I believe the best embedded solutions are those that not only meet today's requirements but are architected to adapt and scale as your needs evolve.
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Joined August 2025
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Your instrument is built to run for 10 years. Check how long its operating system edition is supported. If the OS ends first, the upgrade is a re-validation project, and someone has to own it before the date, not after. linkedin.com/company/embedde…
A cleared device you can't sell yet is a strategy, not a win. Draw your submission boundaries along the pieces you can ship and invoice, and know which piece gates revenue. linkedin.com/company/embedde…
List every function your device needs a network for. Now mark which ones may stop when there is no signal, and which must not. If nobody signed that list before launch, the field will write it for you. linkedin.com/company/embedde…
One team automating security reviews with agents counts a 33% human-escalation rate as a success. Agent reasons, deterministic code acts, humans get the ambiguous third. In regulated work, an agent that never escalates is the red flag. linkedin.com/company/embedde…
An AI agent touched a controlled record. Can you show what it read, what it proposed, and who approved the write? Read-only diagnosis, an immutable log of every step, a human sign-off before any write. A prompt log is not an audit trail. linkedin.com/company/embedde…
Once the hardware platform is ready, the device software decides how fast the product competes: mapping, workflow, update cadence.
Fund and own it like the hardware, with its own roadmap and team, not as a finishing step.
linkedin.com/company/embedde…
A PCCP is decided in the v1 architecture, not after clearance.
Its modification protocol and impact assessment fix which modules change in isolation and what V&V reruns, before design lock.
Optional pathway. No new FDA rule.
linkedin.com/company/embedde…
In medtech diligence the question is not who knows the firmware. It is who can release it: rebuild, sign, program, test.
If that is one name, the release cannot be repeated under change control.
linkedin.com/company/embedde…
An EOL notice is a filing decision before it is a sourcing one: letter to file, or new 510(k)?
Pick the replacement that is cheapest to prove, not cheapest to buy.
linkedin.com/company/embedde…
A digital DHR is only as defensible as the chain that produces it.
If the tag cannot be proven at capture, the database is not a record.
linkedin.com/company/embedde…
A bolt-on gateway is a second product. An embedded board is a component.
Who owns the customer when the radio drops?
linkedin.com/company/embedde…
Same triad, no image.
Missing SBOM, SPDF, or the postmarket plan is an incomplete file, not a later technicality.
linkedin.com/company/embedde…
Same gate, no image.
If the remaining pages cannot stop the project after the market-size slide is gone, the pack has a preference, not a threshold.
linkedin.com/company/embedde…
524B is a Refuse to Accept rule: SBOM, SPDF, postmarket plan.
If a reviewer needs a narrator, the pack is not finished.
linkedin.com/company/embedde…
ALT Raised the bar - three gates SBOM, SPDF, Postmarket plan.
QMSR is a market gate in 2026, not a later workstream.
A board can decide a pass/fail file. It cannot decide "we should modernise security."
linkedin.com/company/embedde…
ALT Market gate: product ready for sale left, orange QMSR+cyber gate right.
Can you ask for the investment without naming a tool?
If the sentence collapses when the vendor name is removed, you do not have a capability case. You have a purchase request.
Can you ask for the investment without naming a tool? If the sentence collapses when the vendor name is removed, you do not have a capability case. You have a purchase request.
ALT Muted blue-gray card with a sentence that has a grayed-out vendor name and an orange-underlined outcome.
(1/4) A week of decisions other functions can actually read. Write the decision so the next engineer does not have to guess. Stop the diagram at the zoom the review can finish. #CTO #Architecture
(3/4) Folklore cannot be audited. A file can. The collection of one-choice records is the decision log. Recoverability is the point.