Market Report
Inference Pricing Turns into Product Strategy
Teams now optimize model routing per task class instead of running a single model for all workloads.
Neural Frontier Daily
Breaking: Multi-agent toolchains move to production scale
AI Newsroom: Models, Agents, and Infrastructure Reality
A daily editorial stream focused on applied AI: new model behavior, retrieval quality, latency economics, and engineering patterns that survive production workloads.
Engineering Note
Why Agent Reliability Still Breaks at Tool Boundaries
Most failures happen in schema drift, retries, or stale retrieval snapshots, not in raw model quality.
Editorial
Prompt Tricks Are Dead; Prompt Systems Win
Durable instruction layering, guardrails, and tool contracts beat one-shot prompt hacks in production.
Ops
Latency Budgets: Where 700ms Actually Goes
A practical split of total response time across retrieval, model execution, and post-processing stages.
Risk
Silent Regression in Multi-Provider Routing
Without canary signals and rollout gates, quality drops hide behind normal traffic variance.
Notebook
Designing Human-Overridable Automation in AI Panels
Operator override paths are mandatory for billing, account state, and user-impacting actions.