Arize Phoenix in 2026: The Self-Hosted Observability Stack for Agents
Phoenix accepts OpenTelemetry traces from any framework, runs anywhere from your laptop to Kubernetes, and is fully open source with no feature gates.
Browse older CallSphere articles on AI voice agents, contact center automation, and conversational AI.
From the blog
Phoenix accepts OpenTelemetry traces from any framework, runs anywhere from your laptop to Kubernetes, and is fully open source with no feature gates.
Studio and Flex are great UI but bottleneck on rigid IVR logic. Add OpenAI Realtime as the natural-language frontend — keep Flex for human routing.
Sentiment alerting is easy to ship and hard to make useful. We cover thresholding, debouncing, baseline drift, and a Slack/PagerDuty integration that doesn't generate alert fatigue. Includes the SQL we use at CallSphere.
Texas SB 1188 requires US-resident EHRs from January 1, 2026; Nevada's consumer-health-data law constrains health data; Colorado AI Act takes effect June 30, 2026. AI voice agents must architect for state-by-state data localization.
Fireworks.ai's proprietary FireAttention engine delivers 4× lower latency than vLLM, 150ms P50 TTFT on Llama 70B, and 92.1% multi-tool function calling accuracy. Voice-agent build guide.
pg_duckdb embeds DuckDB inside Postgres so transactional and analytic queries share the same database. AI dashboards that took 90 sec on Postgres run in <1 sec via DuckDB — without leaving Postgres.
Most voice-agent tool calls hit the same hot data: caller account, upcoming appointments, recent invoices. Pre-fetch on call connect so the LLM never waits. ToolCacheAgent and Asteria show 1.8-3.2x speedups.
OpenAI closed 6 acquisitions in Q1 2026; Anthropic took 3.5GW TPU from Google + Broadcom. Two divergent consolidation plays inside the foundation model layer, explained.
RNNoise compiled to WASM and loaded into an AudioWorklet processes 48 kHz audio at ~13 ms latency, runs noise-gate hysteresis, and converts Float32 to Int16 PCM — all on a non-DOM audio thread.
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