koii.fish

Why koii

Better work. Smaller wake.

koii remembers useful context, routes each task to the lightest model that can finish it, and keeps more work local when possible. Less repeated context. Fewer wasted runs. More finished work.

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  • Finish more work
  • Use lighter models
  • Reduce wasted runs

local first • cloud when needed • user-approved • context stays close

The problem

Most AI work starts heavier than it needs to.

Every repeated prompt, pasted screenshot, rebuilt brief, and oversized model call adds friction for the user and load for the machine. Most tools treat every ask like it needs the biggest engine in the room.

koii starts smaller. It keeps context close, remembers what matters, and only reaches for more horsepower when the job needs it.

  • Repeated context

    The same tabs, notes, screenshots, and files get rebuilt again and again.

  • Oversized runs

    Simple tasks often get sent to models larger than the work requires.

  • Hidden cost

    Compute feels invisible, but it still uses electricity, cooling, infrastructure, and water.

The facts

The machine has a footprint.

Why water matters

AI does not only use electricity.

Data centers may use water directly for cooling. They can also be connected to water indirectly through the electricity used to power them. That means the same model call can have a different footprint depending on where it runs, how the data center is cooled, and what powers the grid.

The point is not to stop using powerful models. The point is to stop using them when a lighter one would do.

  1. User asks
  2. koii checks context
  3. local model if enough
  4. cloud model when needed
  5. answer returned
  6. less repeated work

Smarter routing does not remove impact. It makes each run more intentional.

Framing informed by Making AI Less Thirsty (Li et al., 2023) on the water footprint of AI models.

The koii way

Use the smallest model that can still nail the job.

  • Context stays close

    koii remembers useful work so you do not rebuild the same prompt twice.

  • Local first

    Small local models handle lighter tasks when they can.

  • Cloud when it matters

    Bigger models are reserved for work that actually needs more horsepower.

  • You approve

    koii drafts, researches, and helps. You decide what ships.

Your pond

See what your choices save.

As koii learns your workflow, your pond can show what was reused, what ran locally, what needed the cloud, and where time was saved.

Pond · this week

Mock preview

  • Context reused

    128 items

  • Local runs

    312

  • Cloud runs

    47

  • Estimated credits saved

    ~1,140

    Estimate

  • Estimated kWh avoided

    ~2.4 kWh

    Estimate

  • Estimated water avoided

    ~9 L

    Estimate

Estimates improve as routing data gets more precise. kWh measures energy used over time; kW measures power draw at a moment.

A different default

Join the pond.

koii is for people who want sharper tools, calmer work, and smarter defaults. Not less ambition. Less waste around the ambition.

Better work should not require the heaviest machine every time.

Try koii for 10 daysSee the model routing

Work faster. Run lighter.

Try the full pond for 10 days. Keep the local models. Upgrade when you want smarter routing, bigger lifts, and the full school of agents.

Start 10-day trial

After 10 days, premium routing is $19/month. Local models stay yours.