Lab Notes

Deep dives from shipped systems, working demos, and client-safe delivery notes. Rough edges included.

More Notes

May 22, 20264 min read

NDA-safe hiring narrative

The NDA problem in engineering portfolios

Most of my interesting recent work is under NDA. Here is how I think about what to share and why the system shape is usually more useful to describe than the implementation details.

Contract WorkDZND.studioNDA-safe
May 4, 20264 min read

Mobile and operations flow completion

Partner fintech escrow: mobile flows made the backend assumptions visible

Turning escrow state, disputes, KYC, bank accounts, messaging, and notifications into mobile and operations flows — and what that exposed about the backend contract.

Partner BuildMobileOperations
Apr 29, 20264 min read

Payment and admin hardening

Partner fintech escrow: payment and admin security before polish

Hardening provider boundaries, admin access, cache headers, rate limits, webhook validation, and transaction service behavior on a closed-source escrow platform.

Partner BuildSecurityPayments
Apr 25, 20265 min read

Initial build plus scaling controls

I built a webhook inspector because tunnel logs are a bad source of truth

A FastAPI and React tool for receiving callbacks, checking signatures, replaying events, and seeing what happened without digging through scattered logs.

FastAPIWebhooksObservability
Apr 25, 20265 min read

Initial build plus scaling controls

The boring part of real-time vision is what keeps it usable

A real-time object detection dashboard with a YOLO-ready detector interface, WebSocket streaming, live overlays, and a backpressure loop that stops the UI from lying.

Computer VisionWebSocketsBackpressure
Apr 25, 20264 min read

Initial build plus scaling controls

A document QA agent is only useful when it can show its work

Building a RAG demo as a product problem: ingestion, chunking, retrieval, citations, bounded storage, and a mock answer path that reviewers can run without API keys.

RAGCitationsRetrieval
Apr 25, 20264 min read

Initial build plus scaling controls

Making path planning readable without a robot in the room

An interactive robotics planning sandbox for comparing A*, Dijkstra, and an RRT-style planner with visible tradeoffs instead of a black-box animation.

RoboticsA*Dijkstra
Apr 22, 20266 min read

Beta 1.1 refactor and architecture hardening

Sellavie.ai: the sales agent is only half the system

What I learned turning AI chat into a commerce workflow with tenants, handoff, payments, and enough guardrails to be useful in the real world.

Sellavie.aiAI SystemsCommerce
Apr 21, 20263 min read

Admin security and RBAC

Partner fintech escrow: admin RBAC before launch pressure

Tightening admin security, role assignment, and operational permissions before the fintech platform moved deeper into launch work.

Partner BuildAdminRBAC
Apr 13, 20263 min read

Initial monorepo platform scope

Partner fintech escrow: the initial commit was already a whole platform

The first XcroPay repo snapshot: public web, mobile, admin, API, shared schemas, migrations, docs, integrations, and brand assets — platform-shaped from the start.

Partner BuildMonorepoFintech
Apr 7, 20264 min read

Campaign commerce and operations

Partner entertainment commerce: the campaign site became an operations surface

A music, merch, ticketing, checkout, delivery, and door-operations build delivered through DZND.studio — what looks like a campaign site on the outside, and a small commerce operation underneath.

Partner BuildCommerceTicketing
Mar 23, 20263 min read

Static launch page and client deployment handoff

Partner Web3 launch page: static does not mean careless

A token information site, swap guidance, owner/contact visibility, and correcting deployment ownership before production — because who owns the deploy matters.

Partner BuildWeb3Vite
Mar 23, 20264 min read

Purchase flow regression hardening

Sellavie.ai purchase flow: the regression wall that made the agent safer

Hardening purchase intent, stale orders, handoff behavior, payment interpretation, and building a regression suite after real conversation failure patterns showed up.

Sellavie.aiRegression TestsAI Behavior
Mar 22, 20264 min read

AI sales pipeline stabilization

Sellavie.ai pipeline: purchase intent, handoff, and context loss

Stabilizing the AI sales pipeline after context loss, stock disclosure, handoff, and model-choice problems showed up at the same time.

Sellavie.aiAI PipelineHandoff
Feb 28, 20264 min read

Instagram webhook delivery and OAuth repair

Sellavie.ai Instagram webhooks: the delivery fight

OAuth, Instagram business accounts, webhook subscriptions, message tags, and the difference between 'connected' and actually receiving events.

Sellavie.aiInstagramWebhooks
Feb 25, 20263 min read

Mobile and tablet app foundation

Sellavie.ai mobile: turning the dashboard into an operator surface

Adding an Expo mobile and tablet app across auth, dashboard, admin, products, conversations, settings, and training surfaces — and why mobile changes the product contract.

Sellavie.aiExpoMobile
Feb 18, 20264 min read

Retention and resilience features

Sellavie.ai retention, failover, and queue APIs

Tiered retention features, AI failover, queue APIs, and the move from chatbot demo toward SaaS operations.

Sellavie.aiRetentionFailover
Feb 16, 20263 min read

Account security and deletion safety

Sellavie.ai security: TOTP and safer deletion flows

Strengthening account protection and data deletion behavior before the product got more operational surface area.

Sellavie.aiSecurityTOTP
Feb 7, 20263 min read

Payment gateway integration

Sellavie.ai payment gateway: where chat met checkout

Payment-gateway work, frontend checkout changes, and the first big step from messaging automation to commerce automation.

Sellavie.aiPaymentsCheckout
Feb 1, 20263 min read

Meta setup and webhook foundation

Sellavie.ai Meta webhooks: first pass at real channel integration

The first webhook and Meta setup phase — before later OAuth and delivery debugging made the integration more durable.

Sellavie.aiMetaWebhooks
Jan 31, 20263 min read

Early beta product snapshot

Sellavie.ai v4 beta: the first real product snapshot

The earliest useful Sellavie commit: backend and frontend changing together, already pushing toward business workflow rather than chatbot demo.

Sellavie.aiEarly BuildAI Commerce
Nasir Nasir-Ameen | AI Systems Engineer