Empower Good With AI

以 AI 赋能善意 · 社会价值与社会责任报告

This is a social responsibility report that publishes what it cannot yet prove — including the zeros. Every statement on this site traces to frozen evidence; nothing rests on a claim we could not check.

Social value — what we build, and who it serves

六个方向 · Six domains, each described by what it actually is, not what we wish it were.

Cancer & Clinical Evidence

癌症与临床证据

A live public oncology knowledge circle, honest about hard prognoses.

Health Evidence Navigation

健康证据导航

Research-use navigation with a safety filter ahead of the model; population-level, not individual.

Household Financial Wellbeing

家庭财务

Helping families read systems they were never given the vocabulary for.

Education

教育

Free, open learning tools; no efficacy claim we cannot prove.

Community & Local Access

社区与在地

Bilingual local access — and we publish the platforms no one uses yet.

Protecting People

保护弱势

Minors, crisis lines, privacy walls — enforced in code, not policy.

Social responsibility — held to mechanisms, not intentions

责任对应机制 · Each responsibility is bound to an implemented control; the full matrix with evidence anchors is in Appendix E of the report.

Protect minorsrow-level isolation + COPPA gate, verified in code
Keep a crisis path openhotlines 988 / 12356 hard-coded, non-disableable
Filter harm before the model200/200 adversarial inputs intercepted pre-LLM
Refuse to rank products for individualsthe finance graph has no rank or best_product nodes
Discard the flattering numbera retracted, favorable study was actively excluded
Wall off private dataprivate-tier routes return 404 at the public edge
Claim no verified outcomezero claims at the OUTCOME-VERIFIED grade, by design
Publish the failurethe flagship platform's zero applications is stated, not hidden

LIGHT HOPE Education — theory written, tools built, learners still to come

微光教育 · The theory is written down, the tools are deployed, and almost no real learner has used them yet. We publish that gap rather than round it up.

6
education initiatives this segment (5 tools + 1 book series)
0
real-learner sessions on the math engine to date
43 / 0
math leads captured / real conversions
0
real readers of the book series

The theory spine. Our education thinking is set down in the AI Education Book Series (m800): 21 volumes and 170 chapters, about 128k lines, with the 170-chapter English translation measured complete and a retrieval index of 843 chapters over 33,575 chunks. It is honest about its own reach — no ISBN, no publication, serving localhost only, so real readers stand at zero. [SVR-C6-m800-001][SVR-C6-m800-002][SVR-C6-m800-003][SVR-C6-m800-006]

InitiativeWhat is builtReal usage this periodEvidence
Lighthouse Math (m510)Live platform · 58 data models / 178 route filesZero real-learner sessions · 43 leads / 0 conversions · payment never switched liveSVR-C6-m510-002 · -003 · -004 · -005
RUDO K12 control plane (m8201)Live via private tunnel · 15/15 red-line tests · household-isolation fix 6/6 on dev30-household baseline not reached · 2 of 5 hard indicators unmet · no user-activity data on diskSVR-C6-m8201-001 · -003 · -004 · -005
RollMath free SAT practice (m465)12 learning seeds S1–S12 · offered at zero costNo public domain · readiness held at 60% · a debug flag blocks releaseSVR-C6-m465-002 · -003 · -004 · -005
EduMap curriculum (m552)418 courses authored on diskData plane returns HTTP 500 · zero real users · readiness cut 90→55SVR-C6-m552-001 · -002 · -004
AI Education Review (m414)Live pilot issue at HTTP 200Zero readership · no audience instrumentation on diskSVR-C6-m414-001 · -004

教育理念对应机制 · Each education principle is bound to an implemented mechanism and its evidence — not to a slogan.

Claim no result we cannot provethe advertised "8-week, 92%" figure is recorded only as unauditable — no real learners, no control group, no baseline [SVR-C6-m510-006]
Discard the flattering numberthe education review actively excluded a retracted meta-analysis that had reported a favorable effect size [SVR-C6-m414-007]
Protect minors firstan under-13 gate (COPPA plus row-level security) blocks cross-system use of a child's data pending an owner decision [SVR-C6-m510-007]
Correct our own readinesswhen a data plane went dark we cut the stated readiness from 90 to 55 rather than hold the higher number [SVR-C6-m552-004]
Theory before scalethe book series is written in full, and we state plainly that it is unpublished and unread rather than imply reach [SVR-C6-m800-005]
Fix isolation before usersRUDO's household-data isolation failed 6/6 on a superuser role and was fixed in code to pass 6/6 on dev before any real household joins [SVR-C6-m8201-002][SVR-C6-m8201-003]

Medical & health — built to refuse, not to promise

医学与健康 · These initiatives are where our responsibility rules bite hardest. Each is engineered around what it must not say and must not do.

InitiativeDiscipline in the buildWhere it really standsEvidence
ClearCancer Circle (m511)Public oncology knowledge circle · reachable and rendering in an 08-11 playthrough probe, re-confirmed 08-22 (0 page errors)28 real form applications (Feb–Mar, then cold) · one newsletter subscriber on record (the owner's own address) · figures re-verified vs m556 snapshots (Aug 2026)SVR-C3-m511-001 · -004 · -007
Cortical Target Navigator (m518)A safety battery intercepts 200/200 adversarial fixtures before the model · 332 + 150 testsHeld CLOSED / 503 pending expert sign-off · domain RESERVED, DNS bind pendingSVR-C4-m518-001 · -003 · -006
LongProof Longevity (m516)A wall of 42 forbidden marketing phrases the site may not use · prohibits individual prognosisLive research site · self-caught a pitch-deck overstatement (30% vs a recorded 20%)SVR-C4-m516-002 · -003 · -007
Filter harm before the modelthe neuro-navigator stops 200/200 adversarial inputs across seven categories ahead of the LLM [SVR-C4-m518-001]
Refuse the individual predictionthe longevity doctrine forbids individual prognosis and individual-lifespan prediction outright [SVR-C4-m516-003]
Hold the gate until experts sign offthe oncology MVP is built but kept closed behind a 503 until expert review clears it [SVR-C4-m518-006]
Correct our own overstatementa freeze audit caught and recorded a pitch-deck figure that overstated an affiliation [SVR-C4-m516-007]

Our honesty, in numbers

24
projects showcased
158
traceable evidence claims
9
zero-value disclosures, published not hidden
0
proven-outcome (OUTCOME·VERIFIED) claims — by design
0%
independent m562 review coverage this period
What we do not claim. We claim no verified outcome: zero of our claims sit at the outcome-plus-verified grade, by design. This report has not been externally reviewed. Where we discuss results at all, we label them unauditable and state why. When a platform has no users, we publish the zero rather than soften it. That discipline is the point.
Provenance & integrity. Version 0.8 · report id SVR-2026H1 · data freeze 2026-08-11 · sync-group svr-2026h1-freeze-20260811.
Evidence-ledger SHA-256: 529e228258cbaa1c7bb38ac3477ba56cdcc01c472c35076355f16bac671ec13e
This is a fixed record. Every claim lives in CLAIM_LEDGER.tsv; recomputing that file’s SHA-256 must reproduce the hash above. Redline compliance, dual-axis integrity, and multi-format consistency are re-verifiable by running 50_RUNNER/preflight.sh against this pack.
Full-artifact checksums: 30_RENDER/INTEGRITY.sha256 (SHA-256 of every published file and source chapter — verify with sha256sum -c). Machine-readable evidence: 30_RENDER/ledger.json.
LIGHT HOPE LLC · Boston, MA · Empower Good With AI
SVR-2026H1 v0.8 · reporting period 2026-01-01 to 2026-06-30 · data freeze 2026-08-11 · self-reported, not externally reviewed · static export, no cookies, no trackers.