Ludovic Claude

ZELENSKYY: Under pressure from the EU, Ukraine has already repaired the Russian Druzhba oil pipeline, which was damaged by Russian shelling of Ukrainian infrastructure. Now it’s time for the EU to keep its promises and pass the €90 billion package for Ukraine. “I just spoke with Chancellor Merz, and earlier today with European Council President Costa and European Commission President Ursula von der Leyen. It's important to unblock the European support package for Ukraine— €90 billion euros for the next 2 years. These funds were already approved by the European Council but were blocked. Now there can be no reason for blocking. The EU asked Ukraine to repair the Druzhba oil pipeline that the Russians destroyed. We repaired it. We hope the EU will also honor its commitments.” - Ukrainian President on Tuesday, April 21st, 2026.

Just another russian war crime: russian occupied Ukraine, the city of Melitopol, russians militarising Ukrainian children for war.

Vance says that stopping funding for Ukraine is one of his proudest achievements in this administration. ​I’m watching this stunningly cruel speech from Ukraine, as Russia continues to kills us every day. Just today, they killed 8-year-old boy in Cherkasy and five people in Dnipro. Dozens more were injured. ​The military assistance you are so proud of stopping was used to save lives in a war Russia started and continues every day by choice, in a war that only became possible after USA pressured Ukraine into disarming... ​I do not know if Vance can fully comprehend the scale of the tragedy unfolding here: a brutal, illegal war of extermination by Russia, and the slow abandonment by our allies. There is nothing to be proud of. Absolutely nothing.

It’s so depressing… Today, russian terrorists killed many Ukrainians, including children. And once again, it’s barely mentioned in international news.

@dealignai My M4 pro 48Gb is waiting for a miracle!

MiniMax m2.7 running on a 64gb Mac with near lossless quality. This is what true local power should be. I have an idea to get this even smaller. Will update.

Orbán: "If the Europeans, Especially Brussels, would not be blocking the peace efforts of Trump, peace would have been reinstated in Ukraine for a long time already." What he actually says is that the U.S. is pushing Ukraine to surrender, while Europe helps Ukraine survive when we refuse to comply. What he calls “peace” is occupation and genocide carried out in silence, hidden behind the veil of russian rule.

@aryanXmahajan SOLO

I replaced a $500K/year team with $1,100/month in AI. 23 agents. 5 departments. Everything automated. 4 businesses. 7 figures. Zero employees. Here's the full operating system: → Engineering: Claude Code (47 Fortune 500 deployments this month) → Business Ops: @Accio_official (312 tasks automated, zero manual back-office) → Content: AI OS (3.1M impressions/month, zero keyboards touched) → Sales: AI SDR ($500K active pipeline, no agency) → Client Delivery: Agent Fleet (9 live Fortune 500 deployments, zero babysitting) Business ops is the layer most solo operators never automate. Supplier sourcing, vendor outreach, procurement, quote comparison — all running without me. What makes this unfair: → $0 payroll vs $500K+ for a team doing the same work → 1,847 hours reclaimed this quarter → Every agent reports into one console → Scales to any volume without hiring 4 businesses. 23 agents. 1 operator. I documented the entire setup. Every agent, every tool, every workflow, every dollar of infrastructure cost. Like + comment "SOLO" + repost, and I'll DM it to you. (must be following)

@cbwritescopy D100

I made a D100 prompting doc that you feed to a Claude project and it conducts the entire D100 process for you > Find ICPs to target based on your service > Find contacts in that ICP, pulled from LinkedIn > Researches the prospect and their company - pulling from their website, blogs, social media > Crafts outreach messaging, personalized to the prospect based on their research > CREATES THE D100 DELIVERABLE FOR YOU !!! Takes hours of dream 100 outreach and condenses it into a 10 minute process Comment "D100" and I'll DM you the doc so you can feed it to your own Claude project

Idée visionnaire d’Emmanuel Macron : "Dans le monde d’aujourd’hui, je discerne une troisième voie. Une voie qui réunit la Corée, l’Europe, le Canada, le Japon, l’Inde, le Brésil et l’Australie. Il s’agit d’un format pour les pays qui ne souhaitent ni dépendre de la Chine ni se ranger automatiquement aux côtés des États-Unis. Il s’agit de souveraineté, et non de soumission. "

European jets shooting down drones over the Middle East while ignoring the skies over Ukraine is pathetic. We are willing to actively defend airspace on another continent, but we refuse to do the exact same thing to protect our own neighbors in Europe

Europe should help close the skies over Ukraine. This cannot continue.

Best source of verified news about Ukraine on this platform, committed to the telling the whole truth and never missed a day since ruzzia started this disgusting war…

Kherson. Absolute horror. russian fascists are dropping aerial bombs on residential neighborhoods. And the world is still watching. Every moment of silence gives Moscovia a vote of confidence.

Vous avez emmené vos enfants à l'école ce matin ? Les parents ukrainiens aussi. Mais ensuite, ce drone shahed envoyé par poutine a visé directement la cour de récréation. Imaginez vos enfants entendant ce bruit. Imaginez. À Kyiv, Ukraine, Europe. 😡

@mudler_it Gemma 4 is out! This model deserves some APEX love.

Someone reached out via DM and kindly donated HW for APEX research! What it means? - More APEX quants covering bigger models (>122B+) - Extended eval suite with SWE/Agentic benchmarks: closer feedback helps tune expert layers and calibration data - Better calibration data covering code, reasoning, and more domains - APEX already beats Unsloth Dynamic quants on every accuracy benchmark (PPL, HellaSwag, MMLU, ARC, TruthfulQA) at the same size on Qwen3.5-35B-A3B: let's push further and bring truly high-quality models to consumer GPUs More quants coming.

Empires have fallen before, but I'm not sure I've ever seen one jump off a cliff.

@mudler_it @UnslothAI @dealignai this adaptive quantisation looks like your JANGQ method.

I've just released APEX (Adaptive Precision for EXpert Models): a novel MoE quantization technique that outperforms @UnslothAI Dynamic 2.0 on accuracy while being 2x smaller for MoE architectures. Benchmarked on Qwen3.5-35B-A3B, but the method applies to any MoE model. Half the size of Q8. Perplexity comparable to F16. Works with stock @ggml_org's llama.cpp. Open source (of course!), with ❤️ from the @LocalAI_API team. 👇Links to the model, repository and benchmarks below! (+ Bonus TurboQuant benchmarks with @no_stp_on_snek's TQ+! )

Radio Svoboda just dropped a bombshell investigation based on previously unpublished Russian military radio intercepts from the Kyiv offensive, March 2022. Key findings: As we all knew, the “goodwill gesture” was a lie. Russian units began withdrawing from Kyiv Oblast as early as March 25–26 — days before Moscow announced a pullback at the Istanbul talks on March 29. The intercepts and a recovered soldier’s diary confirm it was a battlefield retreat, not diplomacy. As we also knew, Bucha was organized. The 64th Motorized Rifle Brigade (Col. Omurbekov, callsign “Zveno”) ran systematic clearing ops in Bucha and Irpin. A subordinate testified Omurbekov personally ordered killing civilians found with phones and firing on evacuation vehicles. He was later made a Hero of Russia. War crimes on tape. Intercepts capture orders to detain, blindfold, and “interrogate” civilians. One exchange ends with a soldier responding to an order to question detainees: “Just kill the fuckers.” Total disorganization. Vehicles stalling, weapons failing, artillery hitting their own troops, commanders screaming at subordinates silent for 35 minutes. One officer threatened to bury his gun crew in a field over an 800-meter targeting error. Looting was systematic and acknowledged. Soldiers openly admitted stealing food and property from villages. A Russian military doctor from Buryatia filmed himself doing it. Scorched-earth retreat. As they pulled back, Russian forces shelled towns and villages indiscriminately to cover the withdrawal — one officer ordered all remaining ammo expended. Those units were then redeployed to the east and south.

@dealignai Have you tried to look at github.com/hwchase17/auto…? It provides a harness to improve the execution of agents, it would be interesting to adapt it to use autoresearch for improving tool calls & error recovery. Interested to collaborate, DM me.

Previous attempt managed to get the tool call selection rate to improve, my second target was to improve the error recovery rate. Progress is being made. The plan is to combine all of these improvements at the end. Tool call selection ✅ Error recovery ✅ Moving onto next one. #jang #mlx #macbook #nemotron #toolcall15