modal-reply-text"
                placeholder="Write your reply"
                rows="8"
                maxlength="300"
                class="w-full px-0 py-2 bg-transparent text-white text-base placeholder-gray-400 resize-none focus:outline-none border-0"
                data-reply-uri=""
                data-reply-cid=""
                data-root-uri=""
                data-root-cid=""
                data-mode="reply"
                data-embed=""
              >

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