Your AI can answer.
Can it operate?
A useful system needs more than a model. It needs context, limits, ownership, action, and proof.
Available for selected systems work
Islamabad · working globally
Agentic AI & LLM Systems Specialist
I turn messy operations into systems that think, act, improve.
I architect digital gravity.
AI systems architecture, resilient automation, CRM operations, and product delivery. Designed around how work actually breaks.
01 / The Decision Engine
Your AI can answer.
A real system opens
before it acts.
Signal, context, judgment, boundaries, action, and evidence become one inspectable mechanism.
Capability becomes
controlled work.
The gate decides what may proceed, what must stop, and where a responsible human takes over.
The parts close around
one owned outcome.
Not AI theatre. A recoverable operating system with a clear owner and a measurable result.
Action leaves.
Evidence returns.
Every permitted action creates a record that makes the next decision safer and more useful.
Map the messy part ↗I make the decision visible.
Then we build around it.
Ahmad / diagnose & architectAixcel / implement & integrateMANHAJ / operate & improve
02 / Selected systemsArchitecture
Architecture
with consequences.
Six system stories spanning products, delivery infrastructure, migration, reliability, and cross-platform operations.
Every card declares maturity and confidentiality. No invented ROI. No client data.
01 / Flagship productIn progress
Workspine
A private desktop work-memory system that turns fragmented activity into a navigable timeline of context, decisions, and evidence.
Product architecture · Memory · PrivacyInspect ↗
02 / Delivery enginePrivate system
MANHAJ
A system factory and control plane for turning repeatable delivery knowledge into governed modules, agents, and releases.
System factory · GovernanceInspect ↗
03 / Client systemAnonymized
Enterprise OS
A layered operating model joining permissions, delivery, finance, state gates, and observability without exposing client internals.
Architecture · Controls · AuditInspect ↗
04 / Reliability systemPublic proof
Self Healing Automation
ErrorLens turns workflow failures into structured events. It classifies errors, retries safe cases, escalates with context, and records what needs fixing.
n8n · Observability · RecoveryInspect ↗
05 / Migration factoryDocumented scope
Make → n8n Factory
A migration program that classifies 108 workflow candidates into reusable families, then validates behavior instead of copying spaghetti.
108 candidates · Migration · QAInspect ↗
06 / Cross-platform operationsAnonymized
Resilient Onboarding
A checkpointed onboarding architecture spanning CRM, billing, calendars, messaging, and human handoffs. Recovery is part of the design.
CRM · Provisioning · StateInspect ↗
Public build log / verified on GitHub
Repos you can inspect.
Repos you can inspect.
Not claims you have to trust.
Small, focused systems that expose the architecture, the safety rails, and the real run path.
Explore every repository ↗01 / AI OPSPUBLIC
FlowSentry
Deterministic n8n failure detection with local LLM root cause analysis and Slack ready digests.
- Python
- n8n
- Ollama
02 / HUMAN IN LOOPPUBLIC
Ticket Triage AI
KB grounded ticket classification, priority, routing, and drafts with approval before customer delivery.
- FastAPI
- Streamlit
- SQLite
03 / DATA AGENTPUBLIC
SQL Analyst Agent
A schema aware, SELECT only analyst that reads errors, repairs its SQL, and makes every attempt visible.
- DuckDB
- Python
- Ollama
04 / RESEARCHPUBLIC
Paper Scout
New arXiv papers become a referenced briefing, comparison table, open questions, and interactive topic map.
- arXiv
- Plotly
- Local LLM
05 / VOICEPUBLIC
VoiceLine AI
A local voice receptionist that extracts intent, schedules an appointment, and returns a spoken confirmation.
- Whisper
- ICS
- Python
06 / DOCUMENT AIPUBLIC
Extractor Pipeline
Messy documents become validated records through schema checks, model repair, and explicit failure logs.
- Pydantic
- OCR
- SQLite
Have a system this messy?
Book a 25 min systems call ↗
Bring the workflow, the failure points, and the desired outcome. We will map the first useful move together.
03 / Automation lab
Don’t trust the diagram.
Don’t trust the diagram.
Stress the system.
This mock-data simulator exposes the part most portfolios hide: what the workflow does when reality refuses the happy path.
01 Idempotency02 State gates03 Recovery04 Human context
Verified n8n creator profile ↗
RESILIENT_ONBOARDING.SIM READY
01INTAKEwaiting
02IDENTITYwaiting
03PROVISIONwaiting
04VERIFYwaiting
05HANDOFFwaiting
EVENT LOGMOCK DATA · NO LIVE INTEGRATIONS
- Choose a scenario and run the system.
04 / Evidence, not theatre
Numbers appear only when the source and status can travel with them.
migration candidates
Documented project scope; grouped into reusable migration families.
Evidence / project archivepeople trained
Sales and professional training delivered across a 16-month leadership role.
Evidence / self-reportedration packs mobilized
COVID-response distribution through Yardim Foundation’s food program.
Evidence / self-reportedyears operating
Sales leadership, business development, CRM operations, and automation architecture.
Evidence / career history
Agentic AI & LLM Systems SpecialistOperator led design
Ahmad BukhariIslamabad · Pakistan
05 / The person inside the system
Operator first.
Operator first.
Systems specialist by evolution.
I spent years inside sales rooms, client conversations, training programs, and operational handoffs before designing the systems beneath them.
That history shapes the work: I care whether the exception reaches the right person, whether the interface is clear at 2 a.m., and whether the team can operate the system after the builder leaves.
Studio status
Request the sanitized résumé ↗
Independent today. The architecture is ready to introduce collaborators later without inventing a team now.
- Now
AI systems & automation
Architecting resilient CRM, voice, agentic, migration, and delivery systems for service businesses and internal teams.
- 2021 to 2024
Sales leadership & training
Led teams, designed operating rhythms, and trained more than one hundred candidates across real estate organizations.
- 2019 to 2021
Investment advisory
Translated complex property decisions into clear client choices across residential and commercial transactions.
- 2020 to now
Yardim Foundation
Directing food and ration support: a human system where reliability is measured in families reached, not dashboards shipped.
- OpenAI
- n8n
- Make
- GoHighLevel
- Vapi
- ElevenLabs
- Monday
- HubSpot
- Power BI
- Tableau
- Product ops
- System design
Future collaborator
Profile pending.
06 / Research & findingsWhat I’m
What I’m
finding now.
Dated, evidence-led explanations of what new AI releases mean for operators and business leaders—without the jargon.
Latest publication · 9 minute read
Read Field Note 002 on Aixcel Solutions ↗
OpenAI Presence: The New Standard for Enterprise AI Agent Operations
Why customer-facing AI agents are becoming controlled operating systems—and what leaders should deploy, delay, and measure.
Practical guide · 7 minute read
Read the buyer guide ↗
How to choose an AI automation agency
Evaluate diagnosis, controls, evidence, ownership, recovery, and handover—not demo count.
Bring me the
messy part.
If the work crosses AI, automation, CRM, operations, or product delivery, and the edge cases matter, we should talk.