Heliconema
PulseAugur coverage of Heliconema — every cluster mentioning Heliconema across labs, papers, and developer communities, ranked by signal.
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AI Agents Risk Budget Overruns and Data Leaks Without Gateways
Running multiple AI agents without proper oversight can lead to significant financial and security risks. Common issues include infinite agent loops that drain budgets due to a lack of delegation depth limits and per-ag…
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Developers build LLM observability tools and audit existing setups to track costs and errors
A developer has created a zero-configuration Python tool called llm-lens to monitor API calls to OpenAI and Anthropic, tracking costs, latency, and errors without requiring SDK changes or account setup. The tool uses mo…
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Skope launches outcome-based billing for AI software, shifting risk to vendors
Skope, a new billing system, has launched to support outcome-based pricing for software products, particularly targeting the burgeoning AI market. The platform allows companies to charge customers only when their softwa…