Field notes
Release notes, workflow teardowns, and field lessons from building Amira Sense for broadcast and streaming teams.
27 notesThe agentic AI and DMF sessions worth your badge at IBC 2026, the five questions to ask vendors on the floor, and the Amsterdam logistics nobody tells you.
Kyle Suess
Read the noteA practical guide to local AI for video, covering bandwidth, latency, privacy, resilience, capacity planning and the workloads better left in the cloud.
Kyle Suess
Learn how live video agents observe broadcast feeds, ground decisions in evidence, hand actions to production tools and remain under operator control.
Kyle Suess
A field-ready scorecard for testing live production agents at IBC 2026, covering latency, failure handling, human control and operational fit.
Kyle Suess
Set multiview sports streaming sync targets by use case. Test related feeds, selected audio, stats, alerts, switching, recovery, and devices.
Kyle Suess
Build a team-owned sports network launch plan for OTA, pay-TV and DTC outlets, with clear service definitions, owners, outlet tests and incident evidence.
Kyle Suess
Build a managed playout acceptance plan for feed handoffs, schedule changes, regional versions, incidents, recovery and independent evidence.
Kyle Suess
Build an SSAI and SGAI verification plan that reconciles cues, ad decisions, playback, slate, programme return and measurement across real devices.
Kyle Suess
Test live vertical sports video for framing, scorebugs, captions, sponsors, latency and fallback before approving automated 9:16 delivery.
Kyle Suess
Map agentic AI in broadcast permissions by action, evidence, timeout and rollback so operators know what can run and what still needs human approval.
Kyle Suess
Build a broadcast AI ROI case with a measured baseline, full-cost model and clear scale, extend or stop gates for an operations pilot.
Kyle Suess
Evaluate AI video search for broadcasters with source checks, timecodes, access controls and an archive test plan that measures usable clips, not demos.
Kyle Suess
Multilingual live sports need more than translation. Check language, meaning, audio tracks, captions, delay and fallback before adding another live output.
Kyle Suess
Evaluate AI broadcast monitoring before you buy. Test wrong feeds, caption errors, alert delays and operator workload with a practical IBC buyer's checklist.
Kyle Suess
Cloud repatriation for media: select workloads, test savings, check exit costs and migrate with production safeguards, acceptance gates and a rollback plan.
Kyle Suess
Small LLMs for the newsroom can draft metadata, summaries and headlines locally. Compare current models, source checks and the pilot metrics that matter.
Kyle Suess
Compare the broadcast inference stack: vLLM, SGLang and TensorRT-LLM under sustained load. Test concurrency, queues and deadlines before approving production.
Kyle Suess
Live caption QC needs more than a valid stream. Check FCC quality standards, caption delay, placement and completeness with practical broadcast tests.
Kyle Suess
Broadcast AI inference placement: compare edge, on-prem clusters and cloud using media bandwidth, live latency budgets, GPU isolation and tested failover.
Kyle Suess
VLMs for broadcast content compliance: compare current models, GPU memory, sampling risks and human-review checks before trusting AI to screen your video.
Kyle Suess
A practical guide to broadcast AI data sovereignty: review content rights, GDPR transfers, API retention, and cloud access before uploading unaired footage.
Kyle Suess
Size NVIDIA GPUs for broadcast AI in 2026 by VRAM, power, media-hour cost and workload, from L4 and RTX PRO to L40S and DGX Spark.
Kyle Suess
Compare Whisper, Parakeet, Canary and Qwen3-ASR for broadcast: WER, streaming, language coverage, GPU needs, timestamps and commercial licenses in 2026.
Kyle Suess
Three caption and AI rules are live. Learn what the EU AI Act, EAA and FCC require and where broadcast caption pipelines carry compliance risk.
Kyle Suess
What the Model Context Protocol is, where it already runs in broadcast, how it relates to MOS and NMOS, and what to ask vendors at IBC 2026.
Kyle Suess
Real 2026 pricing for cloud ASR APIs, what self-hosting on your own GPUs actually costs, and the break-even point where each one wins. With the math shown.
Kyle Suess
MXL is the open-source shared-memory layer beneath the EBU Dynamic Media Facility. What it does, how it differs from ST 2110, and what to expect at IBC 2026.
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