Harshal Intelligence Layer
Context-aware AI orchestration for projects, systems, and decisions.
A branded cognition layer designed to explain the platform, answer questions from project and infrastructure context, adapt to the visitor, and eventually respond through voice.
Capability-based model routing
Natalie assigns the right agent and model for the task.
HP Intelligence now routes by capability, not just by agent name. Technical work goes to Mika with Kimi, strategic work stays with Natalie using Claude, and communication work goes to Jackson with DeepSeek.
Technical execution
Mika
moonshotai/kimi-k2
Trigger
code · build · API · PM2 · runtime
Used for coding, debugging, deployment, routes, runtime, and architecture work.
Strategic orchestration
Natalie
anthropic/claude-3.5-sonnet
Trigger
strategy · roadmap · professor · stakeholder
Used for strategic framing, prioritization, professor-facing roadmap, and orchestration.
Communication layer
Jackson
deepseek/deepseek-chat
Trigger
explain · simple · presentation · teaching
Used for simplification, storytelling, teaching, and non-technical explanations.
Memory graph cognition
Operational memory rendered as task → proposal → execution.
The backend now converts governed execution history into a visible cognition topology. This surface shows what the system planned, who owned it, and whether execution was completed or blocked.
Autonomous Trial Graph
Trial lineage rendered as mutation → rollback → memory → governance.
The system now visualizes its first governed autonomous trial as a connected evidence graph, including mutation lineage, rollback readiness, memory formation, unified trail linkage, and governance verdict.
Mutation Candidate Graph
Forward mutation planning rendered as candidate → target → risk → governance → tests → rollback.
This graph shows what the system could attempt next while keeping execution blocked. It exposes candidate eligibility, risk posture, required tests, and rollback paths before any real code mutation is allowed.
Wiki Knowledge Graph
Entity and relationship memory layer.
Persistent knowledge extracted from memories and connected through relationships.
Entities
0
Relations
0
Trail records
0
Phases tracked
0
Unified Trail Ledger
Waiting for trail data
Phase lineage will appear here after the ledger loads.
Core
Harshal AI
routing infrastructure contextadapting recruiter modesynthesizing NDVI intelligencetranslating technical systemscontextualizing portfolio evidenceanalyzing deployment topology
Agent Network
Natalie routes cognition into specialist agent clusters.
Natalie
orchestrator
HP Core
memory · trail · graph
live cognition cluster
Mika
execution
Jackson
translation
Natalie
Strategic Orchestration
Executive framing, system overview, prioritization, and high-signal decision support.
Natalie
Strategic Orchestration
Operating signal
CEO / professor / recruiter mode
supervising
Mika
Data Science Intelligence
Machine learning, dashboards, NDVI logic, infrastructure, technical explanation, and project reasoning.
Mika
Data Science Intelligence
Operating signal
technical + data mode
analyzing
Jackson
Translation Layer
Turns technical systems into simple business explanations, interview answers, and communication-ready responses.
Jackson
Translation Layer
Operating signal
non-technical mode
translating