Frontier research, kept separate from production.
AGI Brain is PKAILabs' independent research program toward more autonomous general reasoning — reflection, memory, ethics, and orchestration. It is not what runs our live applications today. That's PKAI Brain, the shared intelligence layer already running in production beneath PMC and PKCHAT.
What we're researching.
Independent research into agent orchestration and reasoning — kept separate from PKAI Brain, the platform already running in production.
Multi-agent coordination
Task decomposition, agent routing, and result synthesis — research toward coordinating many agents as one coherent system.
Reflection & confidence
Self-evaluation loops and confidence scoring — agents know when they're sure and when to hand off to a human.
Ethical guardrails
Built-in boundaries — the system refuses unsafe actions, flags uncertainty, and escalates to humans by design.
Memory & connectors
Persistent agent memory, MCP protocol support, and tool integration — the plumbing that lets agents use real-world tools.
Active research areas.
What we're exploring — internal research that may inform PKAI Brain, our production platform, as it matures.
CRAG & Retrieval
Corrective RAG — detecting and recovering from retrieval failures to improve answer accuracy.
Multilingual NLU
Urdu, Roman Urdu, and code-switching — training data collection and model fine-tuning for the Pakistani market.
Voice Pipeline
SIP → STT → LLM → TTS chain optimisation for latency, naturalness, and multilingual accuracy.
On-prem Inference
Self-hosted model serving — optimising cost, latency, and data sovereignty on customer infrastructure.
AGI Brain is independent research.
Not a product for sale, and not what runs today's applications — that's PKAI Brain. AGI Brain is where we explore what's next.