What we are learning, from the workbench.
Notes for the people building alongside us. Written for founders scoping their first voice agent, engineers deciding what to trust in production, and readers who care why a piece of software should behave one way and not another. New posts weekly.
The long lie on the kitchen floor
Thirty per cent of falls in people over 90 result in a long lie of more than an hour. Half of those people die within six months. That is the gap SOS.VU sits inside.
How our research agent found the deadline before we did
A weekly scheduled scan run by our research persona surfaced an EU AI Act Article 50 deadline against a product we had already parked. Twenty-four hours later, we had a v0.1 across four surfaces. What the pipeline looks like, and why the loop matters more than the finding.
The lone worker number that keeps getting missed
HSE recorded the lowest ever annual worker fatalities in 2025/26. Look closer at who is dying alone, and the picture behind the headline is uglier than it reads. What a modern safety product owes the person in that moment.
Why the second camera keeps missing the moment
Two-camera wedding coverage is the UK industry standard. It still costs an extra shooter, still burns the crew out, and still misses the moment. Here is what a properly synced rig has to do to earn its place on the day.
The real cost of cutting a single short
Producing one YouTube Short manually takes 2.5 to 4.5 hours. A freelance editor charges $50 to $500 per clip. Neither maths works for a daily creator. Here is the pipeline that does.
Why family photo threads keep breaking
Family photos live in four apps, three clouds and a phone that says storage full. What a master feed per family or event has to get right — before it is worth trusting with the pictures that matter.
Sovereignty is a product feature now
Fifty thousand users signed a petition this year saying Meta wrongly disabled their accounts. The right to leave a platform with your data is not a policy question any more. It is a product feature.
Multi-LLM orchestration without the drift
Forty per cent of multi-agent pilots fail within six months. The reason is almost never model capability. It is the handovers. How we build them in CALEL Legion so they hold.
Why your LLM keeps drawing bad diagrams
The overlapping boxes in the top-left of your Mermaid render are not your prompt failing. They are a canvas-contract failure between the model and the page. What Aquaman does differently.
A falcon for the walk home
Nine in ten women in the UK report feeling unsafe walking at night. Baaj is a phone-case drone built for the walk they cannot avoid taking. Why the form factor matters more than the feature list.
A doorbell that only tells you what matters
Ring is fixing notification fatigue in the cloud. We think the fix belongs at the sensor. DingDongAI is a neuromorphic doorbell built on that assumption.
What every wearable panic button got wrong first
Five things the wearable safety category has been getting wrong — false alarms, dead batteries, slow escalation — and how Synapse-V is designed around them.
Lone security officer welfare is a product problem
The HSE has been clear for years. The industry has policies for years. Officers are still isolated, still assaulted, still leaving. Five reasons the fix is software, not another poster in the crew room.
Why your MCP config keeps breaking
Config drift, silent overwrites, tool sprawl, and the JSON-file-of-truth problem. Five reasons developers keep losing an afternoon to MCP wiring — and what AutoMCP does about it.
What a voice agent has to get right before it can go live
If you are about to put a voice agent in front of a customer, this is the shortlist that decides whether they trust it: fast turn-taking, a warm hand-off to a human when it matters, and an eval loop tight enough to catch regressions before your users do.
Recognise the problem?
If any of the pieces above describe a problem you are living with right now, tell us in one paragraph. We reply within two working days and, if we cannot help, we will point you somewhere that can.
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