Agentic Systems Intelligence
The building blocks of AI, explained properly.
Agents. Reasoning. Memory. Safety. Architecture. Research-backed analysis for practitioners who build, not just browse.
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Categories
Six research verticals covering the full AI agent stack.
Agent Design
Architectures, tool use, and frameworks for building agents.
- Tool Agents Need Taint Boundaries, Not Bigger Scopes
- Terminal Agents Need Progress Curves, Not Victory Screens
- Agent Observability Is Escaping the Dashboard
Swarm Systems
Multi-agent coordination, swarm intelligence, and collective behavior.
- Multi-Agent Finance Workflows Need Cost Curves, Not More Agents
- Agent Marketplaces Need Abuse Screens, Not Escrow
- Multi-Agent Systems Need Specs Before More Agents
Reasoning & Memory
Reasoning tokens, RAG, context engineering, and memory systems.
- IFCMemoryBench Finds the Missing Project Facts
- Million-Token Context Still Fails the Workload Test
- Knowledge Graphs for AI Agents: Beyond Vector Search
Safety & Governance
Red teaming, bias, interpretability, and benchmarks.
- ToolPrivacyBench Exposes Purpose Drift
- Agent Bias Is Not Model Bias
- Cyber Agents Need Triage Custody, Not Higher Exploit Scores
Models & Frontiers
Model comparisons, training data, open source, and research frontiers.
- Coding Agent Benchmarks Hit the Generalization Wall
- Agent Test-Time Scaling Needs Reuse, Not More Rollouts
- Coding Agents Need Trajectory Reviews, Not Pass Bits
Real-World AI
Enterprise deployment, workforce impact, and developer tools.
- Chip-Design Agents Need Token ROI, Not Demo Flows
- Industrial Agents Hit the Factory Floor
- Agent Cost Optimization: How to Track and Reduce LLM Spend
Latest
Most recent articles across all categories.
ToolPrivacyBench Exposes Purpose Drift
ToolPrivacyBench turns agent privacy into a tool-call audit: when a workflow succeeds, did each tool receive only the private facts it needed? The June...
IFCMemoryBench Finds the Missing Project Facts
IFCMemoryBench turns agent memory into an engineering test: can a building-information assistant remember project facts from earlier sessions and combine...
Tool Agents Need Taint Boundaries, Not Bigger Scopes
APPA landed on arXiv on 27 July 2026 with a blunt result for tool-agent security: permission prompts are too late once poisoned or confidential data has...
Chip-Design Agents Need Token ROI, Not Demo Flows
FluxBench landed on arXiv on 20 July 2026 with a useful warning for chip-design teams: two agents can start from the same foundation model and still...
Agent Bias Is Not Model Bias
Agent bias now comes from memory, tools and delegation, not just model outputs. Fairness checks need to inspect the full agent run.
Cyber Agents Need Triage Custody, Not Higher Exploit Scores
Microsoft's 27 July 2026 MAI-Cyber-1-Flash announcement is a useful signal for agentic security: the product claim is not one smarter model, but a...