AI systems
67 entries · 40 defined terms
Building with large language models in production: agents, retrieval, prompt design, evaluation, and the operational discipline of running them for real users.
What this subject covers
The archive holds 67 entries filed under ai systems, running from 2024-09-19 to 2026-08-30. They are working notes and decisions taken at the time, not retrospective write-ups. The full set is browsable at /archive/entries/ai-systems/.
Written work
Working notes
2026-08-30
Domain portfolio consolidation strategy
Audited 63-domain portfolio from speculative AI ventures, identified AED 4-6K annual waste in renewals, and cut to 8 core domains with auto-renew turned off before Sep 2-3 renewal wave. The value: Shows founder discipline in cutting speculative assets when business model clarity lacks, redirecting capital to revenue-generating activities.
2026-08-29
Executive AI Briefing revenue sprint
Designed 18-day revenue pivot from scattered portfolio to three focused tracks: Legal AI platform sales, ESG compliance sprint, and Executive AI Briefing service (AED 7,500, half-day format with platform demos). The value: Shows founder's discipline in abandoning low-earning activities for high-velocity sales, with concrete WhatsApp scripts and prospect targeting.
2026-08-27
Planet-kit AI world platform setup
Established three-step development sequence for planet-kit: verify zip files, paste scope-lock document (defining stack/security/moderation), then Claude Code generation. V1 scope includes Gate/Traveler and six venues with explicit exclusions. The value: Shows disciplined approach to AI-assisted development by locking scope before generation and treating the Book as authority over chat.
2026-08-27
AI planet vision cohabitation
Explored vision of building an 'AI planet'—a global platform where humans and AI beings coexist and inhabit the same world, inspired by Claude's global reach. The value: Articulates founder's long-term vision of human-AI cohabitation (not replacement) and positions AI as a place/world, not just a tool.
2026-08-20
ClawGo hardware device vetting
Researched ClawGo handheld device through supply chain, corporate registration, and press coverage, uncovering pattern of zero independent reviews and four-month shipping delays. The value: Demonstrates critical thinking about hardware startup claims and pattern recognition for spotting hype vs. reality in AI device markets.
2026-08-20
Dubai AI House pitching strategy
Built pitching strategy for dubaiaihouse.com by mapping 17 institutional/capital/media targets and categorizing them as media amplifiers vs. capital doors vs. government-facing relationships.
2026-08-16
AI house seed pitch deck
Created seed-round pitch deck for dubaiaihouse.com anchored on two founder-held IP domains (2050planet.com and newworld.education), each valued at $100k+. The value: Demonstrates IP-based startup positioning and domain valuation strategy as proof of product-market fit before raising capital.
2026-08-01
Local agent creation platform
Khurram sketched createagent.ai, a platform where users define agents via UI, test via Claude API, then download a complete local package with Python runtime and agent config. The value: users own agent configs locally and can run agents offline, decoupling from platform lock-in.
2026-07-25
DeepSeek LLM Backend Optimization
Khurram evaluated LLM backends for Claude Code development, comparing DeepSeek V4-Pro ($0.14–0.435 per M tokens), Kimi, Opus, and Fable, establishing DeepSeek as default with escalation tiers. The value: Pay-as-you-go tiered LLM strategy optimizes cost while preserving model quality for high-stakes work, separating build-time and production compliance.
2026-07-17
Compliance-First AI Automation
Khurram recognized manual Claude usage dressed as automation and outlined three safety tiers for compliant AI in schools—from immediate de-identification to institutional API to platform solutions. The value: Distinguishing between AI-assisted manual work (non-repeatable, no audit trail) and real automation (data pipeline, role-based access) protects student data and organizational compliance.
2026-07-11
Talent Intelligence Engine Organizations
Khurram proposed building an internal talent intelligence engine for companies—parsing every employee resume and profile to surface hidden skills, certifications, past roles, languages, and domain knowledge. The value: Leadership can deploy whole people rather than just current job descriptions, revealing hidden organizational capacity and enabling better internal mobility.
2026-07-11
AI Unstructured Data Structuring
Khurram conducted deep analysis of AI techniques for structuring unstructured data, surveying NER, LLM-based extraction with schemas, embeddings, OCR, and classification approaches. The value: Comprehensive toolkit awareness enables teams to choose the right tool for their document type and workflow, reducing implementation time.
2026-07-11
On-Premise Air-Gapped AI Automation
Khurram explored building on-premise, air-gapped AI automation for a large school with 3 campuses, 4,000 students, and 1,000 staff running locally with no internet dependency. The value: Data sovereignty and institutional control—schools keeping all student and staff data on-premise rather than paying per-seat costs to cloud providers.
2026-06-30
Legal AI sovereign architecture RAG
designed 4-layer RAG architecture for UAE legal company balancing data sovereignty vs. pragmatism: in-country compute (Azure UAE North) vs residency guarantees vs known stack (Vercel/Supabase + Arabic model swap), with security-critical retrieval layer enforcing permission-filtered access. The value: demonstrates that model choice is swappable but data access architecture is load-bearing—retrieval layer = security enforcement, not the model—enabling audit-ready legal engines where data compliance and citation accur
Vocabulary
Terms this subject uses, each defined from how it is actually used in the archive rather than from a textbook.
- story
- Narrative work including Khurram's superhero IP and science fiction game projects189 documents · first seen 2024-09-22
- option
- Financial derivative contract granting the right to buy or sell an asset at predetermined price185 documents · first seen 2024-10-10
- google
- Technology company providing advertising and search services used in Khurram's marketing campaigns160 documents · first seen 2024-11-20
- prompt
- Instruction text sent to Claude or AI systems to generate specific outputs or run workflows154 documents · first seen 2024-10-10
- school
- Educational institution central to Khurram's 2050planet ESG and sustainable development initiatives126 documents · first seen 2024-09-25
- deploy
- Release or publish code and applications to production environments or live servers118 documents · first seen 2025-03-26
- script
- Code file or workflow automation script used in Khurram's development and operational work118 documents · first seen 2024-09-20
- scope
- Range and extent of Khurram's work across multiple domains from AI to trading to education111 documents · first seen 2025-03-10
- students
- Learners participating in Khurram's educational initiatives and 2050planet schools ESG projects99 documents · first seen 2024-11-18
- anthropic
- AI company that created Claude platform, central to Khurram's development and operational work99 documents · first seen 2025-09-11
- ecosystem
- Interconnected network of platforms, services, and technologies working together as an integrated system95 documents · first seen 2024-10-03
- logistics
- Supply chain and operational management, core to TCS courier company business87 documents · first seen 2024-09-24
- deployed
- Released and made live in production environment after successful development and testing86 documents · first seen 2025-10-08
- student
- Individual learner participant in educational initiatives and Khurram's 2050planet ESG program85 documents · first seen 2024-10-29
- agent
- Autonomous AI system or Claude agent designed to perform specific tasks and workflows independently85 documents · first seen 2024-11-12
- trade
- Financial transaction or exchange of securities, commodities, or assets in markets85 documents · first seen 2024-10-14
- schools
- Educational institutions participating in Khurram's 2050planet ESG and sustainability initiatives74 documents · first seen 2024-10-29
- prompts
- Instruction texts for AI systems, also used in scoring and evaluation contexts70 documents · first seen 2025-04-15
- humorous
- Containing humor or comedy; requested element in content, marketing, and storytelling.69 documents · first seen 2024-10-10
- agents
- Autonomous AI systems designed to execute complex tasks and workflows with minimal intervention65 documents · first seen 2024-10-15
- curriculum
- Educational content and course structure for 2050planet schools initiative aligned to SDGs64 documents · first seen 2024-11-18
- token
- Unit of currency or digital asset used in cryptocurrency, APIs, and blockchain contexts64 documents · first seen 2025-05-21
- chatbot
- Conversational AI interface built for TCS courier company to handle customer interactions62 documents · first seen 2026-01-25
- revenue
- Income generated from business operations and marketing campaigns across Khurram's ventures60 documents · first seen 2024-10-30
- handover
- Transfer of responsibility and documentation from one phase or team to another60 documents · first seen 2025-10-20
- autonomous
- Self-governing and independent operation of systems or agents without direct human intervention60 documents · first seen 2025-09-10
- trading
- Financial market activity analyzing and executing trades in equities, commodities, currencies58 documents · first seen 2025-01-27
- tokens
- Digital assets and cryptocurrencies representing value in blockchain and tokenization systems57 documents · first seen 2025-09-20
- rates
- Interest rates and price levels tracked in financial markets and trading analysis57 documents · first seen 2024-10-01
- crypto
- Cryptocurrency and blockchain technology user base in Khurram's fintech and tokenization analysis57 documents · first seen 2024-12-03
- anthropic api
- Anthropic's API for programmatic access to Claude models and AI capabilities56 documents · first seen 2026-02-27
- newworld
- Organization associated with educational initiatives and domain development in Khurram's projects55 documents · first seen 2026-02-05
- tiers
- Hierarchical levels of pricing, functionality, or membership in products and services55 documents · first seen 2025-10-08
- globally
- At global scale across international markets and jurisdictions in Khurram's operations54 documents · first seen 2024-10-08
- roadmap
- Strategic plan outlining phases, milestones, and timelines for project development and delivery54 documents · first seen 2025-04-08
- newworld.education
- Domain and platform hosting educational content for Khurram's 2050planet sustainability initiative53 documents · first seen 2026-02-05
- positioned
- Placed strategically to gain unique perspective or advantage in market and business situations50 documents · first seen 2025-04-16
- backend
- Server-side infrastructure and database systems that power applications and services50 documents · first seen 2026-02-05
- system prompt
- Hidden instructions that configure Claude's behavior and response patterns in AI interactions49 documents · first seen 2026-02-05
- targeting
- Focused enforcement or selection strategy; often automated in policy or algorithm contexts.49 documents · first seen 2024-11-02
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