Tokyo lab
Feature store residency
Design idempotent pipelines that land in a governed feature store with lineage cards reviewers can audit.
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Machine learning engineering tracks
2,140
Mentor-led lab hours logged across 2024–2025 residencies—not a promise of outcomes, a ledger of time spent shipping artifacts.
SyncIntelligence hosts ink-spread cohorts for ML engineers who need receipts: signed configs, reviewer-ready cards, and serving graphs that survive Friday traffic.
Active residencies
12
Open tracks this quarter
Mentor rotations
38
Faculty + industry blocks
Lab partners
9
Co-signed review templates
Annotator audits
27
Ergonomics passes completed
Artifacts signed
184
Across 2024–2025 cohorts
Featured tracks
Residency dossiers open now
Remote-first
Serving graphs that survive Friday traffic
Bench torch.compile paths, ONNX fallbacks, and autoscaling hooks without losing traceability.
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Osaka satellite
Vector retrieval with adult supervision
Blend ANN indexes, sparse rerankers, and evaluation harnesses your compliance team can read.
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Remote-first
Offline-to-online metrics that agree
Close the gap between training slices and live telemetry using replayable notebooks and diffable configs.
Open dossier →Ink path
Residency arc (five beats, not four circles)
Each beat ends with a tangible artifact your team can show without rehearsing adjectives.
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Beat 01
Receipts workshop
Dependency closures, data snapshots, owner map.
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Beat 02
Reviewer language lab
Translate model behavior into verbs legal teams recognize.
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Beat 03
Latency envelope rehearsal
Percentile curves paired with calendar commitments.
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Beat 04
Incident ink
Tabletop failures using historical anonymized traces.
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Beat 05
Capstone critique night
Peers + faculty mark what survives Monday morning.
Featured voice
“The Feature store residency forced us to write lineage cards our risk team could follow without a second meeting.”
Marta Li · Principal ML engineer · Northwind Transit Analytics
“Serving graphs cohort was loud—in a good way. We broke our staging graph twice on purpose.”
Jon · Fukuoka
“Human-in-the-loop queue lab finally gave our annotators a keyboard map they did not throw away.”
Elena Ruiz · 4/5 self rating
“Client in industrial vision liked the edge flash drills; still wish we had one more office hour on thermal budgets.”
Client in industrial vision
“Privacy budgets track was dense. The region-aware retention map alone justified the flight. Minor note: pre-reads could flag the heavier math pages earlier.”
Takeshi Uemura, Security architect
What ships when the residency ends
Artifacts, not adjectives
Every graduate leaves with a bundle tuned to their track: signed container digests for serving graphs, model cards with explicit caveats, or chargeback sheets finance can reconcile. We list what is not included up front—no surprise “enterprise unlocks.”
- · Ink ribbon changelog template tied to your cohort slug.
- · Office hour transcripts (redacted) for internal enablement.
- · Optional partner review with written feedback, not a scoreboard.
Trusted by teams at
HarborGrid
Kitefold Payments
Northwind Transit
Atago Robotics
Internal feedback from 2025 exit surveys: 94% said sessions matched the pre-read syllabus (self-reported, not independently audited).
Clarifications (mini)
Do I need a PhD?
No—expect professional software fluency and some model training exposure. Heavier math pages are flagged in
pre-reads.
GPU access?
Shared quotas with fair burst windows; metering dashboards available as a documented add-on.
Recordings?
Core lectures, 30-day retention unless your employer negotiates longer storage separately.
Field notes
Latest ink from faculty
2026-03-12 · Hina Morikawa
Turning brittle notebooks into signed pipelines
We retire the myth that notebooks are throwaway when reviewers need reproducible diffs.
2026-02-28 · Noah Anders
Latency envelopes your PM can read
Translate percentile curves into commitments stakeholders can calendar.
2026-02-02 · Rika Sato
Labeling queues that respect annotator wrists
SLA dashboards only work when the UI fits how people actually sit.
Inkletter
Quarterly syllabus drops
One email per quarter with module diffs, not marketing fluff. Unsubscribe anytime; we keep essentials for billing separate.
Soft landing
Request the full syllabus PDF
Includes time blocks, tool prerequisites, and what is explicitly out of scope. Registration for the June residency closes 2026-05-30.