Check out this great book >> 50 Days of Data Analysis with Python — The Ultimate Challenges Book for Beginners, with Hands-on Challenges using Pandas, NumPy, Matplotlib, Sklearn and Seaborn: http://
amzn.to/3uQfgrR by @RealBenjizo —————
#DataScience #DataScientist
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50 Days of Data Analysis with Python Challenge Book
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AI Studio launches automatic API key generation for Gemini users
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try https://
ai.studio, we make keys and such for new users automatically to access the Gemini API! -
Gemini API Gains Millions of Developer Users Monthly
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lots of gaps to close on the agentic coding loop, but millions of paying developer use the Gemini API every month! and lots of good stuff cooking 🙂
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Claude vs OpenClaw: Different Use Cases for AI Automation
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using claude with Telegram to make cron jobs is a different use case now than using OpenClaw to do the same?
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GitHub’s Explosive Growth: 14 Billion Commits Projected for 2026
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Kyle Daigle (@kdaigle) Yup, platform activity is surging. There were 1 billion commits in 2025. Now, it's 275 million per week, on pace for 14 billion this year if growth remains linear (spoiler: it won't.) GitHub Actions has grown from 500M minutes/week in 2023 to 1B minutes/week in 2025, and now 2.1B minutes so far this week. So we're pushing incredibly hard on more CPUs, scaling services, and strengthening GitHub’s core features. And as a fine purveyor of hand-crafted shit code for many years, I'm not gonna weigh in on that. 🤣 — https://nitter.net/kdaigle/status/2040164759836778878#m
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DGPO: Stable Soft-Clipping via Bilateral Decoupled Probability Gradient Decay
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"From log π to π: Taming Divergence in Soft Clipping via Bilateral Decoupled Decay of Probability Gradient Weight" This paper argues that RLVR should optimize probability gradients, not log-probability gradients. So they proposed, DGPO, which applies decoupled decay at the clipping boundaries to preserve exploration while preventing gradient divergence. This results in a more stable soft-clipping objective that consistently outperforms GRPO and prior variants on mathematical reasoning benchmarks.
→ View original post on X — @askalphaxiv, 2026-04-04 02:27 UTC
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Video Review Process with Annotations for Feature Implementation Testing
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you literally watch the recorded videos of the feature working after its implemented
— swyx (@swyx) 4 avril 2026
with annotation of whats being tested https://t.co/9puvHxvm8Q pic.twitter.com/HrltvzE03Cyou literally watch the recorded videos of the feature working after its implemented with annotation of whats being tested Rowan (@therook_) wait how do you review this, copy pasted code bypasses the whole junior dev eval idea? — https://nitter.net/therook_/status/2040218236885905850#m
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OpenClaw CLI Configuration Now Available Since January
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You can configure OpenClaw to use the cli, this works since January. It’s just a bit slower than direct API.
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Running Gemma-4 Locally with Llama-Server and OpenClaw Integration
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llama-server -hf ggml-org/gemma-4-26b-a4b-it-GGUF:Q4_K_M openclaw onboard –non-interactive \ –auth-choice custom-api-key \ –custom-base-url "http://127.0.0.1:8080/v1" \ –custom-model-id "ggml-org-gemma-4-26b-a4b-gguf" \ –custom-api-key "llama.cpp" \ –secret-input-mode plaintext \ –custom-compatibility openai \ –accept-risk
→ View original post on X — @huggingface, 2026-04-04 00:22 UTC
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Gemma-4 locally: llama-server and openclaw commands for deployment
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llama-server -hf ggml-org/gemma-4-26b-a4b-it-GGUF:Q4_K_M openclaw onboard –non-interactive \ –auth-choice custom-api-key \ –custom-base-url "http://127.0.0.1:8080/v1" \ –custom-model-id "ggml-org-gemma-4-26b-a4b-gguf" \ –custom-api-key "llama.cpp" \ –secret-input-mode plaintext \ –custom-compatibility openai \ –accept-risk Peter Steinberger 🦞 (@steipete) woke up and my mentions are full of these Both me and @davemorin tried to talk sense into Anthropic, best we managed was delaying this for a week. Funny how timings match up, first they copy some popular features into their closed harness, then they lock out open source. — https://nitter.net/steipete/status/2040209434019082522#m [Translated from EN to English]
→ View original post on X — @demishassabis, 2026-04-04 00:18 UTC