Agents for Humans 2026 · Good Neighbor Agents

Escola Lendária
Community Agent

A proactive school coordination agent that notices silent learner risk before a learner has to ask for help. This public demo executes a live, read-only scan against privacy-minimized learner progress and returns only anonymous risk signals.

{ } Verify JSON
Live source · 2026-09-03T08:23:56.308Z
Learners scanned88
Watchlist80
Human attention72
High priority72
7+ day inactivity80
Repeated failure3

Silent-risk monitor — live evidence

Temporary aliases only. Raw learner IDs are used server-side solely to read records and are never returned to this public page or JSON verifier.
LearnerRiskEvidenceRoute
Learner 01 90 34 days inactive Human review
Learner 02 90 33 days inactive Human review
Learner 03 90 34 days inactive Human review
Learner 04 90 33 days inactive Human review
Learner 05 90 34 days inactive Human review
Learner 06 90 32 days inactive Human review
Learner 07 90 33 days inactive Human review
Learner 08 90 32 days inactive Human review
Learner 09 90 32 days inactive Human review
Learner 10 90 34 days inactive Human review

Safety invariants

✓ Read-only public demoNo write endpoint and no mutation of learner state.
✓ No learner identity outputNames, raw IDs, contacts and PINs are never rendered.
✓ Consequential actions stay humanPayments, access, discipline and safeguarding are not AI-executable tools.
✓ Deterministic model-note guardrailModel-authored notes are independently validated before persistence.

What the full agent adds

Strands + Bedrock reasoning after deterministic safety.
The repository adds persistent conditions, deduplication, clearing, human follow-ups, audit trails, privacy-safe community briefing, constrained Strands tools, Amazon Bedrock reasoning and an AgentCore runtime adapter.
Source code ↗End-to-end video ↗

Architecture at a glance

Real Escola Lendária learner progress ↓ read-only / privacy-minimized Autonomous monitor + persistent state ↓ Deterministic guardrail policy ↓ safe contextual cases only Strands Agents SDK + Amazon Bedrock ↓ constrained tools Human attention queue → human resolution → audit trail ↳ Amazon Bedrock AgentCore runtime adapter

Why this is a Good Neighbor Agent

A request-only chatbot sees the learner who speaks. Community Agent is designed to notice the learner who goes quiet. The beneficiary is the school community as a whole: one agent reduces repetitive monitoring work while surfacing only cases where human judgment is useful.