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Post maps out aKubeflow Pipelinesworkflow onSpark,Feast, andKServe. It tackles fraud detection end-to-end: data prep, feature store, live inference. It turns infra into code, ensures feature parity in train and serve, and registers ONNX models in theKubeflow Model Registry... read more Â
Anthropic teamsfire upClaude Code. They automate data pipelines and squash Kubernetes IP exhaustion. They churn out tests and trace cross-repo context. Non-dev squads use plain-text prompts to script workflows, spin up Figma plugin automations, and mock up UIs from screenshotsâzero code. Trend to w.. read more Â
Bugbot hunts bugs in PR diffs, flagging logic slip-ups and strange edge cases. It then detects security gaps, blending top LLMs with custom heuristics. It plugs into the Cursor dashboard and runs dedicated Bugbot rules.Beta stats: 1M+ reviews, 1.5M+ issues found. Half the bugs are fixed before merge.. read more Â
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An AI-powered dev workflow combinedClaude,Playwright, and aPostgres-backed REST APIto ship 2â3 features per day. But as complexity grew, multi-agent loops broke down, tests ballooned, and schema drift demanded increasingly precise prompts and manual corrections.The result: more time spent managing c.. read more Â
AI data integration obliterates manual ETL chores. It handlesschema mapping,transformation,anomaly detection. Deployments sprint ahead. Machine learning models digest structured, semi-structured, unstructured formats. They forge real-time pipelines bristling withgovernanceandsecurity. Infra shift:A.. read more Â
AI agents tap MCP servers andStrands Agents. They fire off tools that chart IAM permission chains and sniff out AWS privilege escalations. Enter the âSum of All Permissionsâ method. It hijacks EC2 Instance Connect, warps through SSM to swipe data, and leaps rolesâlong after static scanners nod off. .. read more Â
METRran an randomized controlled trial (RCT) with 16 open-source devs. They tackled real-world code tasks usingClaude 3.5andCursor Pro. The pitch:40%speed boost. Reality:19%slowdown. A deep dive into 246 screen recordings laid bare friction in prompting, vetting suggestions, and merging code. That .. read more Â
SkyPilot spins an AI-native control plane on Neocloud Kubernetes. It binds GPU pools across clouds into one resilient grid. Teams define ML jobs in a single YAML. SkyPilot drives gang scheduling, SSH/Jupyter access, and multi-cluster compute. It does auto failover and cost-smart scheduling. Infra s.. read more Â
LLMs function as next-token predictors. With scant user context, they hallucinateâspinning fresh backstories. As these models morph into autonomous agents, context engineeringâfeeding facts, memory, tools, guardrailsâhalts rogue behavior. Trend to watch:A jump in context engineering. It pins LLMs t.. read more Â
April 2025 Copilot Enterprise update slipped in aJupyter sandbox. It snuck in aPATH-poisonable pgrepat rootâs entrypoint. Attackers could hijack that forroot execution.Eye Securityflagged the hole in April. By July 25, 2025, Microsoft patched this moderate bug. No data exfiltration reported. Why it.. read more Â
