01 · inherited floor02 · transferable method03 · built in the lab04 · customer-facing proof
Production scarRecovery under fire
I was not practicing incident response. I was parachuted into live Fortune-100 data platforms where the clock and the customer were both present.
- 20 troubled accounts entered; 19 recovered.
- 24/7 data warehouse and integration support at Cargill.
- Cargill CFO Award, 2005; Quarterly Excellence, 2006.
Bridge skillMeasure before folklore
The old loop survives the stack change: establish a baseline, name the bottleneck, eliminate it, repeat. A louder tool is not a diagnosis.
- Grid/HA capacity, I/O, cache, filesystem and DB2-root-cause work.
- Same discipline applied to GPU routing and local decode.
Agentic labPrompt → tool → model → return
The lab makes the agent path inspectable. MCP sits on :8001; UIs share one OpenAI-compatible contract; the engine stays running.
- Open WebUI, SillyTavern, code-server, n8n, Qdrant and the operator desk.
- Dockroot-MCP exposes bounded Docker/network visibility, not host-root.
ReceiptUNIFIED, not product zoo
One compose. One network. One GPU. qwen is the engine. The architecture rule is itself part of the demonstration.
- Open WebUI :3000 · qwen :1234 · MCPO :8001.
- Alternate inference stays off while the 12 GB card is the constraint.
Domain depthWarehouses have physics
CDC, BDM, Grid/HA, shared filesystems, scheduler behavior and database waits are not vocabulary words. They are where the symptom lies.
- Dawn Foods: warehouse load reduced from 8 hours to under 1.
- MF Global: 20+ nodes across India, UK, New York and Chicago, with DR.
Bridge skillArchitecture at two scales
The same systems thinking appears in old and new clothes: Grid/HA for enterprise integration; UNIFIED for private inference.
- Write the topology and the operating boundary.
- Do not bounce qwen to “fix” a UI.
Agentic labContracts beat free text
A four-agent runtime isolates processes and hands work across Pydantic-enforced JSON. Validation is a loop, not a hope.
- Systems → Architect → Synthesis → Validator.
- Schema and graph checks trigger a self-healing retry through local inference.
Receipt~27× local decode
Local Grid Suite turns the GPU claim into telemetry: discovery, benches, routing, SQLite logs and repeatable reports.
- Sample: 1.39 tok/s CPU path → 37.47 tok/s routed path.
- Warm stream suite reached ~76 tok/s on 400-token runs.
LeadershipLeave the team stronger
Leadership is not a title. It is the runbook, the QA twin and the person who can operate after the closer leaves.
- Teams of 7–14, analyst through principal.
- Customer coaching, skill-up, SOW wording and resource levels through hypercare.
Bridge skillCustomer-facing by default
FDE work is familiar terrain: enter someone else’s stack, hear what is actually broken, explain the path without notes, and ship something usable.
- Senior VP briefings, sales sizing and architecture reviews.
- Client proof: “one of the best Informatica has to offer.”
Agentic labWorkflow with gates
n8n ingests live metrics, retrieves prior context with RAG, writes Discord updates, and only fires WhatsApp when a threshold or Rank 1 gate is met.
- Ingest → retrieve → generate → route.
- No spam is a design requirement.
ReceiptPackets are the interface
The work is packaged as live GitHub + Hugging Face twins: a recruiter can click the stack, the evidence and the application-specific packet.
- Paylocity · Cresta · Edisyl · Palantir · Carex · Toloka.
- Hunt board is backed by the tracker, not a vibe.