Founder, Weaver.Work | K3labs.ai
Building Responsible, Intelligent Systems for Real-World Impact.
One knowledge-graph backbone. Apps, agents, and humans share ground truth. Verified before autonomous.
Los Angeles Metropolitan Area
Also working in cognitive science and consciousness research. Latest paper: Affective Predictive Graph Theory →
What I work on
Three problems, one substrate.
Knowledge graphs as the operating layer underneath agentic enterprise systems. Each pillar resolves to a paper, patent, or production artifact. Not a slogan.
01
Single Data Backbone
One real-time data layer for every business app. Architectural peer to Databricks and Snowflake, with native ERP, CRM, expense, and projects built on top.
02
Algebraic Accounting
Vector-algebraic framework for immutable, deterministically re-computable ledgers. The substrate that lets agents touch financials safely. USPTO provisional 63/870,502.
03
Agentic Systems with Human Control
Adaptive interfaces with graph-structured user-state inference, verification, and audit trails. Build agents you can ship to production without losing the loop.
Selected writing
The work, not the resume.
Canonical research on K3labs.ai. Editorial work on Weaver.Work. The pieces I send first when someone asks what I do.
Essay
May 2026
weaver.work
Business Intelligence on a Single Data Backbone
What collapses when BI is not a third hop from operations.
Paper
May 2026
rafiseddiqi.com
Affective Predictive Graph Theory
Cognitive-science working paper: physiologically modulated and self-observing model of cognitive dynamics. Four theorems, computational confirmation.
Essay
April 2026
weaver.work
State of Outbound Agentic Pipelines (2026)
Benchmarks, spam ceilings, and a measurement contract for AI SDRs.
Paper
January 2025
k3labs.ai
Algebraic Accounting
Vector-algebraic framework for immutable, branchable financial ledgers.
Essay
January 2024
weaver.work
What Is the Single Data Backbone?
Plain-language architecture peer to Databricks and Snowflake, with native apps included.
USPTO provisional patents
Three patents under the Weaver.Work stack.
Inventor on three provisional patents covering the growth-engine and operations layers of an agentic enterprise platform.
No. 01
US 64/060,880
Concept-anchored behavioral instrumentation, real-time graph-structured user-state inference, and latency-bounded action selection
Growth-engine layer: represent each user’s understanding, trust, and readiness as a graph; select interventions that close the structural gap.
No. 02
US 63/870,502
Algebraic Accounting System with Immutable Source Data and Ephemeral Book Management
Operations layer: append-only ground truth with deterministically re-computable books. The data backbone that lets agents touch financials safely.
No. 03
US 63/706,717
AI-Powered Multi-Channel Expense Management with Intelligent Fraud Detection and Tamper-Proof Ledger Integration
End-to-end micro-app pattern over the backbone: multi-channel capture, fraud detection, and tamper-proof ledger integration.
Research interests
Beyond enterprise systems.
Cognitive science & consciousness research
How minds represent and regulate themselves. Predictive processing under bodily state, the affective structure of belief, and meta-awareness as closed-loop control. Adjacent to the work on knowledge graphs and agentic systems, but on its own terms. Proofs in place of metaphors.
Sole author · Working paper · v1 · 2026
Four theorems and matching computational experiments unifying predictive processing, allostasis, and contemplative neuroscience. Meta-awareness reduces late-window threat activation by 0.081 (p < 10⁻¹⁰) and restores recovery from an acute threat pulse in 100% of seeds.
Notes
Thinking in public.
Personal essays. Research in progress, deployment lessons, and opinions that don’t belong in a press release. Roughly twice a month.
Endorsement
Selected endorsement
“One of the most talented CTOs I’ve ever had the privilege to work with… stabilized and enhanced our learning platform, leading to noticeable improvements in both instructor and student engagement.”
Background
Twenty years of shipping platforms.
Building responsible enterprise AI today. Before that, leading engineering at EdTech and recommender-driven learning platforms used by millions. The full timeline (with bullets) lives on LinkedIn. This page focuses on the work.
- 2025 –
- Founder, Weaver.Work
- 2023 – 2024
- CTO, Stukent
- 2011 – 2022
- Engineer Leader at LinkedIn / Microsoft · LinkedIn Learning · Lynda.com
- 2006 – 2011
- Software Engineer, Move.com / Realtor.com
Collaborate
Research, advisory, or a hard problem.
Open to research collaborations, advisory work on data and agentic architecture, podcasts, and speaking. One email is enough. Include the context and the timeline.