Not more advice. Recognized evidence.

Albi is the LIGHT HOPE evidence and pathway system for young global students. We do not promise outcomes, write your application for you, or sell recommendation letters. We help you turn real effort into a record that survives challenge.

Albi 陪你把真实努力变成可信证据。不替你做决定,不写你的申请文书,不打包推荐信。 我们做一件事:让你完成的事被有据地记下来,被独立审稿人看过,被你之外的人引用。

15
Charter redlines · CI-enforced grep
L0–L5
Evidence tiers · only L3+ enters a paid portfolio
3
Founding cases · dual-identity firewall enforced
≥30%
Reviewer decline rate floor · external audit if breached
Charter §3 · 15 redlines grep-audited on every build · 0 outcome-guarantee or recommendation-packaging phrases anywhere outside /charter/.ICMJE · COPE · GDPR · CCPA · PIPL · NIH 42 CFR Part 50

A standing reference frame for real effort.

Albi is built on top of an 8-year ecosystem (LIGHT HOPE) of evidence-anchor doctrine — extended for the first time from cancer and longevity research into the lives of young global students.

Most platforms aimed at international students sell advice and rent outcomes — school lists, application strategies, recommendation letters, visa coaching. Albi does not sell any of that. Albi gives a student one thing: a record of work that an outside reviewer can verify, dated, anchored to artifacts, and audited.

What goes into the record is decided by the student, supervised by named reviewers, and tiered L0 → L5. The student keeps the work portable when they leave. The ledger is append-only by enforcement, not by promise.

Albi is the sibling of LongProof Longevity Dynamic and ClearCancer Circle — the same audit discipline, extended into the career and research-readiness domain.

Albi reads in English as primary and Chinese as parallel. The Chinese is the same statement in another language on the same canonical URL — it is not a courtesy.Albi 英文是主语,中文与其并行存在于同一稳定地址。中文不是配套翻译——它是同一份陈述以另一种语言的表达。 我们不就移民、签证、留学 outcome 给出建议;所有公开主张都通过 Charter §3 红线 grep。

We do not guarantee admission, visa status, OPT, CPT, H-1B, PhD acceptance, or any third-party outcome.

We do not write your essays, your application, or your recommendation letters.

We do not impersonate you with professors or employers.

We do not predict your future from a historical figure's biography.

We do not sell recommendation letters, package them, or promise them.

8 EN + 6 ZH redline phrases · grep across app/ and built out/ on every CI run · 0 hits · Charter §3.2 · §3.5 · §3.8.

Eight of fifteen redlines we machine-check on every commit.

These are not marketing copy. They are CI gates. A push that names any forbidden phrase fails the build before it reaches a reviewer, let alone a user.

§3.2 · NO_OUTCOME_GUARANTEE

§3.2

Outcomes belong to admissions committees and employers. We do not promise them. A specific phrase-bank is grep-checked on every build (see /charter/).

§3.4 · NO_IMPERSONATION

§3.4

We do not write to professors or employers as you. Templates only — you press send.

§3.5 · NO_GHOSTWRITING

§3.5

No ghostwritten essays, applications, or recommendation letters. Structure review and polishing only.

§3.6 · NO_FABRICATION

§3.6

Every contribution attested in the ledger maps 1:1 to a verifiable artifact. Append-only enforced.

§3.8 · RECOMMENDATION_NOT_FOR_SALE

§3.8

Recommendation letters are never priced, packaged, or promised. Attestation is a fact; recommendation is an independent scholar's call.

§3.13 · NO_MILLENNIUM_PREDICTION

§3.13

Historical figures are reference, not prediction. We never tell you what you 'will' become.

§3.14 · NO_SOLE_CHINESE_BRAND

§3.14

International student means international — first cohort spans at least three nationalities by design.

§3.16 · PAYMENT_FIREWALL

§3.16

Reviewers are blind to whether you paid. Decline rate ≥ 30% or external audit fires.

Read all 15 redlines

Six tiers. Only L3 and up can enter a paid portfolio.

The same effort can be at L0 or L4 — what differs is how much of it can survive being looked at by someone outside the relationship. Albi never pretends L0 is L3.

L0 Self-reported
Student logs something they did.
Reading notes captured in a private log.
L1 Artifact exists
A file, note, or output exists.
Saved annotation set with timestamps.
L2 Reviewed by project owner
Internal reviewer confirms artifact.
Mentor signs off on a literature review.
L3 Commit / source linked
Linked to a public commit, PR, or trackable record.
Pull request on a real repo · archived URL · DOI.
L4 Used by project / publicly visible
The work is consumed by a project or visible to readers.
Annotation merged into the m610-612 dataset.
L5 Recommendation eligible
Independent scholar has enough to write an evidence-backed recommendation.
Multi-quarter L3+ track with named reviewers.

Charter §3.11 — paid Evidence Atlas starts at L3 · no exceptions.

The discipline we cite on every page.

Four invariants make the difference between “we are careful” and “we are auditable.” They are visible because they constrain our writing, not because they look good in marketing.

Charter v0.1

15 redlines, machine-grepped

Every commit is grep-audited against the 15 redlines. The redlines are not aspirational copy — they are CI gates.

Three-Zero audit

Pollution · boundary · residue

Every iteration closes with a Zero-Pollution, Zero-Boundary, Zero-Residue self-check. Failure routes to independent audit, not to silence.

Dual identity

Case is not the contributor

Founding cases who also intern keep two records that do not join. Payroll never touches case-access fee. Reviewers never see the case identity.

Monthly external audit

Public starting day 30

After day 30, an independent auditor (m562) reviews evidence/log consistency, decline rates, and firewall integrity — published to /quality.

Read the methodology in full

/quality is public. Even when it embarrasses us.

From day 30, monthly external audits land at /quality — including decline rates, ledger consistency checks, redline grep history, and any redactions we had to make. The same dashboard our reviewers see, minus the PII.

v0.1
Public spec · 2026-05-20 launch
15
Charter redlines grep-audited
0
Forbidden-phrase hits on this build
≤30 days
Until first external audit lands here