This story was originally published on HackerNoon at: https://hackernoon.com/openclaw-in-practice-building-laptop-less-engineering-workflows-with-an-agent-harness.
Stop context switching between Slack, terminals, and consoles. Learn how OpenClaw acts as a workflow harness to automate incident triage, reviews, and ops tasks
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This story was written by: @khushan. Learn more about this writer by checking @khushan's about page, and for more stories, please visit hackernoon.com.

Stop context switching between Slack, terminals, and consoles. Learn how OpenClaw acts as a workflow harness to automate incident triage, reviews, and ops tasks

This story was originally published on HackerNoon at: https://hackernoon.com/built-on-$32-billion-in-processed-spend-inside-spendflos-new-ai-for-managing-enterprise-spend.
Inside the $10 billion procurement software category, Spendflo just bet the mid-market tier restructures first. Market sizing, vision, and competitive geometry.
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This story was written by: @ishanpandey. Learn more about this writer by checking @ishanpandey's about page, and for more stories, please visit hackernoon.com.

This story was originally published on HackerNoon at: https://hackernoon.com/lyrieai-wants-a-piece-of-crowdstrikes-$90b-empire-inside-the-first-batch-of-anthropics-cvp.
Lyrie.ai joins Anthropic's CVP first batch, releases the open Agent Trust Protocol, and compresses zero-day disclosure to hours. The next cybersecurity leader.
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This story was written by: @ishanpandey. Learn more about this writer by checking @ishanpandey's about page, and for more stories, please visit hackernoon.com.

This story was originally published on HackerNoon at: https://hackernoon.com/best-speech-to-text-apis-12-leading-speech-to-text-apis-compared.
Speech-to-text APIs now process 500M+ hours of audio a month across enterprise apps, but a transcript alone isn't enough.
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This story was written by: @modulate. Learn more about this writer by checking @modulate's about page, and for more stories, please visit hackernoon.com.

Speech-to-text APIs now process 500M+ hours of audio a month across enterprise apps, but a transcript alone isn't enough for fraud detection, healthcare scribing, or call-center QA. Here's how 12 leading APIs compare on real-time speed, diarization, languages, and voice intelligence. There are many speech to text APIs available, and they all have different capabilities for speech to text conversion. Only a few speech to text APIs can perform tone, intent, and behavioral analysis of the speech.

This story was originally published on HackerNoon at: https://hackernoon.com/the-only-context-rule-your-ai-agents-actually-need.
Your AI agent doesn’t need more context. It needs cleaner context: refreshed often, kept minimal, and not treated like memory.
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This story was written by: @sebastianmartinez. Learn more about this writer by checking @sebastianmartinez's about page, and for more stories, please visit hackernoon.com.

Bigger context windows don’t equal smarter agents. Systems may need rich memory, but individual agents need clean, minimal context. Refresh context often, keep it focused, offload durable memory to external systems, and use agent hierarchies when the system needs more knowledge.

This story was originally published on HackerNoon at: https://hackernoon.com/vapi-raises-$50m-led-by-peak-xv-to-build-the-default-infrastructure-for-enterprise-voice-ai.
Vapi raises $50M Series B led by Peak XV, with M12, Kleiner Perkins and Bessemer, as voice AI agents cross one billion calls across enterprise.
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This story was written by: @ishanpandey. Learn more about this writer by checking @ishanpandey's about page, and for more stories, please visit hackernoon.com.

This story was originally published on HackerNoon at: https://hackernoon.com/your-gpu-is-lying-to-you-about-its-capacity.
A deep dive into KV cache fragmentation, PagedAttention, continuous batching, and the real bottlenecks behind production LLM inference.
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This story was written by: @vineet-vijay. Learn more about this writer by checking @vineet-vijay's about page, and for more stories, please visit hackernoon.com.

This article explores why production-grade LLM serving is fundamentally a memory management problem rather than a pure compute problem. Using real-world examples from GPU inference clusters, it breaks down KV cache fragmentation, PagedAttention, prefix caching, continuous batching, chunked prefill, speculative decoding, and KV cache quantization, showing how modern inference systems achieve massive throughput gains through smarter memory orchestration

This story was originally published on HackerNoon at: https://hackernoon.com/i-got-flagged-for-circumventing-systems-and-how-i-fixed-it-fast.
Got suspended on Google Local Services Ads for “Circumventing Systems”? Learn the real reasons behind false flags.
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This story was written by: @mayurshah. Learn more about this writer by checking @mayurshah's about page, and for more stories, please visit hackernoon.com.

Google LSA “Circumventing Systems” flags are often caused by AI-driven false positives like document upload errors, category changes, phone mismatches, review spikes, or multiple users. Even honest businesses can get suspended. Fix issues quickly, ensure consistent details across platforms, and appeal fast to improve recovery chances.