The articles Groundy readers are spending time with.https://groundy.com/en-us60Fri, 09 Oct 2026 22:16:44 GMThttps://groundy.com/rss-icon.pnghttps://groundy.com/144144https://groundy.com/articles/the-chinese-ai-model-ecosystem-deepseek-qwen-kimi-doubao-and-ernie-compared/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/the-chinese-ai-model-ecosystem-deepseek-qwen-kimi-doubao-and-ernie-compared/Compare DeepSeek, Qwen, Kimi, Doubao, ERNIE and GLM through dated benchmarks, license terms, context windows, API pricing and practical workload fit.Tue, 24 Mar 2026 14:57:11 GMT<p><a href="https://groundy.com/articles/the-chinese-ai-model-ecosystem-deepseek-qwen-kimi-doubao-and-ernie-compared/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/the-chinese-ai-model-ecosystem-deepseek-qwen-kimi-doubao-and-ernie-compared/image.jpg?v=18f602442c9f2c27" width="960" height="540" alt="Two handmade-looking translucent resin dinosaurs on an ivory background: a seated forest-green creature handles a knot in its tail while a clear creature with yellow spines strides independently beside it. Hard shadows emphasize their scuffed surfaces." style="max-width:100%;height:auto" /></a></p><p>Compare DeepSeek, Qwen, Kimi, Doubao, ERNIE and GLM through dated benchmarks, license terms, context windows, API pricing and practical workload fit.</p><p>Berry Mingus · Models &amp; Research · 11 min read</p><p><a href="https://groundy.com/articles/the-chinese-ai-model-ecosystem-deepseek-qwen-kimi-doubao-and-ernie-compared/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-08T00:00:00.000ZTwo handmade-looking translucent resin dinosaurs on an ivory background: a seated forest-green creature handles a knot in its tail while a clear creature with yellow spines strides independently beside it. Hard shadows emphasize their scuffed surfaces.Models & Researchdeepseekqwenkimidoubaoerniechinese-aialibababaidubytedancehttps://groundy.com/articles/eus-2027-replaceable-battery-mandate-what-it-means-for-phone-buyers-and/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/eus-2027-replaceable-battery-mandate-what-it-means-for-phone-buyers-and/EU battery rules improve repair rights without promising a snap-off battery in every new phone.Tue, 21 Apr 2026 16:00:00 GMT<p><a href="https://groundy.com/articles/eus-2027-replaceable-battery-mandate-what-it-means-for-phone-buyers-and/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/eus-2027-replaceable-battery-mandate-what-it-means-for-phone-buyers-and/image.jpg?v=018d03517b9fad7e" width="960" height="540" alt="A skeptical green resin dinosaur has a yellow battery visible behind a partly opened flank hatch, with a screwdriver engaged in its screw, against an ivory background." style="max-width:100%;height:auto" /></a></p><p>EU battery rules improve repair rights without promising a snap-off battery in every new phone.</p><p>Berry Mingus · Culture &amp; Society · 6 min read</p><p><a href="https://groundy.com/articles/eus-2027-replaceable-battery-mandate-what-it-means-for-phone-buyers-and/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-08T00:00:00.000ZA skeptical green resin dinosaur has a yellow battery visible behind a partly opened flank hatch, with a screwdriver engaged in its screw, against an ivory background.Culture & Societyeu-regulationright-to-repairconsumer-electronicssustainabilitybatterieshttps://groundy.com/articles/mlx-vs-llamacpp-on-apple-silicon-which-runtime-to-use-for-local-llm-inference/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/mlx-vs-llamacpp-on-apple-silicon-which-runtime-to-use-for-local-llm-inference/MLX and llama.cpp both run quantized LLMs on Apple Silicon unified memory. Here is what each project documents, and how to measure which wins on your Mac.Tue, 24 Mar 2026 16:48:05 GMT<p><a href="https://groundy.com/articles/mlx-vs-llamacpp-on-apple-silicon-which-runtime-to-use-for-local-llm-inference/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/mlx-vs-llamacpp-on-apple-silicon-which-runtime-to-use-for-local-llm-inference/image.jpg?v=55d0e5686ebd4a5e" width="960" height="540" alt="Two scuffed translucent resin dinosaurs face each other on ivory: a slender green creature strides with a small back load, while a squat, many-legged creature supports a large green load beneath curled twin tails." style="max-width:100%;height:auto" /></a></p><p>MLX and llama.cpp both run quantized LLMs on Apple Silicon unified memory. Here is what each project documents, and how to measure which wins on your Mac.</p><p>Berry Mingus · Infrastructure &amp; Runtime · 9 min read</p><p><a href="https://groundy.com/articles/mlx-vs-llamacpp-on-apple-silicon-which-runtime-to-use-for-local-llm-inference/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-05T00:00:00.000ZTwo scuffed translucent resin dinosaurs face each other on ivory: a slender green creature strides with a small back load, while a squat, many-legged creature supports a large green load beneath curled twin tails.Infrastructure & Runtimemlxllama-cppapple-siliconon-device-inferencemacoslocal-llmhttps://groundy.com/articles/open-weight-llm-leaderboards-2026-where-deepseek-qwen-and-glm-rank/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/open-weight-llm-leaderboards-2026-where-deepseek-qwen-and-glm-rank/A leaderboard rank is only comparable when the models, revision, precision, prompt protocol, and benchmark version match.Fri, 26 Jun 2026 22:09:15 GMT<p><a href="https://groundy.com/articles/open-weight-llm-leaderboards-2026-where-deepseek-qwen-and-glm-rank/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/open-weight-llm-leaderboards-2026-where-deepseek-qwen-and-glm-rank/image.jpg?v=0148a95b06d02019" width="960" height="540" alt="A skeptical green resin dinosaur steps through a broad amber hoop toward a separate tall, narrow ivory hoop. Bubbles, seams and hard shadows emphasize the handmade miniature on a warm ivory background." style="max-width:100%;height:auto" /></a></p><p>A leaderboard rank is only comparable when the models, revision, precision, prompt protocol, and benchmark version match.</p><p>Berry Mingus · Models &amp; Research · 5 min read</p><p><a href="https://groundy.com/articles/open-weight-llm-leaderboards-2026-where-deepseek-qwen-and-glm-rank/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-08T00:00:00.000ZA skeptical green resin dinosaur steps through a broad amber hoop toward a separate tall, narrow ivory hoop. Bubbles, seams and hard shadows emphasize the handmade miniature on a warm ivory background.Models & Researchllm-leaderboardsopen-weight-modelsai-benchmarkschinese-ai-modelsmodel-evaluationmodel-selectionhttps://groundy.com/articles/nautilustrader-building-production-ready-algorithmic/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/nautilustrader-building-production-ready-algorithmic/NautilusTrader 2.x backtests need a separate live deployment plan. Shared strategy code does not establish that a venue will accept an order, that a connection will recover cleanly, or that a strategy will make money.Thu, 19 Feb 2026 14:22:11 GMT<p><a href="https://groundy.com/articles/nautilustrader-building-production-ready-algorithmic/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/nautilustrader-building-production-ready-algorithmic/image.jpg?v=1b056516bd241f11" width="960" height="540" alt="A translucent forest-green resin dinosaur with a yellow dorsal fin steps between two ivory footprint depressions, one smooth-edged and one rough, casting a hard shadow." style="max-width:100%;height:auto" /></a></p><p>NautilusTrader 2.x backtests need a separate live deployment plan. Shared strategy code does not establish that a venue will accept an order, that a connection will recover cleanly, or that a strategy will make money.</p><p>Berry Mingus · Industry &amp; Business · 12 min read</p><p><a href="https://groundy.com/articles/nautilustrader-building-production-ready-algorithmic/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-08T00:00:00.000ZA translucent forest-green resin dinosaur with a yellow dorsal fin steps between two ivory footprint depressions, one smooth-edged and one rough, casting a hard shadow.Industry & Businessfinancetradingrustalgorithmsopen-sourcebacktestinghttps://groundy.com/articles/ai-code-generation-benchmarks-2026-which-model-actually/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/ai-code-generation-benchmarks-2026-which-model-actually/SWE-bench, LiveCodeBench, EvalPlus, and Aider measure different coding tasks and should not be merged into one ranking.Sun, 15 Feb 2026 11:01:06 GMT<p><a href="https://groundy.com/articles/ai-code-generation-benchmarks-2026-which-model-actually/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/ai-code-generation-benchmarks-2026-which-model-actually/image.jpg?v=a25d5e4a9832b7fe" width="960" height="540" alt="A scuffed green resin dinosaur holds a copper-colored patch above a gap in its curled, tiled tail. A loose green scale rests on the ivory floor under hard shadows." style="max-width:100%;height:auto" /></a></p><p>SWE-bench, LiveCodeBench, EvalPlus, and Aider measure different coding tasks and should not be merged into one ranking.</p><p>Berry Mingus · Models &amp; Research · 9 min read</p><p><a href="https://groundy.com/articles/ai-code-generation-benchmarks-2026-which-model-actually/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-08T00:00:00.000ZA scuffed green resin dinosaur holds a copper-colored patch above a gap in its curled, tiled tail. A loose green scale rests on the ivory floor under hard shadows.Models & Researchai-researchbenchmarkscode-generationcomparisonllmopen-sourcehttps://groundy.com/articles/gpt-6-1-sol-vs-gpt-6-astra-when-the-5x-cheaper-model-wins/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/gpt-6-1-sol-vs-gpt-6-astra-when-the-5x-cheaper-model-wins/OpenAI reports GPT-6.1 Sol matches Astra on coding at one-fifth the cost, but independent verification is lacking. Route agentic work to Sol and keep Astra for hard research.Wed, 30 Sep 2026 00:57:08 GMT<p><a href="https://groundy.com/articles/gpt-6-1-sol-vs-gpt-6-astra-when-the-5x-cheaper-model-wins/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/gpt-6-1-sol-vs-gpt-6-astra-when-the-5x-cheaper-model-wins/image.jpg?v=ee93dce9afd90ccf" width="960" height="540" alt="Two translucent resin dinosaurs on an ivory surface: a squat green creature handles a yellow cord with a simple loop, while a slender smoky-black creature works on a separate tangled cord. Bubbles, seams and hard shadows emphasize their handmade construction." style="max-width:100%;height:auto" /></a></p><p>OpenAI reports GPT-6.1 Sol matches Astra on coding at one-fifth the cost, but independent verification is lacking. Route agentic work to Sol and keep Astra for hard research.</p><p>Berry Mingus · Models &amp; Research · 10 min read</p><p><a href="https://groundy.com/articles/gpt-6-1-sol-vs-gpt-6-astra-when-the-5x-cheaper-model-wins/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry MingusTwo translucent resin dinosaurs on an ivory surface: a squat green creature handles a yellow cord with a simple loop, while a slender smoky-black creature works on a separate tangled cord. Bubbles, seams and hard shadows emphasize their handmade construction.Models & Researchgpt-6-1-solmodel-routingapi-pricingagentic-codingvendor-evalscost-optimizationhttps://groundy.com/articles/anthropic-ends-flat-fee-enterprise-claude-above-150-seats-and-forces-per-token/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/anthropic-ends-flat-fee-enterprise-claude-above-150-seats-and-forces-per-token/Claude Enterprise combines a seat charge with model usage billed at API rates.Tue, 28 Apr 2026 15:08:42 GMT<p><a href="https://groundy.com/articles/anthropic-ends-flat-fee-enterprise-claude-above-150-seats-and-forces-per-token/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/anthropic-ends-flat-fee-enterprise-claude-above-150-seats-and-forces-per-token/image.jpg?v=9d674b191f00f1d1" width="960" height="540" alt="A skeptical green resin dinosaur sits on an ivory chair, holding copper-colored beads that trail into a coil on the floor. Hard light casts a long shadow across the warm ivory background." style="max-width:100%;height:auto" /></a></p><p>Claude Enterprise combines a seat charge with model usage billed at API rates.</p><p>Berry Mingus · Industry &amp; Business · 5 min read</p><p><a href="https://groundy.com/articles/anthropic-ends-flat-fee-enterprise-claude-above-150-seats-and-forces-per-token/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-08T00:00:00.000ZA skeptical green resin dinosaur sits on an ivory chair, holding copper-colored beads that trail into a coil on the floor. Hard light casts a long shadow across the warm ivory background.Industry & Businessanthropicenterprise-aiai-pricingfinopstoken-billingclaude-codeusage-based-pricinghttps://groundy.com/articles/prefill-decode-disaggregation-the-architecture-shift-redefining-llm-serving-at-scale/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/prefill-decode-disaggregation-the-architecture-shift-redefining-llm-serving-at-scale/Prefill and decode disaggregation lets LLM serving separate prompt processing from token generation. Its value depends on latency targets, KV transfer, and worker utilization.Tue, 24 Mar 2026 16:04:14 GMT<p><a href="https://groundy.com/articles/prefill-decode-disaggregation-the-architecture-shift-redefining-llm-serving-at-scale/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/prefill-decode-disaggregation-the-architecture-shift-redefining-llm-serving-at-scale/image.jpg?v=6c5c98ad934df655" width="960" height="540" alt="Two imperfect green resin dinosaurs jointly hold a translucent yellow block on an ivory background. The squat dinosaur gathers yellow chunks; the long-necked dinosaur releases one beside a short trail." style="max-width:100%;height:auto" /></a></p><p>Prefill and decode disaggregation lets LLM serving separate prompt processing from token generation. Its value depends on latency targets, KV transfer, and worker utilization.</p><p>Berry Mingus · Infrastructure &amp; Runtime · 9 min read</p><p><a href="https://groundy.com/articles/prefill-decode-disaggregation-the-architecture-shift-redefining-llm-serving-at-scale/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-08T00:00:00.000ZTwo imperfect green resin dinosaurs jointly hold a translucent yellow block on an ivory background. The squat dinosaur gathers yellow chunks; the long-necked dinosaur releases one beside a short trail.Infrastructure & Runtimellm-servingprefilldecode-disaggregationinference-infrastructuremooncakehttps://groundy.com/articles/synthetic-data-is-eating-ai-training/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/synthetic-data-is-eating-ai-training/Epoch projects that public human-generated training text could be fully used between 2026 and 2032, depending on scaling and overtraining.Fri, 27 Feb 2026 20:38:49 GMT<p><a href="https://groundy.com/articles/synthetic-data-is-eating-ai-training/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/synthetic-data-is-eating-ai-training/image.jpg?v=d34660f5ef50cc6d" width="960" height="540" alt="A scuffed translucent green resin dinosaur holds a branching yellow piece beside its fan-shaped tail with an ivory center. Another yellow piece rests on the ivory floor beneath a long shadow." style="max-width:100%;height:auto" /></a></p><p>Epoch projects that public human-generated training text could be fully used between 2026 and 2032, depending on scaling and overtraining.</p><p>Berry Mingus · Models &amp; Research · 9 min read</p><p><a href="https://groundy.com/articles/synthetic-data-is-eating-ai-training/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-08T00:00:00.000ZA scuffed translucent green resin dinosaur holds a branching yellow piece beside its fan-shaped tail with an ivory center. Another yellow piece rests on the ivory floor beneath a long shadow.Models & Researchsynthetic-datamodel-collapsetraining-datamachine-learningllm-trainingdata-scalinghttps://groundy.com/articles/rust-quietly-replacing-python-ai/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/rust-quietly-replacing-python-ai/Rust is taking over the performance-critical layers of AI infrastructure, inference engines, tokenizers, data pipelines, while Python retains its role in research and orchestration. Here's what's actually changing and why it matters for practitioners.Fri, 27 Feb 2026 19:56:07 GMT<p><a href="https://groundy.com/articles/rust-quietly-replacing-python-ai/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/rust-quietly-replacing-python-ai/image.jpg?v=b8afba4584f2c55f" width="960" height="540" alt="A scuffed translucent green resin dinosaur steadies a copper-colored replacement leg in its hip socket. A detached green leg lies beside it on an ivory surface, with a hard shadow extending right." style="max-width:100%;height:auto" /></a></p><p>Rust is taking over the performance-critical layers of AI infrastructure, inference engines, tokenizers, data pipelines, while Python retains its role in research and orchestration. Here&apos;s what&apos;s actually changing and why it matters for practitioners.</p><p>Berry Mingus · Developer Tools · 8 min read</p><p><a href="https://groundy.com/articles/rust-quietly-replacing-python-ai/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-06-20T00:00:00.000ZA scuffed translucent green resin dinosaur steadies a copper-colored replacement leg in its hip socket. A detached green leg lies beside it on an ivory surface, with a hard shadow extending right.Developer Toolsrustpythonai-infrastructurehttps://groundy.com/articles/claude-code-dynamic-workflows-spawning-100-parallel-subagents-on-opus/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/claude-code-dynamic-workflows-spawning-100-parallel-subagents-on-opus/Dynamic workflows lets Claude Code run hundreds of parallel subagents in one session. Here is how map-reduce and fan-out patterns work, and where Fable 5.1 fits.Thu, 28 May 2026 10:03:43 GMT<p>Dynamic workflows lets Claude Code run hundreds of parallel subagents in one session. Here is how map-reduce and fan-out patterns work, and where Fable 5.1 fits.</p><p>Berry Mingus · Agents &amp; Frameworks · 9 min read</p><p><a href="https://groundy.com/articles/claude-code-dynamic-workflows-spawning-100-parallel-subagents-on-opus/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-03T00:00:00.000ZAgents & Frameworksclaude-codeparallel-agentsdynamic-workflowsopus-4-8agentic-codingmulti-agentanthropichttps://groundy.com/articles/stargate-inside-openai-s-100b-plan-build-ai/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/stargate-inside-openai-s-100b-plan-build-ai/Stargate combines operating AI infrastructure with a much larger pipeline of announced sites and planned capacity.Fri, 27 Feb 2026 13:04:33 GMT<p><a href="https://groundy.com/articles/stargate-inside-openai-s-100b-plan-build-ai/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/stargate-inside-openai-s-100b-plan-build-ai/image.jpg?v=a62fdaaaea783981" width="960" height="540" alt="A scuffed translucent green resin dinosaur holds a yellow electrical plug toward an ivory socket with an unfinished lower recess, casting hard shadows across a warm ivory background." style="max-width:100%;height:auto" /></a></p><p>Stargate combines operating AI infrastructure with a much larger pipeline of announced sites and planned capacity.</p><p>Berry Mingus · Industry &amp; Business · 9 min read</p><p><a href="https://groundy.com/articles/stargate-inside-openai-s-100b-plan-build-ai/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-08T00:00:00.000ZA scuffed translucent green resin dinosaur holds a yellow electrical plug toward an ivory socket with an unfinished lower recess, casting hard shadows across a warm ivory background.Industry & Businessai-industryinfrastructureopenaidata-centersenergyoraclesoftbankhttps://groundy.com/articles/github-copilot-vs-cursor-vs-claude-code-2026-ai-coding/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/github-copilot-vs-cursor-vs-claude-code-2026-ai-coding/Compare GitHub Copilot, Cursor, and Claude Code by model access, permissions, accepted changes, and total workflow cost.Sat, 14 Mar 2026 16:29:11 GMT<p><a href="https://groundy.com/articles/github-copilot-vs-cursor-vs-claude-code-2026-ai-coding/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/github-copilot-vs-cursor-vs-claude-code-2026-ai-coding/image.jpg?v=8957d6653215fcd3" width="960" height="540" alt="Three scuffed green-and-ivory resin dinosaurs work separately: one holds a yellow insert beside a curved piece, one supports a branching assembly, and one uses multiple arms around an open ring. Hard shadows fall across a warm ivory background." style="max-width:100%;height:auto" /></a></p><p>Compare GitHub Copilot, Cursor, and Claude Code by model access, permissions, accepted changes, and total workflow cost.</p><p>Berry Mingus · Developer Tools · 11 min read</p><p><a href="https://groundy.com/articles/github-copilot-vs-cursor-vs-claude-code-2026-ai-coding/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-08T00:00:00.000ZThree scuffed green-and-ivory resin dinosaurs work separately: one holds a yellow insert beside a curved piece, one supports a branching assembly, and one uses multiple arms around an open ring. Hard shadows fall across a warm ivory background.Developer Toolsai-toolsdeveloper-toolscoding-assistantsgithub-copilotcursorclaude-codehttps://groundy.com/articles/kimi-claw-moonshot-ai-s-answer-claude/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/kimi-claw-moonshot-ai-s-answer-claude/A hosted instance saves you some setup work, while those choices remain yours.Wed, 18 Feb 2026 17:00:44 GMT<p><a href="https://groundy.com/articles/kimi-claw-moonshot-ai-s-answer-claude/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/kimi-claw-moonshot-ai-s-answer-claude/image.jpg?v=4bc7113ba3e39372" width="960" height="540" alt="Two handmade resin dinosaurs on an ivory background: a stocky green creature holds interlocked yellow chain links, while an ivory long-necked creature examines a gap in a separate green link." style="max-width:100%;height:auto" /></a></p><p>A hosted instance saves you some setup work, while those choices remain yours.</p><p>Berry Mingus · Models &amp; Research · 8 min read</p><p><a href="https://groundy.com/articles/kimi-claw-moonshot-ai-s-answer-claude/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-05T00:00:00.000ZTwo handmade resin dinosaurs on an ivory background: a stocky green creature holds interlocked yellow chain links, while an ivory long-necked creature examines a gap in a separate green link.Models & Researchai-modelscompetitionchinachatbotsbenchmarkshttps://groundy.com/articles/how-to-evaluate-llm-long-term-memory-repeated-judging-negative-controls/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/how-to-evaluate-llm-long-term-memory-repeated-judging-negative-controls/A September 2026 preprint argues that LLM memory benchmarks require repeated judging, negative controls, and ablation arms to distinguish real gains from judge noise.Mon, 05 Oct 2026 11:17:38 GMT<p><a href="https://groundy.com/articles/how-to-evaluate-llm-long-term-memory-repeated-judging-negative-controls/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/how-to-evaluate-llm-long-term-memory-repeated-judging-negative-controls/image.jpg?v=50a44b8ae13c5b0b" width="960" height="540" alt="A skeptical green resin dinosaur hovers a claw over two ivory seed-shaped pieces with similar yellow marks, one recessed and one flat, casting a hard shadow across an ivory background." style="max-width:100%;height:auto" /></a></p><p>A September 2026 preprint argues that LLM memory benchmarks require repeated judging, negative controls, and ablation arms to distinguish real gains from judge noise.</p><p>Berry Mingus · Models &amp; Research · 12 min read</p><p><a href="https://groundy.com/articles/how-to-evaluate-llm-long-term-memory-repeated-judging-negative-controls/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry MingusA skeptical green resin dinosaur hovers a claw over two ivory seed-shaped pieces with similar yellow marks, one recessed and one flat, casting a hard shadow across an ivory background.Models & Researchllm-evaluationlong-term-memoryjudge-reliabilitynegative-controlsbenchmarkingpreprint-audithttps://groundy.com/articles/how-to-snapshot-and-resume-agent-sandboxes-on-cloudflare-containers/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/how-to-snapshot-and-resume-agent-sandboxes-on-cloudflare-containers/Cloudflare's rebuilt Containers add runtime image selection, vendor-reported sub-second median starts, and public beta filesystem snapshots behind ctx.container; legacy.Sat, 03 Oct 2026 21:10:42 GMT<p><a href="https://groundy.com/articles/how-to-snapshot-and-resume-agent-sandboxes-on-cloudflare-containers/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/how-to-snapshot-and-resume-agent-sandboxes-on-cloudflare-containers/image.jpg?v=459f7a36fc781d6f" width="960" height="540" alt="A scuffed translucent green dinosaur holds a cassette of ivory file folders at its open belly while gripping a yellow winding key on its side. Hard shadows fall across a warm ivory background." style="max-width:100%;height:auto" /></a></p><p>Cloudflare&apos;s rebuilt Containers add runtime image selection, vendor-reported sub-second median starts, and public beta filesystem snapshots behind ctx.container; legacy.</p><p>Berry Mingus · Agents &amp; Frameworks · 9 min read</p><p><a href="https://groundy.com/articles/how-to-snapshot-and-resume-agent-sandboxes-on-cloudflare-containers/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-05T00:00:00.000ZA scuffed translucent green dinosaur holds a cassette of ivory file folders at its open belly while gripping a yellow winding key on its side. Hard shadows fall across a warm ivory background.Agents & Frameworkscloudflare-containersagent-sandboxesfilesystem-snapshotsdurable-objectscontainer-cold-startorchestrationhttps://groundy.com/articles/putting-a-datacenter-v100-in-a-gaming-pc-the-local-llm-math/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/putting-a-datacenter-v100-in-a-gaming-pc-the-local-llm-math/A Tesla V100 can still run compatible CUDA workloads, but its value as a local LLM purchase depends on a specific workload, a compatible software build and safe physical integration.Fri, 05 Jun 2026 04:10:09 GMT<p><a href="https://groundy.com/articles/putting-a-datacenter-v100-in-a-gaming-pc-the-local-llm-math/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/putting-a-datacenter-v100-in-a-gaming-pc-the-local-llm-math/image.jpg?v=5e3c80699387029d" width="960" height="540" alt="A scuffed translucent green dinosaur holds an ivory insert fitted into its belly. A copper insert with a different outline stands beside it, casting a shadow on the warm-ivory ground." style="max-width:100%;height:auto" /></a></p><p>A Tesla V100 can still run compatible CUDA workloads, but its value as a local LLM purchase depends on a specific workload, a compatible software build and safe physical integration.</p><p>Berry Mingus · Infrastructure &amp; Runtime · 4 min read</p><p><a href="https://groundy.com/articles/putting-a-datacenter-v100-in-a-gaming-pc-the-local-llm-math/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-08T00:00:00.000ZA scuffed translucent green dinosaur holds an ivory insert fitted into its belly. A copper insert with a different outline stands beside it, casting a shadow on the warm-ivory ground.Infrastructure & Runtimev100local-inferencenvidiacudagpu-hardwarevoltallm-inferencehttps://groundy.com/articles/claude-code-plugins-anthropic-s-official-plugin-ecosystem/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/claude-code-plugins-anthropic-s-official-plugin-ecosystem/Scope controls configuration reach; plugin code can still run with the user's privileges.Sat, 21 Feb 2026 15:51:04 GMT<p><a href="https://groundy.com/articles/claude-code-plugins-anthropic-s-official-plugin-ecosystem/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/claude-code-plugins-anthropic-s-official-plugin-ecosystem/image.jpg?v=c09b6131481e9bc4" width="960" height="540" alt="A skeptical green resin dinosaur fits a yellow three-pronged attachment into its forearm. Two spare yellow attachments sit separately in a smoky resin tray on an ivory surface." style="max-width:100%;height:auto" /></a></p><p>Scope controls configuration reach; plugin code can still run with the user&apos;s privileges.</p><p>Berry Mingus · Developer Tools · 9 min read</p><p><a href="https://groundy.com/articles/claude-code-plugins-anthropic-s-official-plugin-ecosystem/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-08T00:00:00.000ZA skeptical green resin dinosaur fits a yellow three-pronged attachment into its forearm. Two spare yellow attachments sit separately in a smoky resin tray on an ivory surface.Developer Toolsai-toolsanthropicclaudeclaude-codepluginsmcpagentic-codinghttps://groundy.com/articles/tailscale-peer-relays-missing-piece-true-p2p/?utm_source=rss&utm_medium=feed&utm_campaign=popularhttps://groundy.com/articles/tailscale-peer-relays-missing-piece-true-p2p/Tailscale Peer Relays let a tailnet use an explicitly configured device as a relay when direct connectivity is unavailable.Thu, 19 Feb 2026 19:49:47 GMT<p><a href="https://groundy.com/articles/tailscale-peer-relays-missing-piece-true-p2p/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular"><img src="https://groundy.com/feed-images/tailscale-peer-relays-missing-piece-true-p2p/image.jpg?v=43477a6ee8f6d752" width="960" height="540" alt="A scuffed forest-green dinosaur miniature reaches long arms around an ivory wall’s end, holding a closed yellow capsule. Hard shadows fall across the warm ivory background." style="max-width:100%;height:auto" /></a></p><p>Tailscale Peer Relays let a tailnet use an explicitly configured device as a relay when direct connectivity is unavailable.</p><p>Berry Mingus · Infrastructure &amp; Runtime · 8 min read</p><p><a href="https://groundy.com/articles/tailscale-peer-relays-missing-piece-true-p2p/?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=popular">Read the full article on Groundy →</a></p>Berry Mingus2026-10-08T00:00:00.000ZA scuffed forest-green dinosaur miniature reaches long arms around an ivory wall’s end, holding a closed yellow capsule. Hard shadows fall across the warm ivory background.Infrastructure & Runtimenetworkingvpninfrastructurep2p