Marc Donovici's avatar

Marc Donovici (Marc-Dvci)

AI Lead / Enterprise GenAI & auditor. 3rd place, Google MedGemma Challenge | Winner - Qwen Cloud challenge | 2nd place, AWS hackathon

Mental Model Drift: Bee hears it, production settles it
Mental Model Drift: Bee hears it, production settles it

We monitor configuration drift, infrastructure drift and schema drift. Mental Model Drift monitors the one system nobody instruments: the engineer's understanding.

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Raccord - Accessible Experience Reliability for live media.
Raccord - Accessible Experience Reliability for live media.

Raccord certifies, monitors, diagnoses, repairs and proves the accessibility of a live media experience.

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On The Line
On The Line

On the Line is a community resource directory that phones ahead.

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Lumen - AI neonatal specialist
Lumen - AI neonatal specialist

AI neonatal danger-sign screening for community health workers — Qwen Cloud when online, a fine-tuned on-device Qwen3-VL when not, so it never goes dark.

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Breathing Room: crowd pushing and minutes to danger
Breathing Room: crowd pushing and minutes to danger

A crowd-crush early warning that reads crowd density and pressure in people from ordinary CCTV, predicts the next minutes with the physics of crowd flow, and gives a deadline before anyone falls.

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Second Key: a call-back check before a parent pays
Second Key: a call-back check before a parent pays

A two-person check for families: before an elderly parent pays someone new, their second key calls back and reads a release code that a scammer on the line cannot produce.

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Encore: a taste agent for care-home activity coordinators
Encore: a taste agent for care-home activity coordinators

A taste agent for care-home activity coordinators: Qloo finds the songs and films of each resident's youth, picks lounge films that leave nobody out, and pairs each resident with a carer.

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Mantel: the living-room TV, in your family's words
Mantel: the living-room TV, in your family's words

A Fire TV app for a person living with dementia. It answers the question asked forty times a day in the family's own words and voice, says who is at the door, and flags sudden change.

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RxLint: static analysis for medication dispensing
RxLint: static analysis for medication dispensing

Static analysis for medication dispensing. RxLint checks the medicine physically being handed against the prescription, the patient's facts and a versioned rule pack.

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CIRCA — a second opinion before you say yes
CIRCA — a second opinion before you say yes

An Alexa+ add-on that checks a contractor's quote before you pay: what is established, what the price covers, and where every dollar goes. Zero false alarms on ordinary repairs.

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SASH: Street Air, Sensed at Home
SASH: Street Air, Sensed at Home

Which window should you open, and when? SASH turns three Ring devices into a ventilation adviser: the same fresh air, far less street pollution. It never looks at an image.

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Callibrate
Callibrate

Evidence-backed verification agent for real-world records.

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Tail Risk
Tail Risk

Tail Risk tells an organ-transport coordinator when a commercial flight that looks available on the timetable is no longer operationally safe to rely on.

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Recall Me Maybe
Recall Me Maybe

Check a second-hand child product for recalls even when you do not know exactly what the product is called.

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Lore - Consent that lives as long as the story does
Lore - Consent that lives as long as the story does

Lore is a living permission and lineage control plane for documentary and archival media, powered by ClickHouse.

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All-Access
All-Access

A shoot day isn't recovered until it's recovered for everyone.

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Reality Diff — semantic memory for the physical world
Reality Diff — semantic memory for the physical world

Your camera roll remembers pictures. Reality Diff remembers what was true in them — and lets you ask.

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Threshold
Threshold

One web page where several independent care organisations answer a person's AI assistant at the same time, and compose a single plan between them.

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Attestable
Attestable

Prove how your AI media was made — and make the proof impossible to quietly rewrite.

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Guardian 172 — Offline Flight-Safety Monitor
Guardian 172 — Offline Flight-Safety Monitor

An offline flight-safety monitor for the Cessna 172. It replays real training telemetry, flags unusual behaviour, explains which signals drove it, and opens a checklist. No cloud, no per-aircraft fee.

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Praxis - evidence-bound remediation agent.
Praxis - evidence-bound remediation agent.

Praxis takes that one narrow, expensive incident all the way to a mergeable fix, and refuses to hand you anything it cannot prove.

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FastPath64: the missing Arm smmla kernel for IQ4_XS
FastPath64: the missing Arm smmla kernel for IQ4_XS

IQ4_XS is the smallest standard 4-bit GGUF and had a tiled matmul kernel on Intel AMX, none on Arm. FastPath64 writes it: 2.12x prefill on Neoverse N2, 1.30x a whole agent turn, byte-identical output.

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ChalkTrace - proof-carrying adaptive learning system
ChalkTrace - proof-carrying adaptive learning system

Adaptive learning that earns the right to teach: every lesson ships with signed evidence from seven checks, and learners can challenge any claim — disprove it and their path rebuilds.

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