Private evidence bank
Top-performer rule: every metric in a STAR has a provenance sentence. This page drafts answers from my resume and public footprint.
- LOCKED — safe to say from resume/portfolio as written. Still don’t invent employer adoption of public repos.
- CONFIRM — I must edit before a live panel. Private finance / people / SLO detail.
Do not paste confidential customer names or unreleased Lucid docs here if this repo is shared. Prefer a private Notes copy for CONFIRM fills.
Identity / footprint (fix these first)
| Item | Draft | Tag |
|---|---|---|
| Experience years | Keep 19 years. Document pre-2009 internships. Until those rows are on the resume, bring dates/employers to any “start with PurpleTalk 2009?” challenge. | LOCK count · CONFIRM internship rows |
| Lucid dates | Still FTE as of 2026-08-06; looking externally. Say Nov 2023–present in interviews and on PDF. Looking-out is private until disclosed. Resume PDF still showing Aug 2026 must be updated. | LOCK status · CONFIRM PDF edit |
| Title translation | “Sr. Staff Software Engineer & Principal AI Architect at Lucid — Principal-scope AI across Sales/Service/Commerce/Supply Chain while title was Sr. Staff.” | LOCKED |
| Google wording | “Apple and Google client engagements via Sparity” — never “I was a Google employee” unless W-2 proves it. | LOCKED |
| Substack count | Ledger saw ~20 posts by Jul 28 2026; resume says 18. Count RSS before each screen; say the live number. | CONFIRM |
| BS institution | Resume: “Jawaharlal Nehru University, Anantapur.” Common legal name is often JNTU Anantapur. Match diploma exactly. | CONFIRM |
| MS | Liverpool John Moores University, AI/ML, 2024–Present. | LOCKED |
| Open proof vs Lucid | AegisAI / VAP / Enterprise RAG / LoopForge / golden-eval are O (open proof) illustrating the same principles. Do not claim those exact repos ran inside Lucid unless true. | LOCKED |
Ledger Q&A — spoken drafts
Q1 — EDI savings ($10M licensing + $7M net)
LOCKED 2026-08-13 from master STAR bank (candidate-confirmed realized — not a projection).
At Lucid I led architecture for an in-house EDI/supplier platform that replaced TrueCommerce. 20,000+ suppliers, native and non-native. Two numbers, don’t add them into one vanity total: $10M TrueCommerce licensing eliminated, and $7M annual net after platform operating costs. Kafka/MSK is a separate $1M+ infra save.
Resume PDF still stale: “projected $5–7M” and/or “$8–9M” / rolled-up “$10M+”. Do not hand that PDF. Spoken uses this bank. Finance-line baseline/window still CONFIRM if they want an audit trail.
Fallback if they only have the old resume in hand:
The PDF undersells it. Realized, not projected: ten million licensing off TrueCommerce, seven million net. Happy to walk architecture and adoption. Finance-line provenance I can confirm with recruiting.
Q2 — Kafka/MSK $1M+
We migrated from Confluent to Kafka/MSK with full platform ownership transfer. Resume outcome is $1M+ annual infrastructure savings. Zero cutover incidents. Infra director presented the results after sitting in a four-week pre-prod.
CONFIRM: annualization method, services included, before/after bill. VERIFY before rehearsing the cooperative-sticky rebalance paragraph — category is partition rebalancing; mechanics must match what I actually changed. Story: STAR 2.
Fallback if unconfirmed: “On the order of a million-plus a year in infra after we took Kafka in-house. I can walk the ownership transfer. The finance-line math I’m happy to confirm offline.”
Q3 — Staffing: 200→25 (onboarding) vs 10→2 (other workflow)
Lead with 200→25 — onboarding team on the EDI platform (STAR 1). HITL only on true exceptions.
Supplier onboarding went from 200 people to 25 because the orchestrator takes native and non-native suppliers from first contact to go-live. HITL only on true exceptions.
10→2 is a different July confirmation about a supply-chain workflow — eight roles eliminated, not redeploy theater. Do not mash 200→25 and 10→2 in one sentence.
CONFIRM on 10→2: decision role (recommend vs approve), period, volume/quality, support for affected people.
People-care line: “I recommended the architecture. Employment decisions sat with the business. I won’t pretend I signed the paperwork if I didn’t — and I won’t soften eliminations into redeploy theater.”
Q4 — Lucid production vs open proof
| Lucid production (resume + STAR bank) | Open proof (inspectable) |
|---|---|
| 3 LangGraph orchestrators (Onboarding, Releases, Shipments): supervisor router + model router, 34 specialists, shared StateGraph context + RAG/vector store, Kafka durable handoff to microservices, dual RBAC UIs, 20k+ suppliers | VAP multi-agent OS |
| Access-aware hybrid RAG, eval-gated answers, compliance-signed access-before-ranking | Enterprise RAG platform |
| Runtime control plane: policy, HITL, signed audit, registry (Lucid design) | Public AegisAI live platform — O, not Lucid’s GitHub binary |
| Payments: Stripe + EU methods, GIB Gulf, Chase ACH | Content Factory / sentinel-brief governed send (side-effect pattern) |
What I say: “Same architectural principles. Lucid is P. The public spine is O.”
Q5 — Volumes / latency / quality
CONFIRM only — do not invent P95.
I won’t invent P95s. What I will stand on: 20k suppliers, 34 specialists, three orchestrators, the silent-ASN incident and the five-minute SAP confirm, HITL 8%→2.3% on new non-native types. If they want a latency table, that’s CONFIRM or I show the kind of adversarial RAG suite in the open — O, not a Lucid SLO slide.
Q6 — Personal vs team ownership
I owned architecture, ADRs, and cross-program technical direction across six programs, leading 8–10 senior engineers at Principal scope. Implementation was a team sport — I say “I” for decisions I drove and “we” for delivery.
CONFIRM: one example decision I alone made vs co-owned.
Q7 — Hardest failure / rollback
Primary (LOCKED from STAR bank): silent SAP inbound after a schema-valid ASN. STAR 1 follow-up.
Schema validation passed. SAP accepted the transaction. No inbound delivery. Eighteen hours of silent wrong. We poll for creation within five minutes now. I will not invent a dollar cost for that window.
Secondary: autonomy-first EDI agent reversed before it became default — Q10. Deny-path evals late is a process miss, not a substitute SEV.
Do not invent a third incident.
Q8 — Mentee example
At Volvo I mentored nine interns, 100% converted to full-time.
CONFIRM: one named-private mentee: start → intervention → independent ownership → outcome.
Q9 — Influence without authority
Scaffold: behavioral/06 + STAR 2.
Infra director: production is stable, don’t touch Confluent. Legitimate. I didn’t win a meeting — four-week matched pre-prod, SMT rebuilt as Lambda, dual-write with lag monitoring. He sat in pre-prod and presented the win. $1M+ annual. Influence was uneven on residual paths — I won’t claim everyone converted.
CONFIRM: which clusters moved first, residual holdouts, annualization math. VERIFY rebalance mechanics before saying cooperative-sticky.
Follow-up — “what if a team still refused?”
Stay on Confluent that quarter if pre-prod fails. Narrow the next ask to a greenfield producer. A political win that reverts Monday isn’t influence.
Q10 — Failed bet
Two I can walk — pick one per panel, not both as humblebrags.
- Autonomy-first EDI agent → specialists + HITL before it became the production default. behavioral/07.
- Schema-valid = business-valid — the ASN/SAP silent accept. That’s the scar I lead with if they ask “what broke.”
I won’t invent an outage dollar. What stuck is a promotion gate for autonomy, and a post-import confirm — not a feature flag someone turns off under deadline.
Q11 — Peer disagreement
Lead: SAP directors vs owned EDI platform (STAR 1). Delivery-speed vs ownership is the same family as behavioral/08.
SAP directors pushed vendor relationships and reliability fear at 20k-supplier scale. I spent a month on architecture + POCs, got VP sign-off. They still didn’t help in implementation. I conceded a pure SAP-exit — kept invoice generation on SAP — and refused “forever TrueCommerce.” Names stay private.
OPEN: Volvo Sweden-HQ conflict — I do not invent one. Honest line in STAR pack — Volvo.
Follow-up — “what if they still refused?”
Escalate on risk and ownership, not personality. Disagree-and-commit if leadership accepts residual vendor lock-in. I won’t half-implement to prove them wrong.
Q12 — Setback / rollback (same family as Q7)
Use the silent ASN or Kafka “what if pre-prod failed.” Do not invent a second SEV.
Q13 — “Tell me about a time you were wrong”
Silent ASN (schema-valid ≠ posted). Or HITL 8% misclassification on new non-native suppliers — we used the queue as labels and cut to 2.3%. One story, not three humblebrags.
Q14 — Production incident I personally led
The ASN/SAP miss is the incident until a dated SEV with a dollar cost is CONFIRM-filled. Kafka cutover risk window is the other speakable path (zero incidents, but the dual-write was the danger).
Q15 — Diploma + start date
CONFIRM diploma string + first professional start month → lock years count.
If they challenge 19 years vs 2009 on the PDF:
The count includes pre-2009 internships. I’ll get those rows on the PDF. Until then I can name dates and employers — I’m not going to let the math look like a trick.
I / we cheat sheet
| Claim | Prefer |
|---|---|
| Architecture call, ADR, gateway policy | I |
| Multi-sprint delivery, ops handoff | We |
| $ savings | We delivered / I led architecture that delivered — then provenance |
| Open AegisAI repo | I designed/shipped the public reference |
Related
- Resume and public footprint
- Behavioral calibration
- Org ledger:
docs/CANDIDATE_EVIDENCE_LEDGER.md