oktaria.
NOW SENSINGBUILD CONTEXT

Oktaria / trajectory intelligence · Sense · Predict

Sense the build
before it hardens.

At the instant a model, package or service enters a product, Oktaria reads the surrounding system—not just the isolated choice.

Enter the decision field ↓See the system architecture ↗
01SENSELocal context
02ESTIMATEUseful state
03CONNECTDependencies
04LEARNLater outcomes

MOVE THROUGH THE FIELD · SIGNALS RESPOND TO PROXIMITY

01 / Decision field

A live read of the moment before commitment.

Two findings from an AB Plus codebase show how Oktaria separates an observed signal, an estimate and a decision. This replay does not alter a project.

INPUT CHANNEL2 OBSERVATIONS

What entered the field?

INFERENCE MODE
OKTARIA / PERCEPTION 01SYNTHESIZING

OBSERVED → gemini-1.5-pro

ESTIMATE / REVIEW REQUIRED

Verify a supported model before committing

The configured identifier is a legacy model ID. Check the provider's current model list and migration guidance.

EVIDENCE
The model router references gemini-1.5-pro; provider support requires verification.
ALTERNATIVE
Keep this ID only if your deployment still supports it.
CREDITS
Google for Startups Cloud Program · startup credits may apply, subject to eligibility and current program terms.
Agent-readable choice · human-readable reasonREPLAY

02 / Trajectory intelligence

A choice is the beginning of a trajectory.

Oktaria senses the build now, predicts which choices are gaining ground, records the reason for each decision and learns from later outcomes.

01

Sense

Read project context where a model, package or service is selected.

02

Predict

Estimate which tools are strengthening or fading before the market agrees.

03

Record

Keep the choice, alternatives, evidence and reason together.

04

Learn

Revisit outcomes at 30, 90 and 365 days.

03 / Trajectories

See divergence before consensus.

Measured adoption trajectories show which tools are compounding and which are losing ground. Predictions are backtested against what happened next.

26 of 30direction calls, 20 packages
backtests trained through Feb–Apr 2026
IDENTITY / AUTH12 MONTHS VS NPM MARKET
better-auth×3.6+10% / mo now
next-auth×0.5−4% / mo now · steady band
Both packages begin at a relative market index of one. Better-auth ends at 3.6 times the market and next-auth ends at 0.5 times the market. Dashed final segments indicate direction calls in the four-month backtest, not predicted magnitude.M0M4M8M121.0 MARKET
Relative market index · start = 1.0
OBSERVEDMARKETPREDICTED DIRECTION

Measured result · not a recommendation to adopt or replace a package.

04 / The intelligence

Many senses.
One informed move.

Distributed perception, real-time estimation, dependency structure and the study of diverging outcomes. The K is deliberate.

OktOctopus · Sense
Many local signals, one integrated view.
KKalman · Estimate
Recover the useful state from noisy evidence.
arArbor · Connect
Understand what depends on each choice.
iaLyapunov · Learn
Follow early differences into later outcomes.

For builders, studios and agents

Make the next commitment with a clearer view.

Oktaria is a NEO Labs product within AB Plus Ventures, currently in private build.

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