A
AYE.VISION

AI that makes life better — quiet by default, safe by design.

Aye.vision is a pragmatic plan to deploy AI that serves **every being** without noise or harm: measurable outcomes, tight guardrails, and staged rollouts that never outrun safety.

Impact preview
Time returned to people
+38%
Safety incidents per MM actions
−72%
Accessibility coverage
+61%
CO₂e avoided (ops)
−29%

The K.N.A.C.K. approach

How Aye avoids sideways drift and nuisance: five non-negotiables embedded in policy, code, and UX.

K — Knowledge stewardship

Cite sources, prefer verified data, respect licenses, and decay stale facts.

N — Non-intrusive by default

No nagging, no dark patterns. Assist only when asked or clearly beneficial.

A — Alignment in the open

Goals & guardrails are public. Evaluation sets and red-team findings published.

C — Containment & controls

Circuit-breakers, rate-limits, sandboxed tools, and human-in-the-loop for high-risk actions.

K — Kindness & inclusion

Accessibility first, multilingual by default, and fairness monitored continuously.

Blueprint — what we build and how we ship

A minimum viable **socially-useful** stack, rolled out in measured phases.

Stack
  • • Router across models (quality/latency/cost)
  • • Retrieval with span-level citations
  • • Tools: browse, code, math, forms, RPA (sandboxed)
  • • Policy engine (PII & safety filters)
  • • Evals & canary rollouts
Use-cases (v1 pilots)
  • • Accessibility: captions, alt-text, reading aids
  • • Health messaging (non-diagnostic, WHO-style)
  • • Disaster early-warning explainers
  • • Agri extension: weather + crop tips
  • • SME digitization: docs, quotes, websites
  • • Education: tutor with receipts
Non-nuisance rules
  • • Help only when >90% likely benefit
  • • Always reversible / easy opt-out
  • • Quiet success, loud accountability
  • • Never train on private user data by default
  • • Log-only what you explain

Phased roadmap

Ship value early, expand safely. Each phase has go/no-go gates and public evals.

v2025.1
Phase 0 — Foundations

RAI charter, data governance, red-team bench, eval harness, incident playbooks.

Phase 1 — Baselines

Measure status quo across the six pilots; define success metrics & harm thresholds.

Phase 2 — Pilots

Limited launches with HITL; publish weekly safety & outcome dashboards.

Phase 3 — Scale

SDKs, procurement templates, partner sandboxes, localization toolchain.

Phase 4 — Stewardship

External oversight board, grants/fellows, continuous audits, sunset policy.

Dashboards — what we measure

If it’s not measured, it’s vibes. We track impact, safety, equity, and ops.

Outcome lift across pilot domains
Safety incidents per MM actions (rolling)
Investment allocation
Program maturity radar

Safeguards — boring on purpose

We’d rather be dull than dangerous. Guardrails wrap every high-risk edge.

Controls
  • • Dual-key releases & kill-switches
  • • Rate & scope limiters, geo fencing
  • • Sandboxed tools; no hidden actions
  • • Human-in-the-loop for escalations
Privacy
  • • Consent-by-design & clear logs
  • • Data minimization & TTLs
  • • Contextual transparency prompts
  • • Separate keys for PII vault
Accountability
  • • Public evals & red-team reports
  • • Incident disclosure within 72h
  • • External advisory board
  • • Sunset & rollback policy

Collaborate or deploy

Pilot Aye’s blueprint with your org, or adapt the dashboards to your context.

• Email: eswara@eswara.co.in
• Docs & case studies available on request

Acquire the domain

Serious offers invited for Aye.vision. Escrow.com preferred; brokered BIN available.

Aye — Submit a Serious Offer

Sale is for the domain name only—no code, apps, or accounts included. No affiliation implied with any third-party marks. Page content © Aye.vision.

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