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Safety & Ethics

Safety Isn't a Feature.
It's the Foundation.

The race to build ever-bigger AI has quietly pushed safety, sustainability and people down the priority list. EcoKure is built the other way around: people and the planet first, profit as the result, not the goal.

An Honest Look

Where the Industry
Is Going Wrong

We say this with respect for the brilliant people inside these labs, many of whom are sounding the alarm themselves. The incentives, not the individuals, are the problem.

Speed over safety

Frontier labs race to ship. Safety teams have publicly reported being sidelined, and in 2024 a leading lab's long-term safety group was disbanded after senior researchers left, saying safety had "taken a backseat to shiny products."

Profit over people

Commercial pressure, and in some cases restrictive exit agreements, have discouraged staff from speaking openly. Current and former employees have had to publicly call for a "right to warn."

Cost to the planet

Each leap in capability has meant another jump in energy and water use, with little public accountability for the footprint. Safety has to include the world the AI runs on.

Closed & unaccountable

Opaque models, undisclosed training data, no independent oversight. The public is asked to simply trust, with no way to verify.

Based on widely-reported public statements and reporting across the AI industry in 2023–2024. We name the pattern, not individuals.

Publicly Reported · 2023–2024

The Quiet Walk-Back

The safety commitments that launched today's biggest AI didn't survive the race to ship. This isn't our opinion, it's the public record. Sources listed below.

The promise

Pledged 20% of all compute to aligning superintelligent AI, with a dedicated "Superalignment" team.Jul 2023

What happened

The team was disbanded within a year; both of its leaders resigned.May 2024 · ¹

The policy

Usage rules explicitly banned use of the technology for "military and warfare."until Jan 2024

What happened

That wording was quietly removed from the usage policy.Jan 2024 · ²

The culture

Founded and branded as a safety-first research lab.mission statement

What happened

A departing safety lead: safety "culture and processes have taken a backseat to shiny products."May 2024 · ³

The people

Employees free to speak up about risks.implied

What happened

Exit deals reportedly tied vested equity to non-disparagement; reversed after public outcry.May 2024 ·

The oversight

Trust us to self-govern safely.the ask

What happened

13 current & former staff published "A Right to Warn," demanding whistleblower protection, endorsed by Bengio, Hinton & Russell.Jun 2024 ·

Sources: 1. CNBC · 2. The Intercept · 3. VentureBeat · 4. CNBC · 5. TIME

2–4%
of global emissions are now linked to data centres and transmission
~10 GW
of new data-centre capacity planned globally by 2030
96%
less power Jarvi3 is built to use — the same answers, a fraction of the footprint

"If you have to ask people to trust you, you've already lost their trust. We'd rather show our work, and be held to it."

Our Commitments

Built the Opposite Way

Six principles we hold ourselves to, designed into the system from day one, not bolted on after.

People over profit

Our roadmap is funded by real usage, not by a race to satisfy investors. We build the next thing when it's ready and right, not before.

Safety by design

Jarvi3's deterministic GLM routing makes behaviour more predictable and auditable. Offline-capable, with zero data exposure by default.

Sustainable by default

Safety includes the planet. By routing each task to the right specialist instead of firing one giant model at everything, Jarvi3 is built to use up to 96% less power than GPT-5.5 at matching quality, across everyday queries, coding (SWE-bench) and full app builds. (Our benchmarks; independent verification in submission.)

Transparent & evidence-led

We publish our methods and our numbers, and we don't make claims we can't back. No hype, no "just trust us."

A right to warn

We back strong whistleblower protections and a culture where raising a concern is rewarded, never punished or silenced by contract.

Human accountability

A person is always responsible. AI assists the decisions that matter, it never gets to make them alone, in the dark.

A Better Way Is Possible

Help Us Prove
It Can Be Done Right.

Every query on Jarvi3 backs an AI built for people and the planet, not the other way around.

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